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Unet-Segmentation

Image Segmentation
PyTorch
LiteRT
ONNX
backbone
real_time
android
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@@ -37,31 +37,35 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 158.891 ms | 6 - 463 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 150.372 ms | 9 - 20 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 158.723 ms | 13 - 161 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 120.958 ms | 6 - 132 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 116.109 ms | 10 - 27 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 120.463 ms | 21 - 115 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 99.454 ms | 6 - 93 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 111.128 ms | 9 - 94 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 109.593 ms | 21 - 113 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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- | Unet-Segmentation | SA7255P ADP | SA7255P | TFLITE | 7318.529 ms | 2 - 86 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA7255P ADP | SA7255P | QNN | 7309.189 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 171.295 ms | 6 - 462 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 153.798 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 286.629 ms | 6 - 93 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA8295P ADP | SA8295P | QNN | 277.466 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 168.884 ms | 6 - 466 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 154.031 ms | 10 - 11 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 7318.529 ms | 2 - 86 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 7309.189 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 159.955 ms | 4 - 460 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 156.825 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 282.74 ms | 6 - 153 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 286.546 ms | 8 - 109 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 145.591 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 153.105 ms | 53 - 53 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
 
 
 
 
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@@ -125,8 +129,8 @@ Profiling Results
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  Unet-Segmentation
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 158.9
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- Estimated peak memory usage (MB): [6, 463]
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  Total # Ops : 32
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  Compute Unit(s) : NPU (32 ops)
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  ```
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 164.204 ms | 6 - 462 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 157.84 ms | 9 - 31 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 169.543 ms | 0 - 145 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 120.926 ms | 7 - 135 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 120.543 ms | 9 - 89 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 120.86 ms | 21 - 112 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 98.424 ms | 6 - 93 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 98.122 ms | 9 - 94 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 111.187 ms | 21 - 112 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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+ | Unet-Segmentation | SA7255P ADP | SA7255P | TFLITE | 7318.406 ms | 0 - 85 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA7255P ADP | SA7255P | QNN | 7309.112 ms | 4 - 13 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 161.848 ms | 0 - 485 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 156.401 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 286.65 ms | 6 - 93 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8295P ADP | SA8295P | QNN | 277.494 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 162.366 ms | 6 - 463 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 154.934 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8775P ADP | SA8775P | TFLITE | 313.094 ms | 6 - 91 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8775P ADP | SA8775P | QNN | 308.285 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 7318.406 ms | 0 - 85 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 7309.112 ms | 4 - 13 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 163.481 ms | 6 - 462 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 155.071 ms | 10 - 19 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 313.094 ms | 6 - 91 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 308.285 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 304.614 ms | 6 - 154 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 308.237 ms | 8 - 108 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 145.554 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 153.173 ms | 53 - 53 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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  Unet-Segmentation
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 164.2
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+ Estimated peak memory usage (MB): [6, 462]
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  Total # Ops : 32
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  Compute Unit(s) : NPU (32 ops)
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  ```