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round2.log
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[14:48:16] === ROUND 2: 104 NAS + 125 curated = 229 train ===
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gpu_wait: 23159MiB free - proceeding
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loaded 115 NAS pairs from /mnt/firecuda2/Claude/toxoplasma_projects/toxoplasma_segmentation/training_data
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NAS: train 104 held-out 11 (round 1's exact 11, matched by name)
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curated: 165 (160 with objects, 5 empty)
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curated: train 125 (empties kept as negatives) held-out 40 (generalisation)
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TOTAL TRAIN 229 (round 1 used 104)
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=== BASELINES (before training) ===
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vanilla nas_heldout F1 0.7133 prec 0.672 rec 0.760 mAP 0.322 AJI 0.426
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vanilla curated_heldout F1 0.4884 prec 0.380 rec 0.682 mAP 0.171 AJI 0.152
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