Add qualitative baseline comparison previews and refresh docs

.gitattributes

@@ -35,3 +35,21 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 assets/epoch_010.png filter=lfs diff=lfs merge=lfs -text
 assets/training_curves.png filter=lfs diff=lfs merge=lfs -text
+reports/mask_comparison/test/contact_sheet.png filter=lfs diff=lfs merge=lfs -text
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README.md

@@ -63,12 +63,29 @@ Validation metrics are recorded during training. Additional hold-out test metric
 - source overlap val-test: `0`
 
 
+## Qualitative Comparison
+
+### Test
+
+- Selection: `top-improved`, previews: `12`
+- Representative sample `ad5c2098-485e-48d7-979b-6190bb01e7a2`: baseline IoU `0.0481` -> fine-tuned IoU `0.9751` (`+0.9270`).
+
+![Test Qualitative Comparison](reports/mask_comparison/test/contact_sheet.png)
+
+### Test Hard
+
+- Selection: `top-improved`, previews: `4`
+- Representative sample `ccfa01f0-1b0a-4a39-a1c9-9d5c883f3fb2`: baseline IoU `0.0707` -> fine-tuned IoU `0.9546` (`+0.8839`).
+
+![Test Hard Qualitative Comparison](reports/mask_comparison/test_hard/contact_sheet.png)
+
 ## Bundle Contents
 
 - `best.pt`: inference checkpoint
 - `config.json`: training-time model config
 - `training_run_summary.json`: run summary and validation metrics
 - `reports/*.json`: hold-out test and baseline comparison reports when available
+- `reports/mask_comparison/**`: baseline vs fine-tuned qualitative comparison sheets and sample previews when available
 - `docs/test_split_summary.json`: hold-out split summary when available
 - `inference.py`: local / Hub inference example
 - `requirements.txt`: minimal runtime dependencies

reports/mask_comparison/test/summary.json

@@ -0,0 +1,158 @@
+{
+  "split": "test",
+  "selection": "top-improved",
+  "num_scored_samples": 921,
+  "num_previews": 12,
+  "threshold": 0.5,
+  "image_size": 512,
+  "checkpoint": "/workspace/runpod_upload_ready/hair_mask_dataset/runs/segface_hair_budget_4090/best.pt",
+  "output_dir": "/workspace/runpod_upload_ready/reports/mask_comparison/test",
+  "summary_csv": "/workspace/runpod_upload_ready/reports/mask_comparison/test/comparison_metrics.csv",
+  "contact_sheet": "/workspace/runpod_upload_ready/reports/mask_comparison/test/contact_sheet.png",
+  "selected_samples": [
+    {
+      "dataset_index": 365,
+      "id": "ad5c2098-485e-48d7-979b-6190bb01e7a2",
+      "image_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/images/test/DSS172424/DSS172424-001.jpg",
+      "mask_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/masks/test/ad5c2098-485e-48d7-979b-6190bb01e7a2.png",
+      "baseline_iou": 0.048076629638671875,
+      "baseline_dice": 0.09174258499637848,
+      "finetuned_iou": 0.9750633312222926,
+      "finetuned_dice": 0.9873742434566516,
+      "delta_iou": 0.9269867015836207,
+      "delta_dice": 0.8956316584602732
+    },
+    {
+      "dataset_index": 376,
+      "id": "28af2161-4c4f-4df4-bdc4-80cf140f841d",
+      "image_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/images/test/DSS172424/DSS172424-109.jpg",
+      "mask_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/masks/test/28af2161-4c4f-4df4-bdc4-80cf140f841d.png",
+      "baseline_iou": 0.038387298583984375,
+      "baseline_dice": 0.07393637929957717,
+      "finetuned_iou": 0.955658244027136,
+      "finetuned_dice": 0.9773264290382585,
+      "delta_iou": 0.9172709454431516,
+      "delta_dice": 0.9033900497386813
+    },
+    {
+      "dataset_index": 910,
+      "id": "44d4fcf8-461a-4824-a58f-857a3e603cb2",
+      "image_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/images/test/MN412499/MN412499-019.jpg",
+      "mask_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/masks/test/44d4fcf8-461a-4824-a58f-857a3e603cb2.png",
+      "baseline_iou": 0.033710479736328125,
+      "baseline_dice": 0.06522228495724793,
+      "finetuned_iou": 0.9360008722197994,
+      "finetuned_dice": 0.9669426141803232,
+      "delta_iou": 0.9022903924834713,
+      "delta_dice": 0.9017203292230753
+    },
+    {
+      "dataset_index": 905,
+      "id": "eb39510a-db7c-4a97-af98-2a589ece3293",
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+      "baseline_iou": 0.03165435791015625,
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+      "finetuned_iou": 0.9335395897788472,
+      "finetuned_dice": 0.9656275927462368,
+      "delta_iou": 0.901885231868691,
+      "delta_dice": 0.9042613848347437
+    },
+    {
+      "dataset_index": 636,
+      "id": "1effe918-ec8d-4fcf-bd0b-bb8fb69a5241",
+      "image_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/images/test/JSS214668/JSS214668-090.jpg",
+      "mask_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/masks/test/1effe918-ec8d-4fcf-bd0b-bb8fb69a5241.png",
+      "baseline_iou": 0.0792388916015625,
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+      "finetuned_dice": 0.9899156005900703,
+      "delta_iou": 0.9007936692105425,
+      "delta_dice": 0.843073428355202
+    },
+    {
+      "dataset_index": 904,
+      "id": "e87f1825-feba-4e41-b35e-1dab27cae15c",
+      "image_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/images/test/MN412499/MN412499-001.jpg",
+      "mask_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/masks/test/e87f1825-feba-4e41-b35e-1dab27cae15c.png",
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+      "delta_iou": 0.9007632350538909,
+      "delta_dice": 0.9045224940579484
+    },
+    {
+      "dataset_index": 909,
+      "id": "5e8f2a1f-668f-43f7-9811-7d31e9a58b65",
+      "image_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/images/test/MN412499/MN412499-018.jpg",
+      "mask_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/masks/test/5e8f2a1f-668f-43f7-9811-7d31e9a58b65.png",
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+    {
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+      "id": "f1beb5ea-0410-4605-8e2b-6b0ee39f4c34",
+      "image_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/images/test/MN316065/MN316065-020.jpg",
+      "mask_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/masks/test/f1beb5ea-0410-4605-8e2b-6b0ee39f4c34.png",
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+    {
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+      "mask_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/masks/test/fbcdb73c-5f60-4243-b9d9-90832e31a68a.png",
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+      "mask_path": "/workspace/runpod_upload_ready/data/aihub_hairmask_hq_budget_50k_test_only/masks/test/34e2f7b9-ef2d-41a8-8d71-ffb1451cae2f.png",
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+      "delta_dice": 0.8810250573234296
+    }
+  ]
+}

reports/mask_comparison/test_hard/comparison_metrics.csv

@@ -0,0 +1,151 @@
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reports/mask_comparison/test_hard/summary.json

@@ -0,0 +1,62 @@
+{
+  "split": "test_hard",
+  "selection": "top-improved",
+  "num_scored_samples": 150,
+  "num_previews": 4,
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+  "output_dir": "/workspace/runpod_upload_ready/reports/mask_comparison/test_hard",
+  "summary_csv": "/workspace/runpod_upload_ready/reports/mask_comparison/test_hard/comparison_metrics.csv",
+  "contact_sheet": "/workspace/runpod_upload_ready/reports/mask_comparison/test_hard/contact_sheet.png",
+  "selected_samples": [
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+}