Visual Anomaly Segmentation on ISIC
92.7APAG-VAS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AG-VASBase Model=LLaVA-OneVision-7B2026.03 | 92.7 | 84.9 | 0.65 | |
| LISABase Model=LLaVA-OneVision-7B2026.03 | 90.7 | 81.6 | 0.569 | |
| AG-VASBase Model=LLaVA-13B2026.03 | 88.8 | 82.7 | 0.646 | |
| LISA*Base Model=LLaVA-13B, Retrained=true2026.03 | 88.7 | 82.4 | 0.641 | |
| LISABase Model=LLaVA-13B2026.03 | 87.1 | 78.1 | 0.648 | |
| LISA*Base Model=LLaVA-OneVision-7B, Retrained=true2026.03 | 84.9 | 77.6 | 0.501 | |
| Bayes-PFLBase Model=CLIP(ViT-L-14-336)2026.03 | 84.6 | 76.8 | 0.6 | |
| Bayes-PFL*Base Model=CLIP(ViT-L-14-336), Retrained=true2026.03 | 81.9 | 74.3 | 0.521 | |
| AnomalyCLIP*Base Model=CLIP(ViT-L-14-336), Retrained=true2026.03 | 76.5 | 71.4 | 0.541 | |
| AnomalyCLIPBase Model=CLIP(ViT-L-14-336)2026.03 | 74.4 | 70.8 | 0.51 | |
| APRIL-GANBase Model=CLIP(ViT-L-14-336)2026.03 | 69.8 | 69.3 | 0.128 | |
| PixelLMBase Model=LLaVA-13B2026.03 | 69.8 | 61.7 | 0.489 | |
| LISABase Model=LLaVA-7B2026.03 | 68.1 | 66.3 | 0.546 | |
| PaDTBase Model=Qwen2.5-VL-7B2026.03 | 65.9 | 68.3 | 0.545 | |
| WinCLIPBase Model=CLIP(ViT-B-16-240)2026.03 | 62.4 | 64.1 | 0.0024 |