Novel View Synthesis on RE10K
95.6SSIMAdaptSplat (base)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdaptSplat (base)Input views=6, Novel views=8, Resolution=256 × 2562026.05 | 95.6 | 33.86 | 0.062 | |
| AdaptSplat (tiny)Input views=6, Novel views=8, Resolution=256 × 256, Backbone=DINO-ConvNeXt (tiny)2026.05 | 95.5 | 33.7 | 0.063 | |
| MVPInput views=6, Novel views=8, Resolution=256 × 2562026.05 | 94.8 | 32.89 | 0.067 | |
| Long-LRMInput views=6, Novel views=8, Resolution=256 × 2562026.05 | 94.5 | 32.66 | 0.073 | |
| VolSplatInput views=6, Novel views=8, Resolution=256 × 2562026.05 | 94.1 | 31.3 | 0.075 | |
| AA-SplatTarget Resolution=1/4x, Input Resolution=256x2562026.03 | 93 | 27.919 | 0.063 | |
| TranSplatInput views=6, Novel views=8, Resolution=256 × 2562026.05 | 92.8 | 29.62 | 0.084 | |
| DepthSplatInput views=6, Novel views=8, Resolution=256 × 2562026.05 | 92.5 | 29.68 | 0.087 | |
| MVSplatInput views=6, Novel views=8, Resolution=256 × 2562026.05 | 92.4 | 29.13 | 0.091 | |
| YoNoSplatInput views=6, Novel views=8, Resolution=256 × 2562026.05 | 91.9 | 29.57 | 0.077 | |
| AA-SplatTarget Resolution=1/2x, Input Resolution=256x2562026.03 | 91.5 | 28.11 | 0.079 | |
| AA-SplatTarget Resolution=4x, Input Resolution=256x256, Evaluation Protocol=HRRC2026.03 | 90.4 | 27.087 | 0.2 | |
| AA-SplatTarget Resolution=Avg., Input Resolution=256x2562026.03 | 90.4 | 27.51 | 0.125 | |
| PixelSplatInput views=6, Novel views=8, Resolution=256 × 2562026.05 | 90 | 28.95 | 0.163 | |
| SPFSplatV2Target Resolution=1x, Input Resolution=256x2562026.03 | 89.2 | 27.519 | 0.116 | |
| SPFSplatV2-LTarget Resolution=1x, Input Resolution=256x2562026.03 | 89.2 | 27.426 | 0.106 | |
| SPFSplatTarget Resolution=1x, Input Resolution=256x2562026.03 | 88.8 | 27.313 | 0.119 | |
| AA-SplatTarget Resolution=1x, Input Resolution=256x2562026.03 | 88.7 | 27.279 | 0.114 | |
| AA-SplatTarget Resolution=2x, Input Resolution=256x256, Evaluation Protocol=HRRC2026.03 | 88.7 | 27.153 | 0.169 | |
| 2Xplatground-truth camera poses (p)=false, intrinsics (k)=false, evaluation-time pose alignment (EPA)=true2026.03 | 88.1 | 27.239 | 0.126 | |
| RayDer-BTraining Dataset=SpatialVid [71], GT Pose=false2026.05 | 87.9 | 28.35 | 0.151 | |
| DepthSplatTarget Resolution=1x, Input Resolution=256x2562026.03 | 87.8 | 26.791 | 0.122 | |
| NoPoSplatTarget Resolution=1x, Input Resolution=256x2562026.03 | 87.8 | 26.755 | 0.126 | |
| 2Xplatground-truth camera poses (p)=true, intrinsics (k)=false, evaluation-time pose alignment (EPA)=true2026.03 | 87.7 | 27.108 | 0.128 | |
| SPFSplatV2Target Resolution=1/2x, Input Resolution=256x2562026.03 | 87.6 | 24.781 | 0.091 | |
| SPFSplatTarget Resolution=1/2x, Input Resolution=256x2562026.03 | 87.3 | 24.694 | 0.093 | |
| HiSplatP=2, Method Category=Feed-forward geometry models, Geometry Prior=False2026.03 | 87.2 | — | — | |
| NoPoSplatTarget Resolution=1/2x, Input Resolution=256x2562026.03 | 87.1 | 24.786 | 0.095 | |
| MVSplatTarget Resolution=1x, Input Resolution=256x2562026.03 | 86.9 | 26.387 | 0.128 | |
| MVSplatP=2, Method Category=Feed-forward geometry models, Geometry Prior=False2026.03 | 86.8 | — | — | |
| DepthSplatP=2, Method Category=Feed-forward geometry models, Geometry Prior=False2026.03 | 86.8 | — | — | |
| DepthSplatTarget Resolution=1/2x, Input Resolution=256x2562026.03 | 86.4 | 24.449 | 0.102 | |
| SPFSplatV2-LTarget Resolution=1/2x, Input Resolution=256x2562026.03 | 86.2 | 24.215 | 0.093 | |
| NAS3Rprior=VGGT, supervision=Self-Supervised2026.03 | 86.1 | 25.888 | 0.136 | |
| CanonicalGSNumber of input views=8, Gaussian-space merging=false2026.06 | 86.1 | 25.22 | 0.145 | |
| 2Xplatground-truth camera poses (p)=false, intrinsics (k)=false, evaluation-time pose alignment (EPA)=false2026.03 | 85.9 | 26.161 | 0.132 | |
| Difix3DP=2, Method Category=Generative model + Geometry prior, Geometry Prior=True2026.03 | 85.7 | — | — | |
| YoNoSplatground-truth camera poses (p)=true, intrinsics (k)=false, evaluation-time pose alignment (EPA)=true2026.03 | 85.7 | 25.395 | 0.131 | |
| CanonicalGSNumber of input views=6, Gaussian-space merging=false2026.06 | 85.7 | 24.82 | 0.149 | |
| LGTMBaseline=NoPoSplat, Render Resolution=2048×1152 (2K), Primitive Resolution=512×288, Texture Size=4×4, Two-view setting=true2026.03 | 85.6 | 25.233 | 0.182 | |
| NAS3Rprior=MASt3R, supervision=Self-Supervised2026.03 | 85.6 | 25.814 | 0.149 | |
| SPFSplatV2-Lsupervision=Self-Supervised2026.03 | 85.5 | 25.668 | 0.137 | |
| SPFSplatV2supervision=Self-Supervised2026.03 | 85.3 | 25.693 | 0.149 | |
| CanonicalGSNumber of input views=4, Gaussian-space merging=false2026.06 | 85.3 | 24.7 | 0.154 | |
| NoPoSplatNumber of views=2 views2026.03 | 84.9 | 25.59 | 0.14 | |
| YoNoSplatground-truth camera poses (p)=true, intrinsics (k)=true, evaluation-time pose alignment (EPA)=true2026.03 | 84.8 | 25.037 | 0.134 | |
| LGTMBaseline=NoPoSplat, Render Resolution=1024×576 (1K), Primitive Resolution=512×288, Texture Size=2×2, Two-view setting=true2026.03 | 84.7 | 25.419 | 0.195 | |
| SPFSplatsupervision=Self-Supervised2026.03 | 84.7 | 25.484 | 0.153 | |
| MVSplatTarget Resolution=1/2x, Input Resolution=256x2562026.03 | 84.7 | 22.428 | 0.129 | |
| DepthSplatground-truth camera poses (p)=true, intrinsics (k)=true, evaluation-time pose alignment (EPA)=false2026.03 | 84.6 | 24.156 | 0.145 | |
| OnlineXNumber of views=2 views2026.03 | 84.5 | 25.78 | 0.144 | |
| DepthSplatNumber of input views=4, Gaussian-space merging=false2026.06 | 84.4 | 23.39 | 0.164 | |
| OnlineXNumber of views=8 views2026.03 | 84.1 | 25.59 | 0.148 | |
| CanonicalGSNumber of input views=2, Gaussian-space merging=false2026.06 | 84 | 24.22 | 0.164 | |
| pixelSplat + EAGLESBase Method=pixelSplat, Pruning Method=EAGLES, Pruning Target (β)=0.4, Finetune=False2026.07 | 84 | 24.75 | 0.19 | |
| OnlineXNumber of views=4 views2026.03 | 83.9 | 25.56 | 0.147 | |
| NoPoSplatsupervision=Supervised2026.03 | 83.9 | 25.061 | 0.161 | |
| DepthSplatNumber of input views=6, Gaussian-space merging=false2026.06 | 83.9 | 23.01 | 0.166 | |
| DepthSplatNumber of input views=2, Gaussian-space merging=false2026.06 | 83.8 | 24.16 | 0.166 | |
| SPFSplatV2Target Resolution=2x, Input Resolution=256x256, Evaluation Protocol=HRRC2026.03 | 83.7 | 22.305 | 0.237 | |
| FLARENumber of views=2 views2026.03 | 83.4 | 24.83 | 0.165 | |
| MVSplatNumber of views=2 views2026.03 | 82.9 | 24.73 | 0.171 | |
| 2DGSBaseline=NoPoSplat, Render Resolution=1024×576 (1K), Primitive Resolution=512×288, Two-view setting=true2026.03 | 82.9 | 24.674 | 0.225 | |
| SPFSplatTarget Resolution=2x, Input Resolution=256x256, Evaluation Protocol=HRRC2026.03 | 82.7 | 21.929 | 0.247 | |
| GeoNVSP=2, Method Category=Generative model + Geometry prior, Geometry Prior=True2026.03 | 82.6 | — | — | |
| SPFSplatV2Target Resolution=Avg., Input Resolution=256x2562026.03 | 82.6 | 23.076 | 0.182 | |
| YoNoSplatground-truth camera poses (p)=false, intrinsics (k)=false, evaluation-time pose alignment (EPA)=true2026.03 | 82.3 | 24.571 | 0.144 | |
| 3DGSBaseline=NoPoSplat, Render Resolution=1024×576 (1K), Primitive Resolution=512×288, Two-view setting=true2026.03 | 82.3 | 24.666 | 0.25 | |
| 2DGSBaseline=NoPoSplat, Render Resolution=2048×1152 (2K), Primitive Resolution=512×288, Two-view setting=true2026.03 | 82.3 | 24.282 | 0.227 | |
| NoPoSplatTarget Resolution=2x, Input Resolution=256x256, Evaluation Protocol=HRRC2026.03 | 82.1 | 21.808 | 0.266 | |
| 3DGSBaseline=NoPoSplat, Render Resolution=2048×1152 (2K), Primitive Resolution=512×288, Two-view setting=true2026.03 | 81.9 | 24.235 | 0.257 | |
| SPFSplatTarget Resolution=Avg., Input Resolution=256x2562026.03 | 81.9 | 22.828 | 0.188 | |
| GenFusionP=2, Method Category=Generative model + Geometry prior, Geometry Prior=True2026.03 | 81.8 | — | — | |
| AirSplatNumber of input views=36, Pose requirement=Pose free2026.03 | 81.5 | 23.94 | 0.179 | |
| AirSplatNumber of input views=24, Pose requirement=Pose free2026.03 | 81.4 | 23.77 | 0.178 | |
| DepthSplatNumber of input views=8, Gaussian-space merging=false2026.06 | 81.4 | 22 | 0.19 | |
| NoPoSplatTarget Resolution=Avg., Input Resolution=256x2562026.03 | 81.3 | 22.705 | 0.195 | |
| MVSplatTraining Data=RE10K, Supervision=Supervised, Random Initialization=false2026.03 | 81.2 | 24.012 | 0.175 | |
| pixelSplat + EAGLESBase Method=pixelSplat, Pruning Method=EAGLES, Pruning Target (β)=0.5, Finetune=False2026.07 | 81 | 23.14 | 0.24 | |
| pixelSplatTraining Data=RE10K, Supervision=Supervised, Random Initialization=false2026.03 | 80.8 | 23.859 | 0.184 | |
| MVSplatTarget Resolution=2x, Input Resolution=256x256, Evaluation Protocol=HRRC2026.03 | 80.8 | 20.294 | 0.279 | |
| Pi3 + InstantSplatP=2, Method Category=Feed-forward geometry models, Geometry Prior=False2026.03 | 80.7 | — | — | |
| DepthSplatNumber of input views=2, Gaussian-space merging=true2026.06 | 80.5 | 23.37 | 0.202 | |
| MVSplatTarget Resolution=Avg., Input Resolution=256x2562026.03 | 80.3 | 21.449 | 0.22 | |
| DepthSplatNumber of input views=4, Gaussian-space merging=true2026.06 | 80.3 | 23.26 | 0.208 | |
| ZPressorNumber of input views=6, Gaussian-space merging=false2026.06 | 80.3 | 22.91 | 0.204 | |
| MVSplatNumber of input views=2, Gaussian-space merging=false2026.06 | 80.1 | 22.52 | 0.187 | |
| ZPressorNumber of input views=8, Gaussian-space merging=false2026.06 | 80 | 22.75 | 0.206 | |
| AirSplatNumber of input views=12, Pose requirement=Pose free2026.03 | 79.9 | 23.08 | 0.19 | |
| FreeSplatNumber of input views=4, Gaussian-space merging=false2026.06 | 79.9 | 21.66 | 0.213 | |
| CUT3R+GSNumber of views=2 views2026.03 | 79.8 | 23.12 | 0.208 | |
| VGGT + InstantSplatP=2, Method Category=Feed-forward geometry models, Geometry Prior=False2026.03 | 79.8 | — | — | |
| TriSplatinput views=62026.05 | 79.8 | 24.69 | 0.269 | |
| FreeSplatNumber of input views=6, Gaussian-space merging=false2026.06 | 79.6 | 21.62 | 0.222 | |
| DepthSplatNumber of input views=6, Gaussian-space merging=true2026.06 | 79.5 | 23.01 | 0.213 | |
| FLARENumber of views=4 views2026.03 | 79.4 | 23.16 | 0.218 | |
| DepthSplatNumber of input views=12, Pose requirement=w/ Pose2026.03 | 79.3 | 22.56 | 0.2 | |
| MVSplatNumber of input views=4, Gaussian-space merging=false2026.06 | 79 | 20.94 | 0.211 | |
| DepthSplatTarget Resolution=Avg., Input Resolution=256x2562026.03 | 78.7 | 22.107 | 0.226 | |
| SPFSplatV2Target Resolution=4x, Input Resolution=256x256, Evaluation Protocol=HRRC2026.03 | 78.5 | 19.444 | 0.34 |