Anomaly recognition on Plain dataset (p)
51.1APAnomNOVIC-S FT2
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AnomNOVIC-S FT2Setting=Prompted2026.06 | 51.1 | 66.7 | |
| AnomNOVIC-S N-FT0Setting=Prompted2026.06 | 50.8 | 66.2 | |
| AnomNOVIC-S N-FT2Setting=Prompted2026.06 | 50.6 | 66.1 | |
| AnomNOVIC-S FT0Setting=Prompted2026.06 | 48.9 | 63.6 | |
| AnomNOVIC-S N-FT2Setting=Prompt-free2026.06 | 38.3 | 49.8 | |
| AnomNOVIC FT2Setting=Prompted2026.06 | 36.8 | 64.4 | |
| AnomNOVIC N-FT0Setting=Prompted2026.06 | 36.5 | 63.8 | |
| AnomNOVIC N-FT2Setting=Prompted2026.06 | 36.3 | 63.7 | |
| AnomNOVIC-S FT2Setting=Prompt-free2026.06 | 36.1 | 46.6 | |
| AnomNOVIC-S FT0Setting=Prompt-free2026.06 | 35.1 | 45.5 | |
| AnomNOVIC FT0Setting=Prompted2026.06 | 35 | 61.2 | |
| AnomNOVIC-S N-FT0Setting=Prompt-free2026.06 | 34 | 44 | |
| AnomNOVIC N-FT2Setting=Prompt-free2026.06 | 28.2 | 48.9 | |
| AnomNOVIC FT2Setting=Prompt-free2026.06 | 26.5 | 45.4 | |
| YOLO-World-v2-XSetting=Prompted2026.06 | 26 | 27.8 | |
| AnomNOVIC FT0Setting=Prompt-free2026.06 | 25.7 | 44.7 | |
| AnomNOVIC N-FT0Setting=Prompt-free2026.06 | 24.9 | 42.9 | |
| YOLO-World-v2-LSetting=Prompted2026.06 | 23.3 | 24.2 | |
| YOLOE-11MSetting=Prompted2026.06 | 21.6 | 24.9 | |
| YOLOE-11LSetting=Prompt-free2026.06 | 20.4 | 23.7 | |
| YOLOE-11LSetting=Prompted2026.06 | 19.5 | 22.5 | |
| OWLv2 CLIP B/16Setting=Prompted2026.06 | 19.1 | 24.2 | |
| OWLv2 CLIP L/14Setting=Prompted2026.06 | 18.8 | 22.9 | |
| YOLO-World-v2-MSetting=Prompted2026.06 | 18.6 | 20 | |
| YOLOE-11MSetting=Prompt-free2026.06 | 18.3 | 21 |