Attribute Detection on OVAD zero-shot cross-dataset transfer
28.6AP (all)OvarNet ViT-B16
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| OvarNet ViT-B16Box Setting=given2023.01 | 28.6 | 58.6 | 35.5 | 9.5 | |
| X-VLMBox Setting=given2023.01 | 28.1 | 49.7 | 34.2 | 12.9 | |
| OvarNet ViT-B16Box Setting=free2023.01 | 27.2 | 56.8 | 33.6 | 8.9 | |
| CLIP-Attr ViT-B16Box Setting=given2023.01 | 26.1 | 55 | 31.9 | 8.5 | |
| BLIPBox Setting=given2023.01 | 24.3 | 51 | 28.5 | 9.7 | |
| CLIP-Attr RN50Box Setting=given2023.01 | 24.1 | 54.8 | 29.3 | 6.7 | |
| OVADBox Setting=given2023.01 | 21.4 | 48 | 26.9 | 5.2 | |
| ALBEFBox Setting=given2023.01 | 21 | 44.2 | 23.9 | 9.4 | |
| OVADBox Setting=free2023.01 | 18.8 | 47.7 | 22 | 4.6 | |
| Open CLIP VIT-B32Box Setting=given2023.01 | 17 | 44.3 | 18.4 | 5.5 | |
| CLIP VIT-B16Box Setting=given2023.01 | 16.6 | 43.9 | 18.6 | 4.4 | |
| Open CLIP VIT-B16Box Setting=given2023.01 | 16 | 45.4 | 17.4 | 3.8 | |
| CLIP RN50Box Setting=given2023.01 | 15.8 | 42.5 | 17.5 | 4.2 | |
| OVRBox Setting=free2023.01 | 15.1 | 46.3 | 16.7 | 2.1 | |
| LocovBox Setting=free2023.01 | 14.9 | 42.8 | 17.2 | 2.2 | |
| OVDBox Setting=free2023.01 | 14.6 | 33.5 | 18.7 | 2.8 | |
| OV-Faster-RCNNBox Setting=free2023.01 | 14.1 | 32.6 | 18.3 | 2.5 | |
| DeticBox Setting=free2023.01 | 13.3 | 44.4 | 13.4 | 2.3 | |
| Open CLIP RN50Box Setting=given2023.01 | 11.8 | 41 | 11.7 | 1.4 |