Update README.md

README.md

@@ -4,7 +4,7 @@ license: mit
 
 # Molecule Detection YOLO in MolParser
 
-From paper: *MolParser: End-to-end Visual Recognition of Molecule Structures in the Wild*
+From paper: "*MolParser: End-to-end Visual Recognition of Molecule Structures in the Wild*" (ICCV2025 under review)
 
 We provide several [ultralytics YOLO11]((https://github.com/ultralytics/ultralytics)) weights for molecule detection with different size & input resolution.
 
@@ -26,10 +26,16 @@ Result in private testing:
 |m|0.96857|0.87355 |
 |l|0.98912|0.90282 |
 
+usage:
+```python
+from ultralytics import YOLO
+model = YOLO("moldet_yolo11l_640_general.pt")
+model.predict("path/to/image.png", save=True, imgsz=640, conf=0.5)
+```
 
 ## PDF molecule detection
 
-`202503 moldet_yolo11[size]_960_doc.pt`
+`moldet_yolo11[size]_960_doc.pt`
 
 * 960x960 input resolution
 * single page PDF image input
@@ -40,4 +46,10 @@ Result in private testing:
 |n|0.98714|0.87323 |
 |s|0.98512|0.88236 |
 |m|0.98671|0.89169 |
-|l|0.99125|0.90114 |
+|l|0.99125|0.90114 |
+
+usage:
+```python
+from ultralytics import YOLO
+model = YOLO("moldet_yolo11l_960_doc.pt")
+model.predict("path/to/pdf_page_image.png", save=True, imgsz=960, conf=0.5)