{ "held_out_ids": [ "delhi_0002", "delhi_0006", "delhi_0007", "delhi_0008", "delhi_0010", "delhi_0013", "delhi_0014", "delhi_0015" ], "method": "AI-Based Deep Learning", "comparison": [ { "label": "pretrained_hub", "weights": "hub:deepang/adaptformer-LEVIR-CD", "n": 8, "mean_f1": 0.75, "mean_iou": 0.75, "seconds": 160.7, "pairs": { "delhi_0002": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 }, "delhi_0006": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 }, "delhi_0007": { "f1": 0.0, "iou": 0.0, "changePct": 0.706 }, "delhi_0008": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 }, "delhi_0010": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 }, "delhi_0013": { "f1": 0.0, "iou": 0.0, "changePct": 0.638 }, "delhi_0014": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 }, "delhi_0015": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 } } }, { "label": "finetuned_delhi", "weights": "C:\\Users\\udayb\\cursor\\change_detection_webapp\\models\\adaptformer_delhi\\best", "n": 8, "mean_f1": 0.75, "mean_iou": 0.75, "seconds": 148.8, "pairs": { "delhi_0002": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 }, "delhi_0006": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 }, "delhi_0007": { "f1": 0.0, "iou": 0.0, "changePct": 0.706 }, "delhi_0008": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 }, "delhi_0010": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 }, "delhi_0013": { "f1": 0.0, "iou": 0.0, "changePct": 0.638 }, "delhi_0014": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 }, "delhi_0015": { "f1": 1.0, "iou": 1.0, "changePct": 0.0 } } }, { "label": "feature_based", "weights": "n/a", "n": 8, "mean_f1": 1.0, "mean_iou": 1.0, "pairs": { "delhi_0002": { "iou": 1.0, "dice": 1.0, "f1": 1.0, "precision": 1.0, "recall": 1.0, "pixelAccuracy": 1.0, "kappa": 1.0, "falsePositiveRate": 0.0, "falseNegativeRate": 0.0, "counts": { "tp": 0, "fp": 0, "fn": 0, "tn": 90000 } }, "delhi_0006": { "iou": 1.0, "dice": 1.0, "f1": 1.0, "precision": 1.0, "recall": 1.0, "pixelAccuracy": 1.0, "kappa": 1.0, "falsePositiveRate": 0.0, "falseNegativeRate": 0.0, "counts": { "tp": 0, "fp": 0, "fn": 0, "tn": 90000 } }, "delhi_0007": { "iou": 1.0, "dice": 1.0, "f1": 1.0, "precision": 1.0, "recall": 1.0, "pixelAccuracy": 1.0, "kappa": 1.0, "falsePositiveRate": 0.0, "falseNegativeRate": 0.0, "counts": { "tp": 0, "fp": 0, "fn": 0, "tn": 90000 } }, "delhi_0008": { "iou": 1.0, "dice": 1.0, "f1": 1.0, "precision": 1.0, "recall": 1.0, "pixelAccuracy": 1.0, "kappa": 1.0, "falsePositiveRate": 0.0, "falseNegativeRate": 0.0, "counts": { "tp": 0, "fp": 0, "fn": 0, "tn": 90000 } }, "delhi_0010": { "iou": 1.0, "dice": 1.0, "f1": 1.0, "precision": 1.0, "recall": 1.0, "pixelAccuracy": 1.0, "kappa": 1.0, "falsePositiveRate": 0.0, "falseNegativeRate": 0.0, "counts": { "tp": 0, "fp": 0, "fn": 0, "tn": 90000 } }, "delhi_0013": { "iou": 1.0, "dice": 1.0, "f1": 1.0, "precision": 1.0, "recall": 1.0, "pixelAccuracy": 1.0, "kappa": 1.0, "falsePositiveRate": 0.0, "falseNegativeRate": 0.0, "counts": { "tp": 0, "fp": 0, "fn": 0, "tn": 90000 } }, "delhi_0014": { "iou": 1.0, "dice": 1.0, "f1": 1.0, "precision": 1.0, "recall": 1.0, "pixelAccuracy": 1.0, "kappa": 1.0, "falsePositiveRate": 0.0, "falseNegativeRate": 0.0, "counts": { "tp": 0, "fp": 0, "fn": 0, "tn": 90000 } }, "delhi_0015": { "iou": 1.0, "dice": 1.0, "f1": 1.0, "precision": 1.0, "recall": 1.0, "pixelAccuracy": 1.0, "kappa": 1.0, "falsePositiveRate": 0.0, "falseNegativeRate": 0.0, "counts": { "tp": 0, "fp": 0, "fn": 0, "tn": 90000 } } } } ], "winner": "feature_based", "rca_notes": [ "Domain mismatch (LEVIR\u2192Delhi) is Critical #2 \u2014 fine-tune may still underperform on empty-GT FP pairs; Feature-Based remains strong for precision gates.", "GeoTIFF fullres_tiled auto + veg/registration fixes applied from RCA PDF." ] }