Instance Segmentation on Industrial-parts dataset (unseen query split)
55AP (0.50:0.95)YOLOv11-seg
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| YOLOv11-segK=10, variant=s2026.06 | 55 | 78 | 59 | 86 | |
| BbMK=102026.06 | 53 | 80 | 66 | 92 | |
| BbMK=52026.06 | 46 | 70 | 56 | 92 | |
| BbMK=22026.06 | 43 | 68 | 52 | 91 | |
| YOLOv11-segK=5, variant=s2026.06 | 43 | 66 | 44 | 81 | |
| YOLOv11-segK=2, variant=s2026.06 | 31 | 53 | 29 | 78 | |
| BbMK=12026.06 | 30 | 52 | 34 | 90 | |
| YOLOv11-segK=1, variant=m2026.06 | 20 | 38 | 16 | 69 | |
| SAM2K=0, variant=large2026.06 | 18 | 28 | 18 | 16 | |
| YOLOv11-segK=0, setting=pretrained2026.06 | 15 | 21 | 16 | 34 | |
| No time to train!K=22026.06 | 15 | 31 | 12 | 86 | |
| No time to train!K=52026.06 | 15 | 31 | 11 | 82 | |
| No time to train!K=102026.06 | 14 | 28 | 11 | 84 | |
| No time to train!K=12026.06 | 13 | 29 | 1 | 89 | |
| PerSAM-FK=12026.06 | 12 | 17 | 12 | 56 | |
| PerSAM-FK=22026.06 | 12 | 16 | 11 | 56 | |
| PerSAM-FK=52026.06 | 12 | 17 | 12 | 56 | |
| PerSAM-FK=102026.06 | 12 | 16 | 12 | 56 | |
| PerSAMK=1, setting=no-FT2026.06 | 11 | 15 | 11 | 59 | |
| PerSAMK=2, setting=no-FT2026.06 | 11 | 16 | 11 | 59 | |
| PerSAMK=10, setting=no-FT2026.06 | 11 | 15 | 10 | 59 | |
| PerSAMK=5, setting=no-FT2026.06 | 10 | 15 | 10 | 59 |