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