Anomaly Classification on HeadCT
99.9Image AUCAHL
Evaluation results
| Method | Links | |
|---|---|---|
| AHLNumber of training anomaly examples=102025.02 | 99.9 | |
| DevNetNumber of training anomaly examples=102025.02 | 98.2 | |
| DPDLNumber of training anomaly examples=102025.02 | 98.1 | |
| MLEPNumber of training anomaly examples=102025.02 | 97.2 | |
| DRANumber of training anomaly examples=102025.02 | 97.2 | |
| FLOSNumber of training anomaly examples=102025.02 | 97.1 | |
| KAnoCLIPZero-shot=true2025.01 | 95.8 | |
| SAOENumber of training anomaly examples=102025.02 | 93.5 | |
| AnomalyCLIPPublic=ICLR 2024, Zero-shot=true2025.01 | 93.4 | |
| MVFA-ADPublic=CVPR 2024, Zero-shot=true2025.01 | 91.3 | |
| April-GANPublic=CVPR 2023, Zero-shot=true2025.01 | 89.1 | |
| DPDLNumber of training anomaly examples=12025.02 | 86.5 | |
| AHLNumber of training anomaly examples=12025.02 | 82.5 | |
| WinCLIPPublic=CVPR 2023, Zero-shot=true2025.01 | 81.8 | |
| DRANumber of training anomaly examples=12025.02 | 79.6 | |
| MLEPNumber of training anomaly examples=12025.02 | 75.8 | |
| DevNetNumber of training anomaly examples=12025.02 | 74.2 | |
| FLOSNumber of training anomaly examples=12025.02 | 69.8 | |
| CLIP-ACPublic=IMCL 2021, Zero-shot=true2025.01 | 60 | |
| SAOENumber of training anomaly examples=12025.02 | 59.7 | |
| CLIPPublic=ICML 2021, Zero-shot=true2025.01 | 56.5 |