Keypoint Transfer on PASCAL VOC within training animal categories 1.0 (test)
59.2PCK Transfer (Horse)Universal Canonical Maps (w/ i2m-all)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Universal Canonical Maps (w/ i2m-all)target class=multi, supervision: mask=true, supervision: points=true, supervision: 3D mesh=false2021.06 | 59.2 | 51.5 | 46.3 | 46.5 | 45.9 | 49.9 | |
| Universal Canonical Maps (w/ i2m)target class=multi, supervision: mask=true, supervision: points=true, supervision: 3D mesh=false2021.06 | 59 | 51.1 | 46.2 | 45.9 | 45.7 | 49.7 | |
| Universal Canonical Maps (our baseline)target class=multi, supervision: mask=true, supervision: points=true, supervision: 3D mesh=false2021.06 | 58.1 | 49.9 | 43.9 | 41.6 | 41.9 | 47.1 | |
| Universal Canonical Maps (w/ m2m)target class=multi, supervision: mask=true, supervision: points=true, supervision: 3D mesh=false2021.06 | 57.1 | 49.5 | 45.1 | 40 | 42.5 | 46.8 | |
| A-CSM + keyp.target class=single, supervision: mask=true, supervision: points=true, supervision: 3D mesh=true2021.06 | 44.6 | 29.2 | 39 | — | — | — | |
| Rigid-CSM + keyp.target class=single, supervision: mask=true, supervision: points=true, supervision: 3D mesh=true2021.06 | 42.1 | 28.5 | 31.5 | — | — | — | |
| A-CSMtarget class=single, supervision: mask=true, supervision: points=false, supervision: 3D mesh=true2021.06 | 32.9 | 26.3 | 28.6 | — | — | — | |
| Rigid-CSMtarget class=single, supervision: mask=true, supervision: points=false, supervision: 3D mesh=true2021.06 | 31.2 | 26.3 | 24.7 | — | — | — | |
| Dense-Equitarget class=single, supervision: mask=true, supervision: points=false, supervision: 3D mesh=false2021.06 | 23.3 | 20.9 | 19.6 | — | — | — |