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| { | |
| "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." | |
| ] | |
| } |