Novel View Synthesis on DL3DV (test)
30.39PSNR3D-GS
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 3D-GSViews=256, Time=8min2025.12 | 30.39 | 0.926 | 0.114 | — | — | — | — | — | — | — | |
| 3D-GSViews=192, Time=8min2025.12 | 30.14 | 0.924 | 0.116 | — | — | — | — | — | — | — | |
| MVPViews=256, Time (s)=1.842025.12 | 29.67 | 0.915 | 0.128 | — | — | — | — | — | — | — | |
| MVPViews=192, Time (s)=1.232025.12 | 29.54 | 0.912 | 0.127 | — | — | — | — | — | — | — | |
| 3D-GSInput views=128, Optimization steps=30k, Time=8min2025.12 | 29.43 | 0.914 | 0.123 | — | — | — | — | — | — | — | |
| MVPInput views=128, Time=0.77s2025.12 | 29.02 | 0.903 | 0.134 | — | — | — | — | — | — | — | |
| ReSplat→FCGSCodec Setting=λFCGS = 0.00162026.05 | 28.72 | 0.897 | 0.113 | — | — | — | — | — | — | 1.39 | |
| ReSplat→SOGSCodec Setting=Default2026.05 | 28.36 | 0.894 | 0.12 | — | — | — | — | — | — | 0.86 | |
| StructSplatCamera Condition=No2026.06 | 28.045 | 0.888 | 0.091 | — | — | — | — | — | — | — | |
| MVPInput views=64, Time=0.36s2025.12 | 27.73 | 0.881 | 0.154 | — | — | — | — | — | — | — | |
| DepthSplatPre-trained dataset=RealEstate10K, Evaluation mode=Cross-dataset generalization2024.10 | 27.66 | 0.895 | 0.096 | — | — | — | — | — | — | — | |
| 3D-GSInput views=64, Optimization steps=30k, Time=8min2025.12 | 27.34 | 0.883 | 0.146 | — | — | — | — | — | — | — | |
| CodecSplatCodec Setting=λ = 10242026.05 | 26.36 | 0.876 | 0.117 | — | — | — | — | — | — | 107.77 | |
| CodecSplatCodec Setting=λ = 5122026.05 | 26.3 | 0.874 | 0.12 | — | — | — | — | — | — | 94.38 | |
| CodecSplatCodec Setting=λ = 2562026.05 | 26.14 | 0.869 | 0.127 | — | — | — | — | — | — | 76.56 | |
| MVPInput views=32, Time=0.17s2025.12 | 25.96 | 0.847 | 0.187 | — | — | — | — | — | — | — | |
| CodecSplatCodec Setting=λ = 1282026.05 | 25.79 | 0.858 | 0.141 | — | — | — | — | — | — | 57.79 | |
| NoPoSplatCamera Condition=Weak2026.06 | 25.592 | 0.838 | 0.104 | — | — | — | — | — | — | — | |
| CodecSplatCodec Setting=λ = 642026.05 | 25.24 | 0.839 | 0.167 | — | — | — | — | — | — | 41.52 | |
| DepthSplat→PNGCodec Setting=KSH = 81922026.05 | 24.94 | 0.848 | 0.128 | — | — | — | — | — | — | 11.66 | |
| DepthSplat→SOGSCodec Setting=Default2026.05 | 24.94 | 0.848 | 0.128 | — | — | — | — | — | — | 11.48 | |
| DepthSplat→FCGSCodec Setting=λFCGS = 0.00162026.05 | 24.93 | 0.847 | 0.129 | — | — | — | — | — | — | 12.08 | |
| CodecSplatCodec Setting=λ = 322026.05 | 24.48 | 0.809 | 0.209 | — | — | — | — | — | — | 28.7 | |
| iLRMInput views=64, Time=1.66s2025.12 | 24.44 | 0.819 | 0.24 | — | — | — | — | — | — | — | |
| 3D-GSInput views=32, Optimization steps=30k, Time=8min2025.12 | 24.43 | 0.827 | 0.191 | — | — | — | — | — | — | — | |
| iLRMInput views=32, Time=0.53s2025.12 | 24.3 | 0.803 | 0.256 | — | — | — | — | — | — | — | |
| DepthSplatnumber of input views=6, inference time (s)=0.1322024.10 | 24.19 | 0.823 | 0.147 | — | — | — | — | — | — | — | |
| MVSplatPre-trained dataset=RealEstate10K, Evaluation mode=Cross-dataset generalization2024.10 | 24.14 | 0.808 | 0.149 | — | — | — | — | — | — | — | |
| Long-LRMInput views=32, Time=0.84s2025.12 | 23.97 | 0.778 | 0.267 | — | — | — | — | — | — | — | |
| MVPInput views=16, Time=0.09s2025.12 | 23.76 | 0.798 | 0.239 | — | — | — | — | — | — | — | |
| Long-LRMInput views=64, Time=2.08s2025.12 | 23.6 | 0.789 | 0.26 | — | — | — | — | — | — | — | |
| CodecSplatCodec Setting=λ = 162026.05 | 23.56 | 0.768 | 0.267 | — | — | — | — | — | — | 20 | |
| FLARE*Camera Condition=Weak2026.06 | 23.441 | 0.757 | 0.126 | — | — | — | — | — | — | — | |
| DepthSplatnumber of input views=4, inference time (s)=0.1072024.10 | 23.12 | 0.78 | 0.178 | — | — | — | — | — | — | — | |
| iLRMInput views=128, Time=5.61s2025.12 | 22.98 | 0.807 | 0.249 | — | — | — | — | — | — | — | |
| MVSplatnumber of input views=6, inference time (s)=0.2632024.10 | 22.93 | 0.775 | 0.193 | — | — | — | — | — | — | — | |
| iLRMInput views=16, Checkpoint=Original paper (fixed 16-view)2025.12 | 22.91 | 0.766 | 0.295 | — | — | — | — | — | — | — | |
| ReSplat→PNGCodec Setting=KSH = 81922026.05 | 22.75 | 0.843 | 0.172 | — | — | — | — | — | — | 0.84 | |
| One-Shot RefinerResolution=512x5122026.01 | 22.67 | 0.69 | 0.16 | — | 3.87 | 72.86 | 0.72 | 0.49 | 40.46 | — | |
| Long-LRMInput views=16, Checkpoint=Original paper (fixed 16-view)2025.12 | 22.66 | 0.74 | 0.292 | — | — | — | — | — | — | — | |
| PF3platCamera Condition=Weak2026.06 | 22.579 | 0.731 | 0.186 | — | — | — | — | — | — | — | |
| GaussFusion (Full)Venue=CVPR 2026, Infer. Speed=4.3 FPS2026.03 | 22.548 | 0.832 | 0.278 | — | — | — | — | — | 3.933 | — | |
| GaussFusion (Few-step)Venue=CVPR 2026, Infer. Speed=15.11 FPS2026.03 | 22.494 | 0.842 | 0.288 | — | — | — | — | — | 7.383 | — | |
| AnySplatCamera Condition=No2026.06 | 22.377 | 0.716 | 0.15 | — | — | — | — | — | — | — | |
| GaussFusion (Single)Venue=CVPR 2026, Infer. Speed=4.3 FPS2026.03 | 22.266 | 0.827 | 0.282 | — | — | — | — | — | 4.171 | — | |
| HADType=Optimization2026.05 | 22.134 | 0.757 | 0.19 | — | — | — | — | — | — | — | |
| HAD*Type=Optimization, variant=two-phase 3DGS optimization strategy of Difix3D2026.05 | 21.983 | 0.755 | 0.195 | — | — | — | — | — | — | — | |
| iLRMInput views=16, Checkpoint=32-view, Time=0.19s2025.12 | 21.92 | 0.748 | 0.316 | — | — | — | — | — | — | — | |
| iLRMViews=192, Time (s)=11.912025.12 | 21.68 | 0.788 | 0.264 | — | — | — | — | — | — | — | |
| One-Shot RefinerResolution=1024 x 10242026.01 | 21.64 | 0.69 | 0.28 | — | — | — | — | — | 41.74 | — | |
| MVSplatnumber of input views=4, inference time (s)=0.1462024.10 | 21.63 | 0.721 | 0.233 | — | — | — | — | — | — | — | |
| 3D-GSInput views=16, Optimization steps=30k, Time=8min2025.12 | 21.48 | 0.753 | 0.252 | — | — | — | — | — | — | — | |
| Difix3DType=Optimization2026.05 | 21.355 | 0.734 | 0.199 | — | — | — | — | — | — | — | |
| Long-LRMInput views=128, Time=6.39s2025.12 | 21.24 | 0.739 | 0.308 | — | — | — | — | — | — | — | |
| HAD+Type=Post-rendering2026.05 | 21.213 | 0.719 | 0.177 | — | — | — | — | — | — | — | |
| Long-LRMInput views=16, Checkpoint=32-view, Time=0.50s2025.12 | 21.05 | 0.708 | 0.297 | — | — | — | — | — | — | — | |
| Depth Anything 3Camera Condition=No2026.06 | 20.715 | 0.615 | 0.226 | — | — | — | — | — | — | — | |
| ExploreGSVenue=ICCV 2025, Infer. Speed=1.2 FPS2026.03 | 20.689 | 0.76 | 0.345 | — | — | — | — | — | 6.269 | — | |
| Difix3D+Type=Post-rendering2026.05 | 20.673 | 0.709 | 0.181 | — | — | — | — | — | — | — | |
| iLRMViews=256, Time (s)=20.922025.12 | 20.63 | 0.767 | 0.281 | — | — | — | — | — | — | — | |
| Gsplat-mcmcType=Optimization2026.05 | 20.532 | 0.721 | 0.225 | — | — | — | — | — | — | — | |
| CanonicalGSviews=82026.06 | 20.21 | 0.676 | 0.269 | — | — | — | — | — | — | — | |
| Difix3D+Venue=CVPR 2025, Infer. Speed=12.8 FPS2026.03 | 20.095 | 0.765 | 0.302 | — | — | — | — | — | 4.217 | — | |
| CanonicalGSviews=62026.06 | 20.05 | 0.667 | 0.278 | — | — | — | — | — | — | — | |
| LVSMType=FFD2026.05 | 19.855 | 0.636 | 0.252 | — | — | — | — | — | — | — | |
| RayZerCamera Condition=No2026.06 | 19.802 | 0.527 | 0.286 | — | — | — | — | — | — | — | |
| CanonicalGSviews=42026.06 | 19.78 | 0.665 | 0.284 | — | — | — | — | — | — | — | |
| DepthSplatviews=42026.06 | 19.6 | 0.67 | 0.287 | — | — | — | — | — | — | — | |
| DepthSplatnumber of input views=2, inference time (s)=0.0832024.10 | 19.31 | 0.615 | 0.31 | — | — | — | — | — | — | — | |
| CanonicalGSviews=22026.06 | 19.26 | 0.592 | 0.331 | — | — | — | — | — | — | — | |
| DepthSplatviews=62026.06 | 19.14 | 0.667 | 0.283 | — | — | — | — | — | — | — | |
| Gsplat-3DGSType=Optimization2026.05 | 19.004 | 0.679 | 0.281 | — | — | — | — | — | — | — | |
| DepthSplatviews=22026.06 | 19 | 0.596 | 0.331 | — | — | — | — | — | — | — | |
| DepthSplat†views=4, Gaussian-space merging=true2026.06 | 18.83 | 0.614 | 0.359 | — | — | — | — | — | — | — | |
| FreeSplatviews=62026.06 | 18.78 | 0.62 | 0.345 | — | — | — | — | — | — | — | |
| DepthSplat†views=6, Gaussian-space merging=true2026.06 | 18.52 | 0.603 | 0.366 | — | — | — | — | — | — | — | |
| DepthSplat†views=2, Gaussian-space merging=true2026.06 | 18.45 | 0.562 | 0.385 | — | — | — | — | — | — | — | |
| GenFusionVenue=CVPR 2025, Infer. Speed=1.1 FPS2026.03 | 18.363 | 0.69 | 0.391 | — | — | — | — | — | 9.981 | — | |
| DepthsplatType=FFD2026.05 | 18.324 | 0.64 | 0.378 | — | — | — | — | — | — | — | |
| AnySplatResolution=512x5122026.01 | 18.27 | 0.55 | 0.27 | — | 3.53 | 64.37 | 0.68 | 0.36 | 64.91 | — | |
| FreeSplatviews=82026.06 | 18.2 | 0.59 | 0.372 | — | — | — | — | — | — | — | |
| SelfSplatCamera Condition=Weak2026.06 | 18.017 | 0.511 | 0.366 | — | — | — | — | — | — | — | |
| DepthSplatviews=82026.06 | 17.97 | 0.626 | 0.32 | — | — | — | — | — | — | — | |
| ZPressorviews=62026.06 | 17.96 | 0.54 | 0.395 | — | — | — | — | — | — | — | |
| FreeSplatviews=42026.06 | 17.93 | 0.597 | 0.348 | — | — | — | — | — | — | — | |
| NVComposerViews=42024.12 | 17.9248 | 0.6958 | 0.2277 | 0.1023 | — | — | — | — | — | — | |
| ZPressorviews=82026.06 | 17.74 | 0.525 | 0.409 | — | — | — | — | — | — | — | |
| DepthSplat†views=8, Gaussian-space merging=true2026.06 | 17.71 | 0.57 | 0.396 | — | — | — | — | — | — | — | |
| MVSplatviews=62026.06 | 17.57 | 0.532 | 0.395 | — | — | — | — | — | — | — | |
| MVSplatnumber of input views=2, inference time (s)=0.0722024.10 | 17.54 | 0.529 | 0.402 | — | — | — | — | — | — | — | |
| SplatfactoVenue=SIGG. 2023, Infer. Speed=(118.3 FPS)2026.03 | 17.417 | 0.605 | 0.412 | — | — | — | — | — | 6.488 | — | |
| MVSplatviews=22026.06 | 17.35 | 0.507 | 0.416 | — | — | — | — | — | — | — | |
| NVComposerViews=32024.12 | 17.3115 | 0.6687 | 0.2558 | 0.1122 | — | — | — | — | — | — | |
| MVSplatviews=42026.06 | 17.2 | 0.535 | 0.385 | — | — | — | — | — | — | — | |
| MVSplatviews=82026.06 | 17.12 | 0.506 | 0.426 | — | — | — | — | — | — | — | |
| NVComposerViews=22024.12 | 16.91 | 0.6445 | 0.2742 | 0.1198 | — | — | — | — | — | — | |
| ZPressorviews=42026.06 | 16.82 | 0.501 | 0.414 | — | — | — | — | — | — | — | |
| FreeSplatviews=22026.06 | 16.69 | 0.463 | 0.443 | — | — | — | — | — | — | — | |
| ZPressorviews=22026.06 | 16.27 | 0.44 | 0.453 | — | — | — | — | — | — | — | |
| Splatt3RCamera Condition=No2026.06 | 15.936 | 0.391 | 0.408 | — | — | — | — | — | — | — |