Anomaly Detection on CAAD-3K Cross-Context (test)
87.3I-AUROCCoRe-CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoRe-CLIPPublication=ours, Shots=4-shot2026.01 | 87.3 | 98.3 | |
| CoRe-CLIPPublication=ours, Shots=1-shot2026.01 | 85 | 97.2 | |
| CoRe-CLIPPublication=ours, Shots=2-shot2026.01 | 84.4 | 97.5 | |
| AnomalyCLIPPublication=ICLR 2024, Shots=1-shot2026.01 | 76.4 | 78.9 | |
| AnomalyCLIPPublication=ICLR 2024, Shots=2-shot2026.01 | 69.9 | 81.1 | |
| WinCLIPPublication=CVPR 2023, Shots=4-shot2026.01 | 67.2 | 66.7 | |
| CRTNetPublication=ICCV 2021, Shots=4-shot2026.01 | 65.5 | 69.8 | |
| WinCLIPPublication=CVPR 2023, Shots=2-shot2026.01 | 65.3 | 65.7 | |
| WinCLIPPublication=CVPR 2023, Shots=1-shot2026.01 | 64.9 | 69.5 | |
| AnomalyCLIPPublication=ICLR 2024, Shots=4-shot2026.01 | 64.5 | 74.8 | |
| PromptADPublication=CVPR 2024, Shots=4-shot2026.01 | 62.5 | 65 | |
| CRTNetPublication=ICCV 2021, Shots=2-shot2026.01 | 62.2 | 63 | |
| PromptADPublication=CVPR 2024, Shots=2-shot2026.01 | 61.2 | 63.2 | |
| PromptADPublication=CVPR 2024, Shots=1-shot2026.01 | 60 | 64 | |
| AdaCLIPPublication=ECCV 2024, Shots=1-shot2026.01 | 59.8 | 49.3 | |
| CRTNetPublication=ICCV 2021, Shots=1-shot2026.01 | 58 | 60.5 | |
| AA-CLIPPublication=CVPR 2025, Shots=2-shot2026.01 | 56.7 | 76.5 | |
| AA-CLIPPublication=CVPR 2025, Shots=1-shot2026.01 | 55 | 71.1 | |
| AdaCLIPPublication=ECCV 2024, Shots=4-shot2026.01 | 52 | 49.4 | |
| AdaCLIPPublication=ECCV 2024, Shots=2-shot2026.01 | 51.2 | 45.4 | |
| IIPADPublication=ICLR 2025, Shots=2-shot2026.01 | 48 | 64.5 | |
| IIPADPublication=ICLR 2025, Shots=1-shot2026.01 | 45 | 63.2 | |
| CLIPPublication=ICML 2021, Shots=4-shot2026.01 | 44.3 | 63.1 | |
| AA-CLIPPublication=CVPR 2025, Shots=4-shot2026.01 | 44.1 | 72.4 | |
| IIPADPublication=ICLR 2025, Shots=4-shot2026.01 | 40 | 65.9 | |
| CLIPPublication=ICML 2021, Shots=1-shot2026.01 | 38 | 45.5 | |
| CLIPPublication=ICML 2021, Shots=2-shot2026.01 | 36 | 44.3 |