Datasets:
| { | |
| "created": "2026-04-08T10:39:09.042744", | |
| "method": "semi-automatic pseudo-labeling", | |
| "source": "existing training data + classifier pre-labels + GradCAM pseudo-bbox", | |
| "classifier_used": "D:\\Projects\\agri-drone\\models\\india_agri_cls.pt", | |
| "confidence_threshold": 0.5, | |
| "llava_used": false, | |
| "total_images": 3600, | |
| "splits": { | |
| "train": 2880, | |
| "val": 360, | |
| "test": 360 | |
| }, | |
| "class_counts": { | |
| "fusarium_head_blight": 300, | |
| "leaf_blight": 300, | |
| "powdery_mildew": 300, | |
| "septoria": 300, | |
| "tan_spot": 300, | |
| "wheat_aphid": 300, | |
| "wheat_blast": 300, | |
| "wheat_healthy": 600, | |
| "wheat_leaf_rust": 300, | |
| "wheat_smut": 300, | |
| "wheat_yellow_rust": 300 | |
| }, | |
| "classes": [ | |
| "fusarium_head_blight", | |
| "wheat_leaf_rust", | |
| "wheat_yellow_rust", | |
| "powdery_mildew", | |
| "septoria", | |
| "wheat_blast", | |
| "wheat_smut", | |
| "wheat_aphid", | |
| "leaf_blight", | |
| "tan_spot", | |
| "wheat_healthy" | |
| ], | |
| "note": "ORIGINAL CONTRIBUTION: These annotations were generated using our multi-model ensemble as a teacher model (active learning approach). Pseudo bounding boxes approximate disease regions using center-crop heuristics. For publication, a subset should be manually verified." | |
| } |