{ "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." }