Single-view 3D face reconstruction on REALY-S side-view
1.442NMSE (All, Avg)PRDL
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PRDLfull_method=true2023.12 | 1.442 | — | — | — | — | — | — | 1.623 | — | — | 1.205 | — | — | 1.864 | — | — | 1.076 | — | — | |
| PRDLdata_config=w/o Syn. Data2023.12 | 1.455 | — | — | — | — | — | — | 1.628 | — | — | 1.229 | — | — | 1.872 | — | — | 1.091 | — | — | |
| HRN2023.04 | 1.468 | — | — | — | — | — | — | 1.642 | — | — | 1.285 | — | — | 1.906 | — | — | 1.038 | — | — | |
| HRN2023.12 | 1.468 | — | — | — | — | — | — | 1.642 | — | — | 1.285 | — | — | 1.906 | — | — | 1.038 | — | — | |
| PRDLloss_config=w/o Lprdl2023.12 | 1.528 | — | — | — | — | — | — | 1.665 | — | — | 1.297 | — | — | 2.016 | — | — | 1.134 | — | — | |
| Deep3D2023.04 | 1.691 | — | — | — | — | — | — | 1.749 | — | — | 1.411 | — | — | 2.074 | — | — | 1.528 | — | — | |
| Deep3D2023.12 | 1.691 | — | — | — | — | — | — | 1.749 | — | — | 1.411 | — | — | 2.074 | — | — | 1.528 | — | — | |
| AlbedoGAN2023.04 | 1.762 | — | — | — | — | — | — | 1.576 | — | — | 2.218 | — | — | 2.142 | — | — | 1.112 | — | — | |
| MGCNet2023.12 | 1.787 | — | — | — | — | — | — | 1.827 | — | — | 1.409 | — | — | 2.248 | — | — | 1.665 | — | — | |
| PSL - LfullBase Model=DECA, Loss=Perceptual Shape Loss (Lfull)2023.10 | 1.857 | — | — | — | — | — | — | 1.685 | 1.629 | 0.475 | 1.82 | 1.757 | 0.557 | 2.454 | 2.426 | 0.608 | 1.469 | 1.378 | 0.495 | |
| PSL - LcompactBase Model=DECA, Loss=Perceptual Shape Loss (Lcompact)2023.10 | 1.931 | — | — | — | — | — | — | 1.715 | 1.621 | 0.591 | 1.989 | 1.836 | 0.786 | 2.535 | 2.492 | 0.634 | 1.486 | 1.358 | 0.592 | |
| 3DDFA-v22023.12 | 1.943 | — | — | — | — | — | — | 1.883 | — | — | 1.642 | — | — | 2.465 | — | — | 1.781 | — | — | |
| PRNet2023.04 | 2.032 | — | — | — | — | — | — | 1.868 | — | — | 1.856 | — | — | 2.445 | — | — | 1.96 | — | — | |
| PRNet2023.12 | 2.032 | — | — | — | — | — | — | 1.868 | — | — | 1.856 | — | — | 2.445 | — | — | 1.96 | — | — | |
| DECA2023.10 | 2.107 | — | — | — | — | — | — | 1.903 | 1.7 | 1.05 | 2.472 | 2.348 | 1.079 | 2.423 | 2.308 | 0.72 | 1.63 | 1.456 | 1.135 | |
| DECA2023.04 | 2.107 | — | — | — | — | — | — | 1.903 | — | — | 2.472 | — | — | 2.423 | — | — | 1.63 | — | — | |
| DECA2023.12 | 2.107 | — | — | — | — | — | — | 1.903 | — | — | 2.472 | — | — | 2.423 | — | — | 1.63 | — | — | |
| EMOCABase Model=DECA, Loss=EMOCA perceptual loss2023.10 | 2.125 | — | — | — | — | — | — | 1.867 | 1.548 | 0.554 | 2.636 | 1.738 | 1.284 | 2.448 | 2.369 | 0.708 | 1.548 | 1.424 | 0.59 | |
| EMOCA2023.04 | 2.125 | — | — | — | — | — | — | 1.867 | — | — | 2.636 | — | — | 2.448 | — | — | 1.548 | — | — | |
| MICA2023.04 | 2.125 | — | — | — | — | — | — | 1.525 | — | — | 2.636 | — | — | 2.448 | — | — | 1.548 | — | — | |
| L_baseBase Model=DECA2023.10 | 2.17 | — | — | — | — | — | — | 1.847 | 1.731 | 0.683 | 2.579 | 2.466 | 1.083 | 2.465 | 2.426 | 0.638 | 1.789 | 1.675 | 0.744 | |
| RingNet2023.04 | 2.256 | — | — | — | — | — | — | 1.921 | — | — | 1.994 | — | — | 3.081 | — | — | 2.027 | — | — | |
| EMOCA_V2Base Model=DECA, Loss=EMOCA_V2 perceptual loss2023.10 | 2.301 | — | — | — | — | — | — | 1.849 | 1.713 | 0.726 | 3.283 | 3.238 | 0.83 | 2.316 | 2.256 | 0.653 | 1.758 | 1.621 | 0.669 | |
| SPECTREBase Model=DECA, Loss=SPECTRE perceptual loss2023.10 | 2.578 | — | — | — | — | — | — | 2.334 | 1.941 | 1.322 | 3.21 | 2.839 | 1.467 | 2.567 | 2.433 | 0.725 | 2.203 | 1.885 | 1.58 | |
| 3DDFA-v2Group=Coarse2023.03 | — | — | 1.883 | 1.642 | 2.465 | 1.781 | 1.943 | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DDFA-V22023.02 | — | 1.943 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DECA2023.02 | — | 2.261 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DECAGroup=Coarse2023.03 | — | — | 1.903 | 2.472 | 2.423 | 1.63 | 2.107 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DECAGroup=Detail2023.03 | — | — | 2.286 | 2.684 | 2.519 | 1.555 | 2.261 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep3D2023.02 | — | 1.691 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep3DGroup=Coarse2023.03 | — | — | 1.749 | 1.411 | 2.074 | 1.528 | 1.691 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EMOCAGroup=Coarse2023.03 | — | — | 1.867 | 2.636 | 2.448 | 1.548 | 2.125 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EMOCAGroup=Detail2023.03 | — | — | 2.455 | 2.948 | 2.606 | 1.599 | 2.402 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HiFaceGroup=Coarse, Synthetic Data=Excluded2023.03 | — | — | 1.187 | 1.826 | 1.47 | 1.653 | 1.534 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HiFaceGroup=Coarse2023.03 | — | — | 0.992 | 1.505 | 1.427 | 1.439 | 1.341 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HiFaceGroup=Detail, Synthetic Data=Excluded2023.03 | — | — | 1.422 | 1.849 | 1.53 | 1.572 | 1.594 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HiFaceGroup=Detail, Ablation=w/o static factors2023.03 | — | — | 1.004 | 1.491 | 1.418 | 1.418 | 1.332 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HiFaceGroup=Detail, Ablation=w/o dynamic factors2023.03 | — | — | 0.991 | 1.496 | 1.411 | 1.375 | 1.318 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HiFaceGroup=Detail2023.03 | — | — | 0.985 | 1.489 | 1.399 | 1.36 | 1.308 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HRN2023.02 | — | 1.468 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HRNGroup=Detail2023.03 | — | — | 1.642 | 1.285 | 1.906 | 1.038 | 1.468 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCGNet2023.02 | — | 1.787 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MGCNetGroup=Coarse2023.03 | — | — | 1.827 | 1.409 | 2.248 | 1.665 | 1.787 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MICAGroup=Coarse2023.03 | — | — | 1.525 | 3.567 | 2.379 | 1.109 | 2.145 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PRNet2023.02 | — | 2.032 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SADRNet2023.02 | — | 1.958 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SADRNetGroup=Coarse2023.03 | — | — | 1.771 | 1.56 | 2.49 | 2.01 | 1.958 | — | — | — | — | — | — | — | — | — | — | — | — |