3D Anomaly Detection on Eyecandies
97.2P-AUROCCoGeoAD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CoGeoADSupervision Protocol=Zero-shot2026.06 | 97.2 | — | 84.5 | 87.2 | 82.6 | |
| PointAD+Venue=arXiv'25, Supervision Protocol=Zero-shot2026.06 | 94.8 | — | 83.1 | 85.2 | 80.3 | |
| PointADVenue=NeurIPS'24, Supervision Protocol=Zero-shot2026.06 | 94.5 | — | 79.9 | 83.6 | 77.2 | |
| GS-CLIPSetting=one-vs-rest, Public=-2026.02 | 93.1 | 71.5 | 75.9 | 73.8 | — | |
| GS-CLIPSetting=cross-dataset, Public=-2026.02 | 92.9 | 70.3 | 75.3 | 73.4 | — | |
| GS-CLIPVenue=CVPR'26, Supervision Protocol=Zero-shot2026.06 | 92.9 | — | 75.3 | 73.4 | 70.3 | |
| PointADSetting=one-vs-rest, Public=NeurIPS’242026.02 | 92.1 | 69.1 | 73.8 | 71.3 | — | |
| PointADSetting=cross-dataset, Public=NeurIPS’242026.02 | 91.8 | 69.5 | 74.3 | 71.4 | — | |
| MVP-PCLIPSetting=one-vs-rest, Public=arXiv’242026.02 | 90.8 | 69.3 | 72.7 | 67.8 | — | |
| AnomalyCLIPVenue=ICLR'24, Supervision Protocol=Zero-shot2026.06 | 89.8 | — | 62.4 | 69.7 | 62.4 | |
| MVP-PCLIPSetting=cross-dataset, Public=arXiv’242026.02 | 88.3 | 66.7 | 70.7 | 66 | — | |
| AA-CLIP*Setting=one-vs-rest, Public=CVPR’252026.02 | 85.9 | 66.5 | 68 | 39.3 | — | |
| AA-CLIP*Setting=cross-dataset, Public=CVPR’252026.02 | 82.6 | 63.6 | 65.3 | 39.8 | — | |
| CLIP*Setting=one-vs-rest, Public=ICML’212026.02 | 81.2 | 66.7 | 69.2 | 37.9 | — | |
| CLIP+RenderSupervision Protocol=Zero-shot2026.06 | 78 | — | 73.9 | 31.8 | 73 | |
| 3DzALSetting=one-vs-rest, Public=WACV’252026.02 | 72.7 | 55.8 | — | — | — | |
| MVP-PCLIPVenue=T-SMC'25, Supervision Protocol=Zero-shot2026.06 | 72.2 | — | 56.7 | — | 54.8 | |
| PointCLIP V2Venue=ICCV'23, Supervision Protocol=Zero-shot2026.06 | 46.3 | — | 50.9 | — | 48.5 | |
| PointCLIP V2aVenue=ICCV'23, Supervision Protocol=Zero-shot2026.06 | 46.2 | — | 50.5 | — | 48.5 | |
| BridgeNetVenue=MM'25, Supervision Protocol=Unsupervised2026.06 | — | — | — | 92.9 | 95.8 | |
| BTFVenue=CVPR'23, Supervision Protocol=Unsupervised2026.06 | — | — | — | 84.6 | 82.1 | |
| M3DMVenue=CVPR'23, Supervision Protocol=Unsupervised2026.06 | — | — | — | 88.2 | 89.7 |