Anomaly Recognition on Distractor dataset (d)
59APAnomNOVIC-S FT2
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AnomNOVIC-S FT2Setting=Prompted2026.06 | 59 | 72.5 | |
| AnomNOVIC-S N-FT2Setting=Prompted2026.06 | 58.2 | 71.9 | |
| AnomNOVIC-S N-FT0Setting=Prompted2026.06 | 57.5 | 70.9 | |
| AnomNOVIC-S FT0Setting=Prompted2026.06 | 56 | 69.3 | |
| AnomNOVIC-S FT2Setting=Prompt-free2026.06 | 47.1 | 57.5 | |
| AnomNOVIC-S N-FT2Setting=Prompt-free2026.06 | 46.9 | 57.7 | |
| AnomNOVIC-S FT0Setting=Prompt-free2026.06 | 44.2 | 54.6 | |
| AnomNOVIC-S N-FT0Setting=Prompt-free2026.06 | 42.1 | 52 | |
| AnomNOVIC FT2Setting=Prompted2026.06 | 41.1 | 68.2 | |
| AnomNOVIC N-FT2Setting=Prompted2026.06 | 40.6 | 67.5 | |
| AnomNOVIC N-FT0Setting=Prompted2026.06 | 39.9 | 66.5 | |
| AnomNOVIC FT0Setting=Prompted2026.06 | 38.9 | 64.4 | |
| AnomNOVIC FT2Setting=Prompt-free2026.06 | 33.6 | 55.7 | |
| OWLv2 CLIP B/16Setting=Prompted2026.06 | 33.4 | 42.9 | |
| AnomNOVIC N-FT2Setting=Prompt-free2026.06 | 33.3 | 55.8 | |
| OWLv2 CLIP L/14Setting=Prompted2026.06 | 32.1 | 37.9 | |
| AnomNOVIC FT0Setting=Prompt-free2026.06 | 31.9 | 53.2 | |
| YOLOE-11LSetting=Prompt-free2026.06 | 30.8 | 34.7 | |
| AnomNOVIC N-FT0Setting=Prompt-free2026.06 | 30 | 50.7 | |
| YOLOE-11LSetting=Prompted2026.06 | 28.4 | 31.8 | |
| YOLO-World-v2-LSetting=Prompted2026.06 | 27.9 | 30.7 | |
| YOLO-World-v2-XSetting=Prompted2026.06 | 26.5 | 28.9 | |
| YOLOE-11MSetting=Prompted2026.06 | 25.1 | 28.4 | |
| YOLOE-11MSetting=Prompt-free2026.06 | 21.9 | 24.7 | |
| YOLO-World-v2-MSetting=Prompted2026.06 | 21.7 | 24.5 |