Update README.md

README.md

@@ -8,9 +8,27 @@ license: cc-by-nc-sa-4.0
 </div>
 
 The Mini Plot (MiPlo) datasets are large-scale RGB image datasets consisting of high-resolution images with multiple types of nutrient treatments 
-annotated by agronomy experts. It consists of the Mini Plot Barley (MiPlo-B) dataset and the newly collected Mini Plot Winter Wheat (MiPlo-WW) dataset. 
+annotated by agronomy experts. It consists of the Mini Plot Barley (MiPlo-B) dataset and the Mini Plot Winter Wheat (MiPlo-WW) dataset. 
 
-**Experimental Setup**
+
+## Statistics
+
+
+| Dataset | #Images | #Class | Dates | #Views | Year |
+| ------- | ----------- | ------ | ----- | ------ | ---- |
+| MiPlo-B (Barley) | 18559 | 6 | 16 | 20 | 2022 |
+| MiPlo-WW (Winter Wheat) | 12466 | 6 | 13 | 20 | 2023 |
+
+
+**The Mini Plot Barley (MiPlo-B) dataset** consists of  18559 images with 6 nutrient treatments (-N, -P, -K, -B, -S, ctrl) annotated, 
+ranging from 21.06.2022 - 20.07.2022 (16 dates). It contains two genotypes: Barke (9305 images) and Hanna (9254 images). 
+For each genotype, each treatment was repeated 4 times, resulting in 24 containers, each of which has a unique ID. 
+Six unique containers with six different nutrient treatments were selected as the test set while the other containers as the training set (#train:#test$\approx$75%:25%).  
+**The Mini Plot Winter Wheat (MiPlo-WW) dataset** has 12466 images with 6 treatments (-N, -P, -K, -B, -S, ctrl) annotated, 
+ranging from 12.05.2023 - 24.05.2023 (13 dates). It contains two genotypes: Julius (6253 images) and Meister (6213 images). 
+The ID settings are the same as above.  
+
+## Experimental Setup
 
 The MiPlot experiments enable controlled trials of nutrient deficiencies under simulated field conditions. 
 The crops (two genotypes) were grown in mineral soil in containers (“Big Box”, L x B x H: 111 x 71 x 61 cm, vol.: 535L) 
@@ -25,19 +43,32 @@ as well as two additional containers for invasive investigations, in a randomize
 In this repository, 24 containers with six nutrient treatments (ctrl, -N, -P, -K, -B, -S) were selected for evaluation, 
 because the containers with unfertilized treatment showed distinct patterns, i.e., only pipes.
 
-**Image Acquisition Protocol**
+## Image Acquisition Protocol
 
 The RGB images in the MiPlo datasets were taken from 24 containers, each of which was subjected to a type of nutrient treatment. 
 All of the images with the size of 7296 x 5472 were captured by a Huawei P20 Pro smartphone with a triple camera from Leica under natural lighting conditions. 
 Specifically, the images were taken under different conditions in terms of height, viewpoint, light, and weather to reflect realistic conditions. As a result, 
 crops within each container have been captured over the growing season multiple times and each time from multiple views (20 views on average). 
-Example images are shown in Figure \ref{fig:example}. 
-The images were annotated by the date, genotype, and six nutrient treatments (ctrl, -N, -P, -K, -S, -B), where ``-'' stands for the omission of the corresponding nutrient (N: nitrogen, P: phosphorous, K: potassium, B: Boron, S:Sulfur). Plants in the control group `ctrl' do not suffer from nutrient deficiencies. 
+The images were annotated by the date, genotype, and six nutrient treatments (ctrl, -N, -P, -K, -S, -B), 
+where ``-'' stands for the omission of the corresponding nutrient (N: nitrogen, P: phosphorous, K: potassium, B: Boron, S:Sulfur). 
+Plants in the control group `ctrl' do not suffer from nutrient deficiencies. 
+
+## ✏️ Citation
 
-| Dataset | #Images (k) | #Class | Dates | #Views | Year |
+If the MiPlo datasets are helpful for your research, please consider giving a star ⭐ and citation 📝.
+```
+@inproceedings{yi2024mvmatch,
+    title={MV-Match: Multi-View Matching for Domain-Adaptive Identification of Plant Nutrient Deficiencies},
+    author={Yi, Jinhui and Luo, Yanan and Deichmann, Marion and Schaaf, Gabriel and Gall, Juergen},
+    booktitle={BMVC},
+    year={2024}
+}
+```
 
-\textbf{MiPlo-B.} 
-%MiPlo V2 (Barley) 20 views / pot
-The Mini Plot Barley (MiPlo-B) dataset consists of  18559 images with 6 nutrient treatments (-N, -P, -K, -B, -S, ctrl) annotated, ranging from 21.06.2022 - 20.07.2022 (16 dates). It contains two genotypes: Barke (9305 images) and Hanna (9254 images). For each genotype, each treatment was repeated 4 times, resulting in 24 containers, each of which has a unique ID. Six unique containers with six different nutrient treatments were selected as the test set while the other containers as the training set (\#train:\#test$\approx$75\%:25\%), trying to avoid information leaks due to commonly adopted random sampling, i.e., multi-views of the same crop being separated into both training and test set. 
+<p align="center">
+  <img src="https://raw.githubusercontent.com/image-hosting/img2/main/img/202501081059081.png" alt="drawing" width="500"/>
+</p>
+<p align="center">
+  <img src="https://raw.githubusercontent.com/image-hosting/img2/main/img/202501081101302.png" alt="drawing" width="500"/>
+</p>
 
-\textbf{MiPlo-WW.} The Mini Plot Winter Wheat (MiPlo-WW) dataset has 12466 images with 6 treatments (-N, -P, -K, -B, -S, ctrl) annotated, ranging from 12.05.2023 - 24.05.2023 (13 dates). It contains two genotypes: Julius (6253 images) and Meister (6213 images). The ID settings are the same as above.