diff --git a/.gitattributes b/.gitattributes
old mode 100644
new mode 100755
diff --git a/README.md b/README.md
old mode 100644
new mode 100755
diff --git a/benchmark/captions/.DS_Store b/benchmark/captions/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..6790d45f0c4dd9c2d2667df8ba68dcfeb0328878
Binary files /dev/null and b/benchmark/captions/.DS_Store differ
diff --git a/benchmark/captions/animal/.DS_Store b/benchmark/captions/animal/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..32cc836f31d6d46d5630b2dda53ef9052aa6ae51
Binary files /dev/null and b/benchmark/captions/animal/.DS_Store differ
diff --git a/benchmark/captions/animal/dogjump/.DS_Store b/benchmark/captions/animal/dogjump/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..64550f299025fe9f6cf83e9bbbbfdd24c8b98784
Binary files /dev/null and b/benchmark/captions/animal/dogjump/.DS_Store differ
diff --git a/benchmark/captions/animal/dogjump/crop.csv b/benchmark/captions/animal/dogjump/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..e19cc6219ba8292ed8d05af64a6d445644c3a217
--- /dev/null
+++ b/benchmark/captions/animal/dogjump/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/animal/dogjump_crop/0.mp4,0,49,8,2,A dog jumped up while barking.
+benchmark/reference_videos/animal/dogjump_crop/1.mp4,0,49,8,2,A dog jumped up while barking.
+benchmark/reference_videos/animal/dogjump_crop/2.mp4,0,49,8,2,A dog jumped up while barking.
+benchmark/reference_videos/animal/dogjump_crop/3.mp4,0,49,8,2,A dog jumped up while barking.
+benchmark/reference_videos/animal/dogjump_crop/4.mp4,0,49,8,2,A dog jumped up while barking.
+benchmark/reference_videos/animal/dogjump_crop/5.mp4,0,49,8,2,A dog jumped up while barking.
+benchmark/reference_videos/animal/dogjump_crop/6.mp4,0,49,8,2,A dog jumped up while barking.
+benchmark/reference_videos/animal/dogjump_crop/7.mp4,0,49,8,2,A dog jumped up while barking.
+benchmark/reference_videos/animal/dogjump_crop/8.mp4,0,49,8,2,A dog jumped up while barking.
+benchmark/reference_videos/animal/dogjump_crop/9.mp4,0,49,8,2,A dog jumped up while barking.
+benchmark/reference_videos/animal/dogjump_crop/10.mp4,0,49,8,2,A dog jumped up while barking.
+benchmark/reference_videos/animal/dogjump_crop/11.mp4,0,49,8,2,A dog jumped up while barking.
diff --git a/benchmark/captions/animal/dogjump/val_image.csv b/benchmark/captions/animal/dogjump/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..feb827f68b515634dcc59b734647994d9dff53d3
--- /dev/null
+++ b/benchmark/captions/animal/dogjump/val_image.csv
@@ -0,0 +1,6 @@
+path,caption
+benchmark/target_images/animal/animal_dog_1.jpg,A dog jumped up while barking.
+benchmark/target_images/animal/animal_tiger1.jpg,A tiger jumped up while barking.
+benchmark/target_images/animal/animal_wolf1.jpg,A wolf jumped up while barking.
+benchmark/target_images/animal/anmal_deer1.jpg,A deer jumped up while barking.
+benchmark/target_images/animal/pokemon_leigong1.jpg,A fantastical tiger-like creature jumped up while barking.
diff --git a/benchmark/captions/animal/dogstand/.DS_Store b/benchmark/captions/animal/dogstand/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..64550f299025fe9f6cf83e9bbbbfdd24c8b98784
Binary files /dev/null and b/benchmark/captions/animal/dogstand/.DS_Store differ
diff --git a/benchmark/captions/animal/dogstand/crop.csv b/benchmark/captions/animal/dogstand/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..21d956199bfc2a3f151e29a90a4f93143b6db049
--- /dev/null
+++ b/benchmark/captions/animal/dogstand/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/animal/dogstand_crop/0.mp4,0,49,8,2,A yellow dog stood up.
+benchmark/reference_videos/animal/dogstand_crop/1.mp4,0,49,8,2,A yellow dog stood up.
+benchmark/reference_videos/animal/dogstand_crop/2.mp4,0,49,8,2,A yellow dog stood up.
+benchmark/reference_videos/animal/dogstand_crop/3.mp4,0,49,8,2,A yellow dog stood up.
+benchmark/reference_videos/animal/dogstand_crop/4.mp4,0,49,8,2,A yellow dog stood up.
+benchmark/reference_videos/animal/dogstand_crop/5.mp4,0,49,8,2,A yellow dog stood up.
+benchmark/reference_videos/animal/dogstand_crop/6.mp4,0,49,8,2,A yellow dog stood up.
+benchmark/reference_videos/animal/dogstand_crop/7.mp4,0,49,8,2,A yellow dog stood up.
+benchmark/reference_videos/animal/dogstand_crop/8.mp4,0,49,8,2,A yellow dog stood up.
+benchmark/reference_videos/animal/dogstand_crop/9.mp4,0,49,8,2,A yellow dog stood up.
+benchmark/reference_videos/animal/dogstand_crop/10.mp4,0,49,8,2,A yellow dog stood up.
+benchmark/reference_videos/animal/dogstand_crop/11.mp4,0,49,8,2,A yellow dog stood up.
diff --git a/benchmark/captions/animal/dogstand/val_image.csv b/benchmark/captions/animal/dogstand/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..77b76317831fee1c46377378afbce785e59554da
--- /dev/null
+++ b/benchmark/captions/animal/dogstand/val_image.csv
@@ -0,0 +1,4 @@
+path,caption
+benchmark/target_images/animal/animal_capy1.webp,A capybara stood up.
+benchmark/target_images/animal/animal_ciwei1.jpg,A hedgehog stood up.
+benchmark/target_images/animal/animal_rabbit1.jpg,A rabbit stood up.
diff --git a/benchmark/captions/animal/kangaroo/.DS_Store b/benchmark/captions/animal/kangaroo/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..64550f299025fe9f6cf83e9bbbbfdd24c8b98784
Binary files /dev/null and b/benchmark/captions/animal/kangaroo/.DS_Store differ
diff --git a/benchmark/captions/animal/kangaroo/crop.csv b/benchmark/captions/animal/kangaroo/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..32b8f2eefb870cf1c31db4eb97202b18dc6ef134
--- /dev/null
+++ b/benchmark/captions/animal/kangaroo/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/animal/kangaroo_crop/0.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
+benchmark/reference_videos/animal/kangaroo_crop/1.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
+benchmark/reference_videos/animal/kangaroo_crop/2.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
+benchmark/reference_videos/animal/kangaroo_crop/3.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
+benchmark/reference_videos/animal/kangaroo_crop/4.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
+benchmark/reference_videos/animal/kangaroo_crop/5.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
+benchmark/reference_videos/animal/kangaroo_crop/6.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
+benchmark/reference_videos/animal/kangaroo_crop/7.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
+benchmark/reference_videos/animal/kangaroo_crop/8.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
+benchmark/reference_videos/animal/kangaroo_crop/9.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
+benchmark/reference_videos/animal/kangaroo_crop/10.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
+benchmark/reference_videos/animal/kangaroo_crop/11.mp4,0,49,8,2,A kangaroo is hopping and running with its legs together.
diff --git a/benchmark/captions/animal/kangaroo/val_image.csv b/benchmark/captions/animal/kangaroo/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..70fd8c1d2139631e58a897bebf9c16368032d04f
--- /dev/null
+++ b/benchmark/captions/animal/kangaroo/val_image.csv
@@ -0,0 +1,4 @@
+path,caption
+benchmark/target_images/animal/animal_owl1.jpg,An owl is hopping and running with its legs together.
+benchmark/target_images/animal/animal_bird1.jpg,A bird is hopping and running with its legs together.
+benchmark/target_images/animal/animal_tuoniao1.webp,A bird is hopping and running with its legs together.
diff --git a/benchmark/captions/camera/.DS_Store b/benchmark/captions/camera/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..ed333e07ecdbf2227d1081fe0befa48e6c7c3dcb
Binary files /dev/null and b/benchmark/captions/camera/.DS_Store differ
diff --git a/benchmark/captions/camera/camera_forward/crop.csv b/benchmark/captions/camera/camera_forward/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..fafc3f87025d2550eb38054a4da249d5ee132b3b
--- /dev/null
+++ b/benchmark/captions/camera/camera_forward/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/camera/camera_forward_crop/0.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_forward_crop/1.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_forward_crop/2.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_forward_crop/3.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_forward_crop/4.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_forward_crop/5.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_forward_crop/6.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_forward_crop/7.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_forward_crop/8.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_forward_crop/9.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_forward_crop/10.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_forward_crop/11.mp4,0,49,8,2,The perspective in the video is moving.
diff --git a/benchmark/captions/camera/camera_forward/val_image.csv b/benchmark/captions/camera/camera_forward/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..f35d9b3ac3281dd77fab872ae0f4b3e4a2da96cd
--- /dev/null
+++ b/benchmark/captions/camera/camera_forward/val_image.csv
@@ -0,0 +1,9 @@
+path,caption
+benchmark/target_images/camera/view1.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view2.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view3.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view4.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view5.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view6.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view7.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view8.jpg,The perspective in the video is moving.
diff --git a/benchmark/captions/camera/camera_rotate/crop.csv b/benchmark/captions/camera/camera_rotate/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..dc32beca1f6761396d20a794e396de3b5d0f6d1f
--- /dev/null
+++ b/benchmark/captions/camera/camera_rotate/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/camera/camera_rotate_crop/0.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_rotate_crop/1.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_rotate_crop/2.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_rotate_crop/3.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_rotate_crop/4.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_rotate_crop/5.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_rotate_crop/6.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_rotate_crop/7.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_rotate_crop/8.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_rotate_crop/9.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_rotate_crop/10.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_rotate_crop/11.mp4,0,49,8,2,The perspective in the video is moving.
diff --git a/benchmark/captions/camera/camera_rotate/val_image.csv b/benchmark/captions/camera/camera_rotate/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..f35d9b3ac3281dd77fab872ae0f4b3e4a2da96cd
--- /dev/null
+++ b/benchmark/captions/camera/camera_rotate/val_image.csv
@@ -0,0 +1,9 @@
+path,caption
+benchmark/target_images/camera/view1.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view2.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view3.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view4.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view5.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view6.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view7.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view8.jpg,The perspective in the video is moving.
diff --git a/benchmark/captions/camera/camera_zoom_out/crop.csv b/benchmark/captions/camera/camera_zoom_out/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..b691d1860ea3f33b53d4502fda89f689fd9469bb
--- /dev/null
+++ b/benchmark/captions/camera/camera_zoom_out/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/camera/camera_zoom_out_crop/0.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out_crop/1.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out_crop/2.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out_crop/3.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out_crop/4.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out_crop/5.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out_crop/6.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out_crop/7.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out_crop/8.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out_crop/9.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out_crop/10.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out_crop/11.mp4,0,49,8,2,The perspective in the video is moving.
diff --git a/benchmark/captions/camera/camera_zoom_out/val_image.csv b/benchmark/captions/camera/camera_zoom_out/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..f35d9b3ac3281dd77fab872ae0f4b3e4a2da96cd
--- /dev/null
+++ b/benchmark/captions/camera/camera_zoom_out/val_image.csv
@@ -0,0 +1,9 @@
+path,caption
+benchmark/target_images/camera/view1.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view2.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view3.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view4.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view5.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view6.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view7.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view8.jpg,The perspective in the video is moving.
diff --git a/benchmark/captions/camera/camera_zoom_out2/crop.csv b/benchmark/captions/camera/camera_zoom_out2/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..038e8bcd8c5861f76d0670c25a89c94b29168a20
--- /dev/null
+++ b/benchmark/captions/camera/camera_zoom_out2/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/camera/camera_zoom_out2_crop/0.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out2_crop/1.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out2_crop/2.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out2_crop/3.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out2_crop/4.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out2_crop/5.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out2_crop/6.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out2_crop/7.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out2_crop/8.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out2_crop/9.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out2_crop/10.mp4,0,49,8,2,The perspective in the video is moving.
+benchmark/reference_videos/camera/camera_zoom_out2_crop/11.mp4,0,49,8,2,The perspective in the video is moving.
diff --git a/benchmark/captions/camera/camera_zoom_out2/val_image.csv b/benchmark/captions/camera/camera_zoom_out2/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..f35d9b3ac3281dd77fab872ae0f4b3e4a2da96cd
--- /dev/null
+++ b/benchmark/captions/camera/camera_zoom_out2/val_image.csv
@@ -0,0 +1,9 @@
+path,caption
+benchmark/target_images/camera/view1.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view2.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view3.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view4.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view5.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view6.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view7.jpg,The perspective in the video is moving.
+benchmark/target_images/camera/view8.jpg,The perspective in the video is moving.
diff --git a/benchmark/captions/human/.DS_Store b/benchmark/captions/human/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..97a43d7bf24b22e4dab0f9eba4f07b2900f4fe72
Binary files /dev/null and b/benchmark/captions/human/.DS_Store differ
diff --git a/benchmark/captions/human/chest/.DS_Store b/benchmark/captions/human/chest/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..a51d8ea78e49b11686863ecb99903300f15af9df
Binary files /dev/null and b/benchmark/captions/human/chest/.DS_Store differ
diff --git a/benchmark/captions/human/chest/crop.csv b/benchmark/captions/human/chest/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..1edf7a23648f52327e0f8f9973f9418180502102
--- /dev/null
+++ b/benchmark/captions/human/chest/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/human/chest_crop/0.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/reference_videos/human/chest_crop/1.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/reference_videos/human/chest_crop/2.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/reference_videos/human/chest_crop/3.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/reference_videos/human/chest_crop/4.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/reference_videos/human/chest_crop/5.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/reference_videos/human/chest_crop/6.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/reference_videos/human/chest_crop/7.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/reference_videos/human/chest_crop/8.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/reference_videos/human/chest_crop/9.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/reference_videos/human/chest_crop/10.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/reference_videos/human/chest_crop/11.mp4,0,49,8,2,"A man wearing a dark blue vest is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
diff --git a/benchmark/captions/human/chest/val_image.csv b/benchmark/captions/human/chest/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..d466031887934ada28396ff231b673161e69b531
--- /dev/null
+++ b/benchmark/captions/human/chest/val_image.csv
@@ -0,0 +1,9 @@
+path,caption
+benchmark/target_images/human/game_girl_1.webp,"A female cartoon character in armor is exercising with a resistance machine. She leans slightly forward while keeping her back straight. She grips the handles of the resistance machine and pulls them downward with force. After fully extending her arms, she returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/movie_man_1.jpg,"A character dressed in a Superman costume is exercising with a resistance machine. The costume is predominantly blue, with a red and yellow ""S"" emblem prominently displayed on the chest. The character is also wearing a red cape that contrasts with the blue body suit. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/game_man_5.jpeg,"A humanoid cartoon monster is exercising with a resistance machine. It leans slightly forward while keeping its back straight. It grips the handles of the resistance machine and pulls them downward with force. After fully extending its arms, it returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/movie_man_2.jpg,"A man in a suit is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/movie_man_12.jpg,"A man is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/movie_man_3.webp,"An old man is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/movie_man_6.webp,"A man is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/movie_man_7.jpg,"A man is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
diff --git a/benchmark/captions/human/crouch/.DS_Store b/benchmark/captions/human/crouch/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..35b0871e08056fe4d38cd41c4f6a3547eb750983
Binary files /dev/null and b/benchmark/captions/human/crouch/.DS_Store differ
diff --git a/benchmark/captions/human/crouch/crop.csv b/benchmark/captions/human/crouch/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..82dac0ee35796f2ef66601e480c71b247b292e75
--- /dev/null
+++ b/benchmark/captions/human/crouch/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/human/crouch_crop/0.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
+benchmark/reference_videos/human/crouch_crop/1.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
+benchmark/reference_videos/human/crouch_crop/2.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
+benchmark/reference_videos/human/crouch_crop/3.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
+benchmark/reference_videos/human/crouch_crop/4.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
+benchmark/reference_videos/human/crouch_crop/5.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
+benchmark/reference_videos/human/crouch_crop/6.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
+benchmark/reference_videos/human/crouch_crop/7.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
+benchmark/reference_videos/human/crouch_crop/8.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
+benchmark/reference_videos/human/crouch_crop/9.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
+benchmark/reference_videos/human/crouch_crop/10.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
+benchmark/reference_videos/human/crouch_crop/11.mp4,0,49,8,2,A man wearing a jacket and black pants is doing squats.
diff --git a/benchmark/captions/human/crouch/val_image.csv b/benchmark/captions/human/crouch/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..5aa36780a0fe6e2f73df17239e00c538c5b98f5c
--- /dev/null
+++ b/benchmark/captions/human/crouch/val_image.csv
@@ -0,0 +1,7 @@
+path,caption
+benchmark/target_images/human/movie_man_4.jpg,"A man is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/movie_man_5.jpg,"A man is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/movie_man_6.webp,"A man is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/movie_man_7.jpg,"A man is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/movie_man_8.webp,"A man is exercising with a resistance machine. He leans slightly forward while keeping his back straight. He grips the handles of the resistance machine and pulls them downward with force. After fully extending his arms, he returns them to the starting position and repeats the same motion."
+benchmark/target_images/human/movie_man_9.webp,An elderly man clad in a suit is doing squats.
diff --git a/benchmark/captions/human/fitness/.DS_Store b/benchmark/captions/human/fitness/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..478bd52c6f95776a86cdce0548850920ab12e0ef
Binary files /dev/null and b/benchmark/captions/human/fitness/.DS_Store differ
diff --git a/benchmark/captions/human/fitness/crop.csv b/benchmark/captions/human/fitness/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..1d0f83f2fd8914f5de80775b5a4e6d3c385403c6
--- /dev/null
+++ b/benchmark/captions/human/fitness/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/human/fitness_crop/0.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/reference_videos/human/fitness_crop/1.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/reference_videos/human/fitness_crop/2.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/reference_videos/human/fitness_crop/3.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/reference_videos/human/fitness_crop/4.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/reference_videos/human/fitness_crop/5.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/reference_videos/human/fitness_crop/6.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/reference_videos/human/fitness_crop/7.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/reference_videos/human/fitness_crop/8.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/reference_videos/human/fitness_crop/9.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/reference_videos/human/fitness_crop/10.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/reference_videos/human/fitness_crop/11.mp4,0,49,8,2,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
diff --git a/benchmark/captions/human/fitness/val_image.csv b/benchmark/captions/human/fitness/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..8e3a29b06bafcd05c264645ff36238472110026d
--- /dev/null
+++ b/benchmark/captions/human/fitness/val_image.csv
@@ -0,0 +1,12 @@
+path,caption
+benchmark/target_images/human/game_girl_1.webp,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/target_images/human/game_girl_2.webp,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/target_images/human/game_man_2.jpg,"A bald cartoon man dressed in tattered clothes, bandages wrapped around his hands, and an axe tucked on the left side of his waist raised his arms above his head, then slowly brought his hands together and lowered them to his chest."
+benchmark/target_images/human/game_man_3.jpeg,"A man raised his arms above his head, then slowly brought his hands together and lowered them to his chest."
+benchmark/target_images/human/game_man_4.jpg,"A cartoon man draped in a deep green cape, wearing a brown coat, and black shoes raised his arms above his head, then slowly brought his hands together and lowered them to his chest."
+benchmark/target_images/human/movie_man_1.jpg,"A character dressed in a Superman costume raised his arms above his head, then slowly brought his hands together and lowered them to his chest."
+benchmark/target_images/human/game_man_5.jpeg,"A humanoid cartoon monster raised his arms above his head, then slowly brought his hands together and lowered them to his chest."
+benchmark/target_images/human/movie_girl_1.jpg,"A woman raised her arms above her head, then slowly brought her hands together and lowered them to her chest."
+benchmark/target_images/human/movie_man_2.jpg,"A man in a suit raised his arms above his head, then slowly brought his hands together and lowered them to his chest."
+benchmark/target_images/human/movie_man_12.jpg,"A man raised his arms above his head, then slowly brought his hands together and lowered them to his chest."
+benchmark/target_images/human/movie_man_3.webp,"An old man raised his arms above his head, then slowly brought his hands together and lowered them to his chest."
diff --git a/benchmark/captions/human/human2animal_1/.DS_Store b/benchmark/captions/human/human2animal_1/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..64550f299025fe9f6cf83e9bbbbfdd24c8b98784
Binary files /dev/null and b/benchmark/captions/human/human2animal_1/.DS_Store differ
diff --git a/benchmark/captions/human/human2animal_1/crop.csv b/benchmark/captions/human/human2animal_1/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..6c86bee4121a0178850a4781621bc33f41749847
--- /dev/null
+++ b/benchmark/captions/human/human2animal_1/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/human/human2animal_1_crop/0.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
+benchmark/reference_videos/human/human2animal_1_crop/1.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
+benchmark/reference_videos/human/human2animal_1_crop/2.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
+benchmark/reference_videos/human/human2animal_1_crop/3.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
+benchmark/reference_videos/human/human2animal_1_crop/4.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
+benchmark/reference_videos/human/human2animal_1_crop/5.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
+benchmark/reference_videos/human/human2animal_1_crop/6.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
+benchmark/reference_videos/human/human2animal_1_crop/7.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
+benchmark/reference_videos/human/human2animal_1_crop/8.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
+benchmark/reference_videos/human/human2animal_1_crop/9.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
+benchmark/reference_videos/human/human2animal_1_crop/10.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
+benchmark/reference_videos/human/human2animal_1_crop/11.mp4,0,49,8,2,"The video features a woman performing various yoga poses on a pink mat in a serene, well-lit room with white wooden paneling. She is dressed in a purple long-sleeved top and black patterned leggings. Throughout the video, she maintains a focused and calm demeanor, demonstrating different yoga stances with her hands and feet on the mat. The room is equipped with a white chair and a small table, and the lighting is soft, creating a tranquil atmosphere. The camera captures her from different angles, emphasizing her form and the peacefulness of the setting."
diff --git a/benchmark/captions/human/human2animal_1/val_image.csv b/benchmark/captions/human/human2animal_1/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..c16b59a60d99381ae9e342b9da648141661b28ea
--- /dev/null
+++ b/benchmark/captions/human/human2animal_1/val_image.csv
@@ -0,0 +1,3 @@
+path,caption
+benchmark/target_images/animal/animal_mouse1.jpg,"The video features a mouse performing various yoga poses. Throughout the video, it maintains a focused and calm demeanor, demonstrating different yoga stances with its paws on the mat."
+benchmark/target_images/animal/animal_wolf1.jpg,"The video features a wolf performing various yoga poses. Throughout the video, it maintains a focused and calm demeanor, demonstrating different yoga stances with its paws on the mat."
diff --git a/benchmark/captions/human/human2animal_2/.DS_Store b/benchmark/captions/human/human2animal_2/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..64550f299025fe9f6cf83e9bbbbfdd24c8b98784
Binary files /dev/null and b/benchmark/captions/human/human2animal_2/.DS_Store differ
diff --git a/benchmark/captions/human/human2animal_2/crop.csv b/benchmark/captions/human/human2animal_2/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..ef0e45a2d944c0573510707465ec602047e3af6c
--- /dev/null
+++ b/benchmark/captions/human/human2animal_2/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/human/human2animal_2_crop/0.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
+benchmark/reference_videos/human/human2animal_2_crop/1.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
+benchmark/reference_videos/human/human2animal_2_crop/2.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
+benchmark/reference_videos/human/human2animal_2_crop/3.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
+benchmark/reference_videos/human/human2animal_2_crop/4.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
+benchmark/reference_videos/human/human2animal_2_crop/5.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
+benchmark/reference_videos/human/human2animal_2_crop/6.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
+benchmark/reference_videos/human/human2animal_2_crop/7.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
+benchmark/reference_videos/human/human2animal_2_crop/8.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
+benchmark/reference_videos/human/human2animal_2_crop/9.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
+benchmark/reference_videos/human/human2animal_2_crop/10.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
+benchmark/reference_videos/human/human2animal_2_crop/11.mp4,0,49,8,2,"The video features a woman practicing yoga on a purple mat by a serene lake. She is dressed in a light blue sports bra and patterned leggings, and her hair is tied back. Throughout the video, she maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The natural surroundings, including lush greenery and a clear blue sky, contribute to the peaceful atmosphere of the scene. The woman's movements are fluid and graceful, reflecting her proficiency in the practice."
diff --git a/benchmark/captions/human/human2animal_2/val_image.csv b/benchmark/captions/human/human2animal_2/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..26577be28f187df207c3455ee28f47b11a6c758d
--- /dev/null
+++ b/benchmark/captions/human/human2animal_2/val_image.csv
@@ -0,0 +1,4 @@
+path,caption
+benchmark/target_images/animal/animal_cat1.jpg,"The video features a cat practicing yoga. Throughout the video, it maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The cat's movements are fluid and graceful, reflecting its proficiency in the practice."
+benchmark/target_images/animal/animal_wolf1.jpg,"The video features a wolf practicing yoga. Throughout the video, it maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The wolf's movements are fluid and graceful, reflecting its proficiency in the practice."
+benchmark/target_images/animal/animal_xiong1.jpg,"The video features a koala practicing yoga. Throughout the video, it maintains a focused and calm demeanor, demonstrating various yoga poses with a sense of tranquility and balance. The koala's movements are fluid and graceful, reflecting its proficiency in the practice."
diff --git a/benchmark/captions/human/human2animal_3/.DS_Store b/benchmark/captions/human/human2animal_3/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..64550f299025fe9f6cf83e9bbbbfdd24c8b98784
Binary files /dev/null and b/benchmark/captions/human/human2animal_3/.DS_Store differ
diff --git a/benchmark/captions/human/human2animal_3/crop.csv b/benchmark/captions/human/human2animal_3/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..689f1d0c0ee666367774841d29601f0e2da6ee0e
--- /dev/null
+++ b/benchmark/captions/human/human2animal_3/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/human/human2animal_3_crop/0.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/reference_videos/human/human2animal_3_crop/1.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/reference_videos/human/human2animal_3_crop/2.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/reference_videos/human/human2animal_3_crop/3.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/reference_videos/human/human2animal_3_crop/4.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/reference_videos/human/human2animal_3_crop/5.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/reference_videos/human/human2animal_3_crop/6.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/reference_videos/human/human2animal_3_crop/7.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/reference_videos/human/human2animal_3_crop/8.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/reference_videos/human/human2animal_3_crop/9.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/reference_videos/human/human2animal_3_crop/10.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/reference_videos/human/human2animal_3_crop/11.mp4,0,49,8,2,"The video features a man performing various exercises on a grassy hillside. He is seen in different positions, including a squatting stance, a handstand, and a push-up position. The man is dressed in a red tank top, black shorts, and white sneakers. The background consists of a vast landscape with green fields, a river, and a small town. The sky is clear with scattered clouds, and the overall atmosphere is serene and peaceful. The man's movements are fluid and graceful, suggesting that he is an experienced athlete or someone who has been practicing these exercises for some time."
diff --git a/benchmark/captions/human/human2animal_3/val_image.csv b/benchmark/captions/human/human2animal_3/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..a8aa2693082dc26a004256373fc0488ac5273186
--- /dev/null
+++ b/benchmark/captions/human/human2animal_3/val_image.csv
@@ -0,0 +1,3 @@
+path,caption
+benchmark/target_images/animal/animal_tiger1.jpg,"The video features a tiger performing various exercises. It is seen in different positions, including a squatting stance, a handstand, and a push-up position. The tiger's movements are fluid and graceful, suggesting that it is an experienced athlete or someone who has been practicing these exercises for some time."
+benchmark/target_images/animal/animal_wolf1.jpg,"The video features a wolf performing various exercises. It is seen in different positions, including a squatting stance, a handstand, and a push-up position. The wolf's movements are fluid and graceful, suggesting that it is an experienced athlete or someone who has been practicing these exercises for some time."
diff --git a/benchmark/captions/human/one_leg/.DS_Store b/benchmark/captions/human/one_leg/.DS_Store
new file mode 100755
index 0000000000000000000000000000000000000000..b18c9fc3017cc39184087398a414ed6bdfc66c86
Binary files /dev/null and b/benchmark/captions/human/one_leg/.DS_Store differ
diff --git a/benchmark/captions/human/one_leg/crop.csv b/benchmark/captions/human/one_leg/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..94d6cda8059076c87618018dab904938ef7975e0
--- /dev/null
+++ b/benchmark/captions/human/one_leg/crop.csv
@@ -0,0 +1,13 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/human/one_leg_crop/0.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
+benchmark/reference_videos/human/one_leg_crop/1.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
+benchmark/reference_videos/human/one_leg_crop/2.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
+benchmark/reference_videos/human/one_leg_crop/3.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
+benchmark/reference_videos/human/one_leg_crop/4.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
+benchmark/reference_videos/human/one_leg_crop/5.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
+benchmark/reference_videos/human/one_leg_crop/6.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
+benchmark/reference_videos/human/one_leg_crop/7.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
+benchmark/reference_videos/human/one_leg_crop/8.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
+benchmark/reference_videos/human/one_leg_crop/9.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
+benchmark/reference_videos/human/one_leg_crop/10.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
+benchmark/reference_videos/human/one_leg_crop/11.mp4,0,49,8,2,A man raised his hands above his head while placing his right foot against his left knee.
diff --git a/benchmark/captions/human/one_leg/val_image.csv b/benchmark/captions/human/one_leg/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..4be44873cd5c17b45067631d602077e1fda8f505
--- /dev/null
+++ b/benchmark/captions/human/one_leg/val_image.csv
@@ -0,0 +1,6 @@
+path,caption
+benchmark/target_images/human/movie_man_2.jpg,A man in a suit raised his hands above his head while placing his right foot against his left knee.
+benchmark/target_images/human/movie_man_9.webp,An elderly man clad in a suit raised his hands above his head while placing his right foot against his left knee.
+benchmark/target_images/human/movie_man_7.jpg,A man with his upper body naked raised his hands above his head while placing his right foot against his left knee.
+benchmark/target_images/human/movie_man_10.webp,A man with his upper body naked raised his hands above his head while placing his right foot against his left knee.
+benchmark/target_images/human/movie_man_11.jpg,An old man raised his hands above his head while placing his right foot against his left knee.
diff --git a/benchmark/captions/human/rotate/crop.csv b/benchmark/captions/human/rotate/crop.csv
new file mode 100755
index 0000000000000000000000000000000000000000..25bcfcaf71339fc3d05899b176b0bbaa46ccb326
--- /dev/null
+++ b/benchmark/captions/human/rotate/crop.csv
@@ -0,0 +1,10 @@
+path,start_frame,end_frame,fps,mask_id,caption
+benchmark/reference_videos/human/rotate_crop/1.mp4,0,49,8,2,"A woman is performing a fitness exercise. She clasps her hands together, placing them in front of her chest, and keeps her forearms horizontal. She stands with her legs apart. She rotates her upper body, and her arms rotate along with her upper body. Meanwhile, her hands remain clasped together, and her lower body stays stationary."
+benchmark/reference_videos/human/rotate_crop/6.mp4,0,49,8,2,"A woman is performing a fitness exercise. She clasps her hands together, placing them in front of her chest, and keeps her forearms horizontal. She stands with her legs apart. She rotates her upper body, and her arms rotate along with her upper body. Meanwhile, her hands remain clasped together, and her lower body stays stationary."
+benchmark/reference_videos/human/rotate_crop/3.mp4,0,49,8,2,"A woman is performing a fitness exercise. She clasps her hands together, placing them in front of her chest, and keeps her forearms horizontal. She stands with her legs apart. She rotates her upper body, and her arms rotate along with her upper body. Meanwhile, her hands remain clasped together, and her lower body stays stationary."
+benchmark/reference_videos/human/rotate_crop/4.mp4,0,49,8,2,"A woman is performing a fitness exercise. She clasps her hands together, placing them in front of her chest, and keeps her forearms horizontal. She stands with her legs apart. She rotates her upper body, and her arms rotate along with her upper body. Meanwhile, her hands remain clasped together, and her lower body stays stationary."
+benchmark/reference_videos/human/rotate_crop/10.mp4,0,49,8,2,"A woman is performing a fitness exercise. She clasps her hands together, placing them in front of her chest, and keeps her forearms horizontal. She stands with her legs apart. She rotates her upper body, and her arms rotate along with her upper body. Meanwhile, her hands remain clasped together, and her lower body stays stationary."
+benchmark/reference_videos/human/rotate_crop/11.mp4,0,49,8,2,"A woman is performing a fitness exercise. She clasps her hands together, placing them in front of her chest, and keeps her forearms horizontal. She stands with her legs apart. She rotates her upper body, and her arms rotate along with her upper body. Meanwhile, her hands remain clasped together, and her lower body stays stationary."
+benchmark/reference_videos/human/rotate_crop/12.mp4,0,49,8,2,"A woman is performing a fitness exercise. She clasps her hands together, placing them in front of her chest, and keeps her forearms horizontal. She stands with her legs apart. She rotates her upper body, and her arms rotate along with her upper body. Meanwhile, her hands remain clasped together, and her lower body stays stationary."
+benchmark/reference_videos/human/rotate_crop/13.mp4,0,49,8,2,"A woman is performing a fitness exercise. She clasps her hands together, placing them in front of her chest, and keeps her forearms horizontal. She stands with her legs apart. She rotates her upper body, and her arms rotate along with her upper body. Meanwhile, her hands remain clasped together, and her lower body stays stationary."
+benchmark/reference_videos/human/rotate_crop/16.mp4,0,49,8,2,"A woman is performing a fitness exercise. She clasps her hands together, placing them in front of her chest, and keeps her forearms horizontal. She stands with her legs apart. She rotates her upper body, and her arms rotate along with her upper body. Meanwhile, her hands remain clasped together, and her lower body stays stationary."
diff --git a/benchmark/captions/human/rotate/val_image.csv b/benchmark/captions/human/rotate/val_image.csv
new file mode 100755
index 0000000000000000000000000000000000000000..339087b2982d6406650ce8661cd4aedb90d6d38a
--- /dev/null
+++ b/benchmark/captions/human/rotate/val_image.csv
@@ -0,0 +1,10 @@
+path,caption
+benchmark/target_images/human/game_girl_1.webp,"A woman is performing a fitness exercise. She clasps her hands together, placing them in front of her chest, and keeps her forearms horizontal. She stands with her legs apart. She rotates her upper body, and her arms rotate along with her upper body. Meanwhile, her hands remain clasped together, and her lower body stays stationary."
+benchmark/target_images/human/game_girl_2.webp,"A woman is performing a fitness exercise. She clasps her hands together, placing them in front of her chest, and keeps her forearms horizontal. She stands with her legs apart. She rotates her upper body, and her arms rotate along with her upper body. Meanwhile, her hands remain clasped together, and her lower body stays stationary."
+benchmark/target_images/human/game_man_1.jpg,"A cartoon character wearing a red hat, a blue overall, and white gloves is performing a fitness exercise. He clasps his hands together, placing them in front of his chest, and keeps his forearms horizontal. He stands with his legs apart. He rotates his upper body, and his arms rotate along with his upper body. Meanwhile, his hands remain clasped together, and his lower body stays stationary."
+benchmark/target_images/human/game_man_2.jpg,"A bald cartoon man dressed in tattered clothes and with bandages wrapped around his hands is performing a fitness exercise. He clasps his hands together, placing them in front of his chest, and keeps his forearms horizontal. He stands with his legs apart. He rotates his upper body, and his arms rotate along with his upper body. Meanwhile, his hands remain clasped together, and his lower body stays stationary."
+benchmark/target_images/human/game_man_3.jpeg,"A man is performing a fitness exercise. He clasps his hands together, placing them in front of his chest, and keeps his forearms horizontal. He stands with his legs apart. He rotates his upper body, and his arms rotate along with his upper body. Meanwhile, his hands remain clasped together, and his lower body stays stationary."
+benchmark/target_images/human/game_man_4.jpg,"A cartoon man draped in a deep green cape, wearing a brown coat, and black shoes is performing a fitness exercise. He clasps his hands together, placing them in front of his chest, and keeps his forearms horizontal. He stands with his legs apart. He rotates his upper body, and his arms rotate along with his upper body. Meanwhile, his hands remain clasped together, and his lower body stays stationary."
+benchmark/target_images/human/movie_man_1.jpg,"A character dressed in a Superman costume is performing a fitness exercise. The costume is predominantly blue, with a red and yellow ""S"" emblem prominently displayed on the chest. The character is also wearing a red cape that contrasts with the blue body suit. He clasps his hands together, placing them in front of his chest, and keeps his forearms horizontal. He stands with his legs apart. He rotates his upper body, and his arms rotate along with his upper body. Meanwhile, his hands remain clasped together, and his lower body stays stationary."
+benchmark/target_images/human/movie_man_2.jpg,"A man is performing a fitness exercise. He clasps his hands together, placing them in front of his chest, and keeps his forearms horizontal. He stands with his legs apart. He rotates his upper body, and his arms rotate along with his upper body. Meanwhile, his hands remain clasped together, and his lower body stays stationary."
+benchmark/target_images/human/movie_man_3.webp,"An old man is performing a fitness exercise. He clasps his hands together, placing them in front of his chest, and keeps his forearms horizontal. He stands with his legs apart. He rotates his upper body, and his arms rotate along with his upper body. Meanwhile, his hands remain clasped together, and his lower body stays stationary."
diff --git a/benchmark/reference_videos/animal/dogjump.mp4 b/benchmark/reference_videos/animal/dogjump.mp4
new file mode 100755
index 0000000000000000000000000000000000000000..64ac3cc3befecd69f819f646e6676d69f1cdc95a
--- /dev/null
+++ b/benchmark/reference_videos/animal/dogjump.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d1365c6e572f41cb3b7ff9611de6e2505030261557dd304e766ab9798e8ddba0
+size 207134
diff --git a/benchmark/reference_videos/animal/dogjump_crop/0.mp4 b/benchmark/reference_videos/animal/dogjump_crop/0.mp4
new file mode 100755
index 0000000000000000000000000000000000000000..cefa7f4f08b0f344c2453ed96d73d927b76b8767
--- /dev/null
+++ b/benchmark/reference_videos/animal/dogjump_crop/0.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:433f2f02aa843df69b9b9408fb934df7a646f5777f6c11d160ae1393ab821571
+size 4775023
diff --git a/benchmark/reference_videos/animal/dogjump_crop/1.mp4 b/benchmark/reference_videos/animal/dogjump_crop/1.mp4
new file mode 100755
index 0000000000000000000000000000000000000000..1214ca74ec89fcaf2ce154f82c54f87a0b3dca82
--- /dev/null
+++ b/benchmark/reference_videos/animal/dogjump_crop/1.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f343feca52ff05797a34f55ee55b08762c811f98aef754dc858158ab3cdaf81
+size 4305677
diff --git a/benchmark/reference_videos/animal/dogjump_crop/10.mp4 b/benchmark/reference_videos/animal/dogjump_crop/10.mp4
new file mode 100755
index 0000000000000000000000000000000000000000..fde4d3c8d494467473b306531428ad85515975dd
--- /dev/null
+++ b/benchmark/reference_videos/animal/dogjump_crop/10.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06df1f71f1522ce72f2c00bdf38293f6d2acc8a03dcc75f8c91b4a657460ab59
+size 7581598
diff --git a/benchmark/reference_videos/animal/dogjump_crop/11.mp4 b/benchmark/reference_videos/animal/dogjump_crop/11.mp4
new file mode 100755
index 0000000000000000000000000000000000000000..fde4d3c8d494467473b306531428ad85515975dd
--- /dev/null
+++ b/benchmark/reference_videos/animal/dogjump_crop/11.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06df1f71f1522ce72f2c00bdf38293f6d2acc8a03dcc75f8c91b4a657460ab59
+size 7581598
diff --git a/benchmark/reference_videos/animal/dogjump_crop/2.mp4 b/benchmark/reference_videos/animal/dogjump_crop/2.mp4
new file mode 100755
index 0000000000000000000000000000000000000000..3d7021596138c8e25e047754d3c865b03578763b
--- /dev/null
+++ b/benchmark/reference_videos/animal/dogjump_crop/2.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7da2d927eab82450fc4af080839d05065eed45926efc6712255a88e7d550e379
+size 4667365
diff --git a/benchmark/reference_videos/animal/dogjump_crop/3.mp4 b/benchmark/reference_videos/animal/dogjump_crop/3.mp4
new file mode 100755
index 0000000000000000000000000000000000000000..9c60af51da87ece020a266d6202698fa6f5ac307
--- /dev/null
+++ b/benchmark/reference_videos/animal/dogjump_crop/3.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a2ca6fbc84f4a448712ea674fb8111f04e5bd04735c89645bca1652ea6a13edf
+size 4598791
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diff --git a/benchmark/reference_videos/extract_vid_and_crop.py b/benchmark/reference_videos/extract_vid_and_crop.py
new file mode 100755
index 0000000000000000000000000000000000000000..b95690ec8981005951b322e5c3123a7b049c276b
--- /dev/null
+++ b/benchmark/reference_videos/extract_vid_and_crop.py
@@ -0,0 +1,54 @@
+from diffusers.utils import export_to_video, load_video
+from decord import VideoReader, cpu
+import numpy as np
+import os
+import random
+
+action_name = "camera4"
+subject_type = "camera"
+start_second = 3
+end_second = 9
+crop_ratio = 0.8
+video_path = f"benchmark/reference_videos/{subject_type}/{action_name}.mp4"
+video = load_video(video_path)
+
+# fps
+cpu_idx = random.randint(0, os.cpu_count() - 1)
+vr = VideoReader(video_path, ctx=cpu(cpu_idx))
+first_frame = vr[0]
+height, width = first_frame.shape[:2]
+fps = int(round(vr.get_avg_fps()))
+print(f"fps: {fps}")
+print(f"height: {height}, width: {width}, length: {len(video)}")
+
+# video = video[::fps//8]
+video = video[round(start_second*fps):round(end_second*fps)]
+# uniformly sample 49 frames
+video = [video[int(i*len(video)/49)] for i in range(49)]
+name, postfix = video_path.split(".")
+
+cur_dir = f"benchmark/reference_videos/{subject_type}"
+os.makedirs(f"{cur_dir}/{action_name}_crop", exist_ok=True)
+top_left = (0, 0, int(height * crop_ratio), int(width * crop_ratio))
+top_center = (0, int(width * ((1 - crop_ratio) / 2)), int(height * crop_ratio), int(width * crop_ratio))
+top_right = (0, int(width * (1 - crop_ratio)), int(height * crop_ratio), int(width * crop_ratio))
+center_left = (int(height * ((1 - crop_ratio) / 2)), 0, int(height * crop_ratio), int(width * crop_ratio))
+center_center = (int(height * ((1 - crop_ratio) / 2)), int(width * ((1 - crop_ratio) / 2)), int(height * crop_ratio), int(width * crop_ratio))
+center_right = (int(height * ((1 - crop_ratio) / 2)), int(width * (1 - crop_ratio)), int(height * crop_ratio), int(width * crop_ratio))
+bottom_left = (int(height * (1 - crop_ratio)), 0, int(height * crop_ratio), int(width * crop_ratio))
+bottom_center = (int(height * (1 - crop_ratio)), int(width * ((1 - crop_ratio) / 2)), int(height * crop_ratio), int(width * crop_ratio))
+bottom_right = (int(height * (1 - crop_ratio)), int(width * (1 - crop_ratio)), int(height * crop_ratio), int(width * crop_ratio))
+ori = (0, 0, height, width)
+
+crop_areas = [top_left, top_center, top_right, 
+              center_left, center_center, center_right, 
+              bottom_left, bottom_center, bottom_right,
+              ori, ori, ori]
+# Random Crop
+video = np.array(video)
+for crop_area in crop_areas:
+    video_crop = [frame[crop_area[0]:crop_area[0]+crop_area[2], crop_area[1]:crop_area[1]+crop_area[3]] / 255.0 for frame in video]
+    idx = 0
+    while os.path.exists(f"{cur_dir}/{action_name}_crop/{idx}.{postfix}"):
+        idx += 1
+    export_to_video(video_crop, f"{cur_dir}/{action_name}_crop/{idx}.{postfix}")
\ No newline at end of file
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+size 251809
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+size 437199
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+++ b/benchmark/reference_videos/human/rotate_crop/26.mp4
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+size 319292
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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--- /dev/null
+++ b/benchmark/reference_videos/human/rotate_crop/8.mp4
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+version https://git-lfs.github.com/spec/v1
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new file mode 100755
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--- /dev/null
+++ b/benchmark/reference_videos/human/rotate_crop/9.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/benchmark/reference_videos/human/rotate_crop/rename.py b/benchmark/reference_videos/human/rotate_crop/rename.py
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--- /dev/null
+++ b/benchmark/reference_videos/human/rotate_crop/rename.py
@@ -0,0 +1,10 @@
+# 把当前文件夹所有mov文件重命名为mp4文件，并删除名字里的空格
+import os
+
+folder_path = '/group/40034/leizizhang/projects/CogVideo/assets/ActionTransfer_motionvideo/zhuanshen_clip'
+
+for file in os.listdir(folder_path):
+    if file.endswith(".mp4"):
+        old_path = os.path.join(folder_path, file)
+        new_path = os.path.join(folder_path, file.replace("-1", ""))
+        os.rename(old_path, new_path)
\ No newline at end of file
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+version https://git-lfs.github.com/spec/v1
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--- /dev/null
+++ b/benchmark/target_images/animal/animal_dog_1.jpg
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+version https://git-lfs.github.com/spec/v1
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diff --git a/benchmark/target_images/animal/animal_mouse1.jpg b/benchmark/target_images/animal/animal_mouse1.jpg
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+++ b/benchmark/target_images/animal/animal_mouse1.jpg
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+version https://git-lfs.github.com/spec/v1
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diff --git a/benchmark/target_images/animal/animal_owl1.jpg b/benchmark/target_images/animal/animal_owl1.jpg
new file mode 100755
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--- /dev/null
+++ b/benchmark/target_images/animal/animal_owl1.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+size 922787
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--- /dev/null
+++ b/benchmark/target_images/animal/animal_tiger1.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:570695f55b810000d4a25d38606bb24dedaf989865e53a28ce4f463a7c73604e
+size 2030252
diff --git a/benchmark/target_images/animal/animal_tuoniao1.webp b/benchmark/target_images/animal/animal_tuoniao1.webp
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index 0000000000000000000000000000000000000000..5cb3430cc744eeb6fe6bc2fc9be8a36c82ec831a
--- /dev/null
+++ b/benchmark/target_images/animal/animal_tuoniao1.webp
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:54936d840c2dca069c544b29cb451cc9cc0a3ff34a45dcc701a78876943ad134
+size 39272
diff --git a/benchmark/target_images/animal/animal_wolf1.jpg b/benchmark/target_images/animal/animal_wolf1.jpg
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index 0000000000000000000000000000000000000000..9dc6ff7d11ad8bc93be30daea96f2cc5a1801a93
--- /dev/null
+++ b/benchmark/target_images/animal/animal_wolf1.jpg
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+version https://git-lfs.github.com/spec/v1
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diff --git a/benchmark/target_images/animal/animal_xiong1.jpg b/benchmark/target_images/animal/animal_xiong1.jpg
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+size 1252407
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--- /dev/null
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+version https://git-lfs.github.com/spec/v1
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+size 2121033
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 64864
diff --git a/benchmark/target_images/animal/pokemon_wolf1.jpg b/benchmark/target_images/animal/pokemon_wolf1.jpg
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--- /dev/null
+++ b/benchmark/target_images/animal/pokemon_wolf1.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a1c256421fa7855feb71c9545bb73180d890b46e34cedb496dc77ec57892a1f9
+size 53376
diff --git a/benchmark/target_images/camera/view1.jpg b/benchmark/target_images/camera/view1.jpg
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--- /dev/null
+++ b/benchmark/target_images/camera/view1.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e38b5cb7c55e82fc3c8c6eccc5237b0700771e1ace7af419c0c63b1c4e38885b
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