FoV regression on Cars3D (all)
1R2 ScoreVCT†
Evaluation Results
| Method | Links | |
|---|---|---|
| VCT†Sample size=10^5/all samples, Representation type=Symbolic vector-tokened2024.12 | 1 | |
| Soft TPRSample size=10^5/all samples, Representation type=Fully continuous2024.12 | 1 | |
| Slow-VAESample size=10^5/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.994 | |
| Slow-VAE†Sample size=10^5/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.993 | |
| Ada-GVAE-k†Sample size=10^5/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.992 | |
| Ada-GVAE-kSample size=10^5/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.989 | |
| MLVAE†Sample size=10^5/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.989 | |
| GVAE†Sample size=10^5/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.987 | |
| GVAESample size=10^5/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.986 | |
| MLVAESample size=10^5/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.984 | |
| VCTSample size=10^5/all samples, Representation type=Symbolic vector-tokened2024.12 | 0.973 | |
| Soft TPRSample size=10^4/all samples, Representation type=Fully continuous2024.12 | 0.942 | |
| Soft TPRSample size=5 x 10^3/all samples, Representation type=Fully continuous2024.12 | 0.926 | |
| Ada-GVAE-kSample size=10^4/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.922 | |
| Ada-GVAE-k†Sample size=10^4/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.92 | |
| GVAESample size=10^4/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.9 | |
| MLVAE†Sample size=10^4/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.896 | |
| Slow-VAE†Sample size=10^4/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.895 | |
| GVAE†Sample size=10^4/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.895 | |
| MLVAESample size=10^4/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.893 | |
| Soft TPRSample size=2.5 x 10^2/all samples, Representation type=Fully continuous2024.12 | 0.889 | |
| Slow-VAESample size=10^4/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.882 | |
| Ada-GVAE-kSample size=5 x 10^3/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.881 | |
| Ada-GVAE-k†Sample size=5 x 10^3/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.879 | |
| Slow-VAE†Sample size=5 x 10^3/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.866 | |
| GVAESample size=5 x 10^3/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.855 | |
| MLVAE†Sample size=5 x 10^3/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.854 | |
| GVAE†Sample size=5 x 10^3/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.849 | |
| MLVAESample size=5 x 10^3/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.844 | |
| VCTSample size=10^4/all samples, Representation type=Symbolic vector-tokened2024.12 | 0.837 | |
| Ada-GVAE-kSample size=2.5 x 10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.834 | |
| Slow-VAESample size=5 x 10^3/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.833 | |
| Ada-GVAE-k†Sample size=2.5 x 10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.821 | |
| VCTSample size=5 x 10^3/all samples, Representation type=Symbolic vector-tokened2024.12 | 0.808 | |
| GVAE†Sample size=2.5 x 10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.799 | |
| GVAESample size=2.5 x 10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.791 | |
| VCT†Sample size=10^4/all samples, Representation type=Symbolic vector-tokened2024.12 | 0.725 | |
| Soft TPRSample size=10^2/all samples, Representation type=Fully continuous2024.12 | 0.705 | |
| MLVAESample size=2.5 x 10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.698 | |
| VCTSample size=2.5 x 10^2/all samples, Representation type=Symbolic vector-tokened2024.12 | 0.694 | |
| MLVAE†Sample size=2.5 x 10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.648 | |
| VCT†Sample size=2.5 x 10^2/all samples, Representation type=Symbolic vector-tokened2024.12 | 0.64 | |
| VCT†Sample size=5 x 10^3/all samples, Representation type=Symbolic vector-tokened2024.12 | 0.64 | |
| Ada-GVAE-kSample size=10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.61 | |
| VCTSample size=10^2/all samples, Representation type=Symbolic vector-tokened2024.12 | 0.558 | |
| Slow-VAESample size=2.5 x 10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.537 | |
| MLVAESample size=10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.477 | |
| Ada-GVAE-k†Sample size=10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.452 | |
| GVAESample size=10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.412 | |
| GVAE†Sample size=10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.314 | |
| MLVAE†Sample size=10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.305 | |
| Slow-VAE†Sample size=2.5 x 10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.292 | |
| Slow-VAESample size=10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.273 | |
| VCT†Sample size=10^2/all samples, Representation type=Symbolic vector-tokened2024.12 | 0.197 | |
| Slow-VAE†Sample size=10^2/all samples, Representation type=Symbolic scalar-tokened2024.12 | 0.166 |