Update README.md

README.md

@@ -12,7 +12,7 @@ tags:
 
 # Molecule Detection YOLO in MolParser2.0
 
-Compared to [MolDet](https://huggingface.co/UniParser/MolDet), **MolDetv2** leverages more manually annotated training data, with further optimizations specifically for reducing molecular false detections and improving bounding box regression, achieving stronger performance with a smaller model.
+Compared to [MolDet](https://huggingface.co/UniParser/MolDet), our new **MolDetv2** model leverages more manually annotated training data, with further optimizations specifically for reducing molecular false detections and improving bounding box regression, achieving stronger performance with a smaller model.
 
 
 ## [MolDet-General] universal molecule structure detection
@@ -21,8 +21,6 @@ YOLO11-n weights trained on more than 100k human annotated image crops & synthes
 
 ![image](https://cdn-uploads.huggingface.co/production/uploads/65f7f16fb6941db5c2e7c4bf/iZqZ8rUsD6jacIJr8Hbag.png)
 
-![image](https://cdn-uploads.huggingface.co/production/uploads/65f7f16fb6941db5c2e7c4bf/cVEMAL4xpy-y2vgmQ5mR-.png)
-
 features:
 * 640x640 input resolution
 * support handwritten molecules detection
@@ -45,9 +43,6 @@ YOLO11-n weights trained on more than 60k human annotated PDF pages (patents, pa
 
 ![image](https://cdn-uploads.huggingface.co/production/uploads/65f7f16fb6941db5c2e7c4bf/rKZjaZ0EingRtxdIe5Ptz.png)
 
-![image](https://cdn-uploads.huggingface.co/production/uploads/65f7f16fb6941db5c2e7c4bf/KHwlqpRZzTOlbOdCG7SyD.png)
-![image](https://cdn-uploads.huggingface.co/production/uploads/65f7f16fb6941db5c2e7c4bf/l-oNYAv3aGbqvGjImYstW.png)
-
 features:
 * 960x960 input resolution
 * prefer **single page PDF image** input
@@ -74,6 +69,10 @@ For further usage instructions, please refer to the [official Ultralytics docume
 
 Please refer to [MolDet-Bench](https://huggingface.co/datasets/UniParser/MolDet-Bench)
 
+![image](https://cdn-uploads.huggingface.co/production/uploads/65f7f16fb6941db5c2e7c4bf/cVEMAL4xpy-y2vgmQ5mR-.png)
+![image](https://cdn-uploads.huggingface.co/production/uploads/65f7f16fb6941db5c2e7c4bf/KHwlqpRZzTOlbOdCG7SyD.png)
+![image](https://cdn-uploads.huggingface.co/production/uploads/65f7f16fb6941db5c2e7c4bf/l-oNYAv3aGbqvGjImYstW.png)
+
 
 ## 📖 Citation