Motion In-betweening on LaFAN1 (test)
0.09L2QPA-HiRes
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PA-HiResLengths=52025.12 | 0.09 | 0.09 | 0.1 | |
| TS-FormerLengths=52025.12 | 0.1 | 0.1 | 0.11 | |
| Δ-Interpolator2022.01 | 0.11 | 0.13 | 0.0014 | |
| A-InterpolationNumber of Transition Frames=52023.08 | 0.11 | 0.13 | 0.0014 | |
| Δ-InterpLengths=52025.12 | 0.11 | 0.13 | 0.14 | |
| UNIMASK-MNumber of Transition Frames=52023.08 | 0.12 | 0.14 | 0.0014 | |
| SSMCTscope=global2022.01 | 0.14 | 0.22 | 0.0016 | |
| SSMCTglobalNumber of Transition Frames=52023.08 | 0.14 | 0.22 | 0.0016 | |
| TGcompleteloss=reconstruction and adversarial loss2022.01 | 0.17 | 0.23 | 0.002 | |
| SSMCTscope=local2022.01 | 0.17 | 0.23 | 0.0019 | |
| TGcompleteNumber of Transition Frames=52023.08 | 0.17 | 0.23 | 0.002 | |
| SSMCTlocalNumber of Transition Frames=52023.08 | 0.17 | 0.23 | 0.0019 | |
| MC-TransLengths=52025.12 | 0.17 | 0.23 | 0.19 | |
| ERD-QVLengths=52025.12 | 0.17 | 0.23 | 0.2 | |
| NeMFLengths=52025.12 | 0.18 | 0.25 | 0.22 | |
| TGrecloss=reconstruction loss2022.01 | 0.21 | 0.32 | 0.0025 | |
| TGrecNumber of Transition Frames=52023.08 | 0.21 | 0.32 | 0.0025 | |
| SLERP Interpolation2022.01 | 0.22 | 0.37 | 0.0023 | |
| SLERP InterpolationNumber of Transition Frames=52023.08 | 0.22 | 0.37 | 0.0023 | |
| HHM-VAE2022.01 | 0.24 | — | — | |
| PA-HiResLengths=152025.12 | 0.27 | 0.36 | 1.8 | |
| TS-FormerLengths=152025.12 | 0.28 | 0.39 | 1.88 | |
| Δ-Interpolator2022.01 | 0.32 | 0.47 | 0.0217 | |
| A-InterpolationNumber of Transition Frames=152023.08 | 0.32 | 0.47 | 0.0217 | |
| UNIMASK-MNumber of Transition Frames=152023.08 | 0.32 | 0.46 | 0.0216 | |
| Δ-InterpLengths=152025.12 | 0.32 | 0.47 | 2.17 | |
| SSMCTscope=global2022.01 | 0.36 | 0.56 | 0.0234 | |
| SSMCTglobalNumber of Transition Frames=152023.08 | 0.36 | 0.56 | 0.0234 | |
| NeMFLengths=152025.12 | 0.4 | 0.69 | 2.75 | |
| TGcompleteloss=reconstruction and adversarial loss2022.01 | 0.42 | 0.65 | 0.0258 | |
| TGcompleteNumber of Transition Frames=152023.08 | 0.42 | 0.65 | 0.0258 | |
| MC-TransLengths=152025.12 | 0.42 | 0.74 | 2.91 | |
| ERD-QVLengths=152025.12 | 0.42 | 0.65 | 2.58 | |
| SSMCTscope=local2022.01 | 0.44 | 0.74 | 0.0291 | |
| SSMCTlocalNumber of Transition Frames=152023.08 | 0.44 | 0.74 | 0.0291 | |
| TGrecloss=reconstruction loss2022.01 | 0.48 | 0.85 | 0.0304 | |
| TGrecNumber of Transition Frames=152023.08 | 0.48 | 0.85 | 0.0304 | |
| Autoencoder2022.01 | 0.49 | 0.84 | 0.0048 | |
| PA-HiResLengths=302025.12 | 0.52 | 0.85 | 10.55 | |
| HHM-VAE2022.01 | 0.54 | — | — | |
| TS-FormerLengths=302025.12 | 0.54 | 0.89 | 11.24 | |
| Zero Velocity2022.01 | 0.56 | 1.52 | 0.0053 | |
| Zero velocityNumber of Transition Frames=52023.08 | 0.56 | 1.52 | 0.0053 | |
| Δ-Interpolator2022.01 | 0.57 | 1 | 0.1217 | |
| A-InterpolationNumber of Transition Frames=302023.08 | 0.57 | 1 | 0.1215 | |
| UNIMASK-MNumber of Transition Frames=302023.08 | 0.57 | 0.97 | 0.1204 | |
| Δ-InterpLengths=302025.12 | 0.57 | 1 | 12.17 | |
| Autoencoder2022.01 | 0.6 | 1.07 | 0.0345 | |
| SSMCTscope=global2022.01 | 0.61 | 1.1 | 0.1222 | |
| SSMCTglobalNumber of Transition Frames=302023.08 | 0.61 | 1.1 | 0.1222 | |
| SLERP Interpolation2022.01 | 0.62 | 1.25 | 0.0391 | |
| SLERP InterpolationNumber of Transition Frames=152023.08 | 0.62 | 1.25 | 0.0391 | |
| NeMFLengths=302025.12 | 0.62 | 1.3 | 13.77 | |
| TGcompleteloss=reconstruction and adversarial loss2022.01 | 0.69 | 1.28 | 0.1328 | |
| TGcompleteNumber of Transition Frames=302023.08 | 0.69 | 1.28 | 0.1328 | |
| MC-TransLengths=302025.12 | 0.69 | 1.37 | 14.3 | |
| ERD-QVLengths=302025.12 | 0.69 | 1.28 | 13.28 | |
| SSMCTscope=local2022.01 | 0.71 | 1.37 | 0.143 | |
| SSMCTlocalNumber of Transition Frames=302023.08 | 0.71 | 1.37 | 0.143 | |
| Autoencoder2022.01 | 0.78 | 1.53 | 0.1454 | |
| TGrecloss=reconstruction loss2022.01 | 0.83 | 1.82 | 0.1608 | |
| TGrecNumber of Transition Frames=302023.08 | 0.83 | 1.82 | 0.1608 | |
| UNIMASK-MNumber of Transition Frames=502023.08 | 0.83 | 1.2 | 0.3716 | |
| A-InterpolationNumber of Transition Frames=502023.08 | 0.87 | 1.28 | 0.4042 | |
| HHM-VAE2022.01 | 0.94 | — | — | |
| SLERP Interpolation2022.01 | 0.98 | 2.32 | 0.2013 | |
| SLERP InterpolationNumber of Transition Frames=302023.08 | 0.98 | 2.32 | 0.2013 | |
| Zero Velocity2022.01 | 1.1 | 3.69 | 0.0522 | |
| Zero velocityNumber of Transition Frames=152023.08 | 1.1 | 3.69 | 0.0522 | |
| UNIMASK-MNumber of Transition Frames=702023.08 | 1.16 | 1.8 | 0.9532 | |
| A-InterpolationNumber of Transition Frames=702023.08 | 1.2 | 1.91 | 1.018 | |
| SLERP InterpolationNumber of Transition Frames=502023.08 | 1.34 | 2.51 | 0.5891 | |
| Zero Velocity2022.01 | 1.51 | 6.6 | 0.2318 | |
| Zero velocityNumber of Transition Frames=302023.08 | 1.51 | 6.6 | 0.2318 | |
| SLERP InterpolationNumber of Transition Frames=702023.08 | 1.72 | 3.54 | 1.2385 | |
| Zero velocityNumber of Transition Frames=502023.08 | 1.9 | 6.31 | 0.6009 | |
| Zero velocityNumber of Transition Frames=702023.08 | 2.22 | 8.16 | 1.2194 |