Anomaly Detection on Kvasir
90.6Pixel AUROCAVA-DINO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AVA-DINOProtocol=Zero-shot protocol, Reference images=Not available, Training dataset=ViSA2026.05 | 90.6 | 66.5 | — | |
| AA-CLIPAvailable training shots=full2025.03 | 87.2 | — | — | |
| AdaCLIPSource=ECCV 2024, Available training shots=full2025.03 | 86.4 | — | — | |
| Bayes-PFLProtocol=Zero-shot protocol, Reference images=Not available, Training dataset=ViSA2026.05 | 85.4 | 63.9 | — | |
| EntroADProtocol=Zero-shot2026.05 | 85.3 | — | 53.5 | |
| AA-CLIPAvailable training shots=642025.03 | 85.2 | — | — | |
| FiLoProtocol=Zero-shot2026.05 | 85 | — | 51.7 | |
| MRADProtocol=Zero-shot2026.05 | 84.9 | — | 52.7 | |
| AA-CLIPAvailable training shots=162025.03 | 84.6 | — | — | |
| AA-CLIPProtocol=Zero-shot2026.05 | 82.7 | — | 48.9 | |
| AA-CLIPAvailable training shots=22025.03 | 82.1 | — | — | |
| MVFA-ADSource=CVPR 2024, Available training shots=full2025.03 | 81.9 | — | — | |
| AnomalyCLIPSource=ICLR 2024, Available training shots=full2025.03 | 81.9 | — | — | |
| AnomalyCLIPProtocol=Zero-shot protocol, Reference images=Not available, Training dataset=ViSA2026.05 | 81.8 | 53.8 | — | |
| FAPromptProtocol=Zero-shot2026.05 | 80.8 | — | 46.7 | |
| VANDSource=CVPRW 2023, Available training shots=full2025.03 | 80.3 | — | — | |
| AdaCLIPProtocol=Zero-shot protocol, Reference images=Not available, Training dataset=ViSA2026.05 | 79.4 | 43.8 | — | |
| AnomalyCLIPProtocol=Zero-shot2026.05 | 79.3 | — | 52 | |
| WinCLIPProtocol=Zero-shot protocol, Reference images=Not available, Training dataset=ViSA2026.05 | 69.8 | 27.5 | — | |
| WinCLIPSource=CVPR 20232025.03 | 69.7 | — | — | |
| WinCLIPProtocol=Zero-shot2026.05 | 69.7 | — | 24.5 | |
| CLIPSource=OpenCLIP2025.03 | 44.6 | — | — |