Unsupervised Part Discovery on CUB-200 2011
11.3Kpt Reg Error (CUB-001)Unsupervised Part Discovery from Contrastive Reconstruction
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Unsupervised Part Discovery from Contrastive ReconstructionK (Number of parts)=4, Supervision level=Unsupervised2021.11 | 11.3 | 15 | 10.6 | 9.2 | 46 | 21 | 43.5 | 19.6 | |
| Huang and LiK (Number of parts)=4, Supervision level=Image-level supervision2021.11 | 15.1 | 17.1 | 15.7 | 11.6 | — | — | 26.1 | 13.2 | |
| "throat" kpt onlyK (Number of parts)=4, Supervision level=Unsupervised2021.11 | 16.4 | 14.9 | 15.2 | 12.1 | 11.6 | -16.2 | 4.6 | -8.3 | |
| SCOPS (model)K (Number of parts)=4, Supervision level=Unsupervised2021.11 | 18.3 | 17.7 | 17 | 12.6 | 39.1 | 17.9 | 24.4 | 7.1 | |
| SCOPS (paper)K (Number of parts)=4, Supervision level=Unsupervised2021.11 | 18.5 | 18.8 | 21.1 | — | — | — | — | — | |
| GT keypoint avgK (Number of parts)=4, Supervision level=Unsupervised2021.11 | 20.9 | 22.4 | 19.9 | 17.9 | 0 | 0 | 0 | 0 | |
| DFFK (Number of parts)=4, Supervision level=Unsupervised2021.11 | 22.4 | 21.6 | 22 | — | 32.4 | 14.3 | 25.9 | 12.4 | |
| Image midpointK (Number of parts)=4, Supervision level=Unsupervised2021.11 | 27.3 | 26.7 | 27.2 | 23.5 | 0 | 0 | 0 | 0 | |
| ULDK (Number of parts)=4, Supervision level=Unsupervised2021.11 | 30.1 | 29.4 | 28.2 | — | — | — | — | — |