Novel View Synthesis on ZJU-MoCap (test)
0.977SSIMGART
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GARTTraining time=~2.5min2023.11 | 0.977 | — | 32.22 | 29.21 | — | — | — | — | |
| GARTTraining time=~30s2023.11 | 0.976 | — | 31.76 | 34.01 | — | — | — | — | |
| ASTraining Time=~10 h2023.02 | 0.975 | — | 30.38 | 37.23 | — | — | — | — | |
| ASTraining time=~10h2023.11 | 0.975 | — | 30.38 | 37.23 | — | — | — | — | |
| ASTrain=10h, FPS=0.402023.12 | 0.975 | — | 30.38 | 37.23 | — | — | — | — | |
| RigGSTemporal sampling density=Full monocular video sequences2026.01 | 0.975 | — | 33.54 | — | — | — | — | 3.27 | |
| Instant-NVRTraining Time=~5 min2023.02 | 0.971 | — | 31.01 | 38.45 | — | — | — | — | |
| Instant-NVRTraining time=~5min2023.11 | 0.971 | — | 31.01 | 38.45 | — | — | — | — | |
| InstantNVRTrain=5m, FPS=2.202023.12 | 0.971 | — | 31.01 | 38.45 | — | — | — | — | |
| HumanNeRFTraining Time=~10 h2023.02 | 0.969 | — | 30.66 | 33.38 | — | — | — | — | |
| HumanNeRFTraining time=~10h2023.11 | 0.969 | — | 30.66 | 33.38 | — | — | — | — | |
| HumanNeRFTrain=10h, FPS=0.302023.12 | 0.969 | — | 30.66 | 33.38 | — | — | — | — | |
| Watch It MoveMerge strategy=without merge2021.12 | 0.966 | 0.053 | — | — | — | — | — | — | |
| Watch It MoveMerge strategy=with merge2021.12 | 0.965 | 0.056 | — | — | — | — | — | — | |
| ANTraining Time=~10 h2023.02 | 0.965 | — | 29.77 | 46.89 | — | — | — | — | |
| ANTraining time=~10h2023.11 | 0.965 | — | 29.77 | 46.89 | — | — | — | — | |
| ANTrain=10h, FPS=1.112023.12 | 0.965 | — | 29.77 | 46.89 | — | — | — | — | |
| GauHumanTrain=1m, FPS=1892023.12 | 0.965 | — | 31.34 | 30.51 | — | — | — | — | |
| NBTraining Time=~10 h2023.02 | 0.964 | — | 29.03 | 42.47 | — | — | — | — | |
| NBTraining time=~10h2023.11 | 0.964 | — | 29.03 | 42.47 | — | — | — | — | |
| NBTrain=10h, FPS=1.482023.12 | 0.964 | — | 29.03 | 42.47 | — | — | — | — | |
| dynamic MLP mapsImage resolution=512 x 5122023.04 | 0.963 | 0.068 | 30.17 | — | 24 | 245 | — | — | |
| C-NeRFImage resolution=512 x 5122023.04 | 0.959 | 0.077 | 29.79 | — | 1,313 | 1,019 | — | — | |
| DyNeRFImage resolution=512 x 5122023.04 | 0.959 | 0.087 | 29.88 | — | 3,452 | 12 | — | — | |
| Kundu* et al.adaptation=overfits SMPL parameters with MLP2021.12 | 0.957 | 0.059 | — | — | — | — | — | — | |
| Schmidtke* et al.adaptation=deforms 3D template with MLP2021.12 | 0.957 | 0.055 | — | — | — | — | — | — | |
| DVATrain=1.5h, FPS=16.52023.12 | 0.956 | — | 29.45 | 37.74 | — | — | — | — | |
| NHPTraining Time=~1 h fine-tuning, Pretraining Time=10 h2023.02 | 0.955 | — | 28.25 | 64.77 | — | — | — | — | |
| NHPTraining time=~1h tuning2023.11 | 0.955 | — | 28.25 | 64.77 | — | — | — | — | |
| NHPTrain=1h+, FPS=0.152023.12 | 0.955 | — | 28.25 | 64.77 | — | — | — | — | |
| SV-GSTemporal sampling density=5x fewer frames2026.01 | 0.944 | — | 28.83 | — | — | — | — | 5.89 | |
| InstantAvatarTrain=3m, FPS=4.152023.12 | 0.938 | — | 29.73 | 68.41 | — | — | — | — | |
| NVImage resolution=512 x 5122023.04 | 0.934 | 0.131 | 28.12 | — | 49 | 658 | — | — | |
| SV-GSTemporal sampling density=10x fewer frames2026.01 | 0.934 | — | 28.13 | — | — | — | — | 6.53 | |
| D-NeRFImage resolution=512 x 5122023.04 | 0.922 | 0.139 | 27.08 | — | 1,534 | 4 | — | — | |
| AP-NeRFTemporal sampling density=Full monocular video sequences2026.01 | 0.919 | — | 25.62 | — | — | — | — | 9.34 | |
| PixelNeRFTraining Time=~1 h fine-tuning, Pretraining Time=10 h2023.02 | 0.892 | — | 24.71 | 121.86 | — | — | — | — | |
| PixelNeRFTraining time=~1h tuning2023.11 | 0.892 | — | 24.71 | 121.86 | — | — | — | — | |
| PixelNeRFTrain=1h+, FPS=1.202023.12 | 0.892 | — | 24.71 | 121.86 | — | — | — | — | |
| SurMoCropped to 2D bounding boxes=true2024.04 | 0.833 | 0.075 | 24.815 | — | — | — | 67.725 | — | |
| HumanNeRFCropped to 2D bounding boxes=true2024.04 | 0.792 | 0.106 | 23.624 | — | — | — | 88.382 | — | |
| Instant-NVRCropped to 2D bounding boxes=true2024.04 | 0.738 | 0.202 | 21.748 | — | — | — | 144.99 | — | |
| Neural BodyCropped to 2D bounding boxes=true2024.04 | 0.703 | 0.164 | 21.438 | — | — | — | 125.1 | — |