Novel View Synthesis on DL3DV (PSNR, SSIM, LPIPS)
29.82PSNR3DGS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| 3DGSVenue=ToG’23, Number of input views=Full input views (200–400 views), Time=>600s, FPS=>502026.05 | 29.82 | 91.9 | 0.12 | |
| DVSMNumber of input views=64, Patch size=8, DINO prior injection=false, Time=60s, FPS=12026.05 | 29.71 | 89.8 | 0.12 | |
| 3D-GS30kNumber of input views=128, Resolution=960 x 5402026.05 | 29.43 | 91.4 | 0.123 | |
| AdaptSplatNumber of input views=128, Resolution=960 x 5402026.05 | 29.27 | 91.1 | 0.127 | |
| MVPNumber of input views=128, Resolution=960 x 5402026.05 | 29.02 | 90.3 | 0.134 | |
| DVSMNumber of input views=64, Patch size=16, DINO prior injection=true, Time=5.2s, FPS=152026.05 | 28.9 | 88.2 | 0.135 | |
| LaCTVenue=ICLR’26, Number of input views=64, Time=59s, FPS=1.82026.05 | 28.3 | 85.7 | 0.169 | |
| AdaptSplatNumber of input views=64, Resolution=960 x 5402026.05 | 27.98 | 89.1 | 0.145 | |
| DVSMNumber of input views=32, Patch size=8, DINO prior injection=false, Time=15s, FPS=22026.05 | 27.96 | 86.9 | 0.145 | |
| MVPNumber of input views=64, Resolution=960 x 5402026.05 | 27.73 | 88.1 | 0.154 | |
| 3D-GS30kNumber of input views=64, Resolution=960 x 5402026.05 | 27.34 | 88.3 | 0.146 | |
| LongLRM++Venue=arxiv’25, Number of input views=64, Time=16s, FPS=142026.05 | 27.3 | 86.9 | 0.161 | |
| DVSMNumber of input views=32, Patch size=16, DINO prior injection=true, Time=1.8s, FPS=252026.05 | 27.29 | 85.2 | 0.159 | |
| LaCTVenue=ICLR’26, Number of input views=32, Time=29s, FPS=1.82026.05 | 26.9 | 83.7 | 0.185 | |
| LongLRM++Venue=arxiv’25, Number of input views=32, Time=4.7s, FPS=142026.05 | 26.43 | 84.6 | 0.18 | |
| 3DGSVenue=ToG’23, Number of input views=64, Time=>600s, FPS=>502026.05 | 26.43 | 85.4 | 0.167 | |
| AdaptSplatNumber of input views=32, Resolution=960 x 5402026.05 | 26.28 | 86 | 0.177 | |
| MVPNumber of input views=32, Resolution=960 x 5402026.05 | 25.96 | 84.7 | 0.187 | |
| tttLRMVenue=CVPR’26, Number of input views=64, Time=15s2026.05 | 25.95 | 84.4 | 0.195 | |
| DVSMNumber of input views=16, Patch size=8, DINO prior injection=false, Time=4.4s, FPS=42026.05 | 25.88 | 82.3 | 0.188 | |
| DVSMNumber of input views=16, Patch size=16, DINO prior injection=true, Time=0.6s, FPS=402026.05 | 25.46 | 80.8 | 0.199 | |
| tttLRMVenue=CVPR’26, Number of input views=32, Time=7.2s2026.05 | 25.07 | 82.2 | 0.215 | |
| LongLRMVenue=ICCV’25, Number of input views=64, Time=3s, FPS=>502026.05 | 24.77 | 80.4 | 0.239 | |
| LaCTVenue=ICLR’26, Number of input views=16, Time=15s, FPS=1.82026.05 | 24.7 | 79.3 | 0.224 | |
| iLRMNumber of input views=64, Resolution=960 x 5402026.05 | 24.44 | 81.9 | 0.24 | |
| 3D-GS30kNumber of input views=32, Resolution=960 x 5402026.05 | 24.43 | 82.7 | 0.191 | |
| LongLRM++Venue=arxiv’25, Number of input views=16, Time=1.6s, FPS=142026.05 | 24.4 | 79.5 | 0.231 | |
| iLRMNumber of input views=32, Resolution=960 x 5402026.05 | 24.3 | 80.3 | 0.256 | |
| LongLRMVenue=ICCV’25, Number of input views=32, Time=1s, FPS=>502026.05 | 24.1 | 78.3 | 0.254 | |
| AdaptSplatNumber of input views=16, Resolution=960 x 5402026.05 | 24.06 | 81.3 | 0.23 | |
| Long-LRMNumber of input views=32, Resolution=960 x 5402026.05 | 23.97 | 77.8 | 0.267 | |
| MVPNumber of input views=16, Resolution=960 x 5402026.05 | 23.76 | 79.8 | 0.239 | |
| Long-LRMNumber of input views=64, Resolution=960 x 5402026.05 | 23.6 | 78.9 | 0.26 | |
| tttLRMVenue=CVPR’26, Number of input views=16, Time=3.6s2026.05 | 23.6 | 78.4 | 0.255 | |
| 3DGSVenue=ToG’23, Number of input views=32, Time=>600s, FPS=>502026.05 | 23.6 | 77.9 | 0.213 | |
| iLRMNumber of input views=128, Resolution=960 x 5402026.05 | 22.98 | 80.7 | 0.249 | |
| LongLRMVenue=ICCV’25, Number of input views=16, Time=0.4s, FPS=>502026.05 | 22.66 | 74 | 0.292 | |
| iLRMNumber of input views=16, Resolution=960 x 5402026.05 | 21.92 | 74.8 | 0.316 | |
| LVSMVenue=ICLR’25, Number of input views=32, Time=15s, FPS=202026.05 | 21.73 | 66.4 | 0.365 | |
| LVSMVenue=ICLR’25, Number of input views=16, Time=4s, FPS=19.92026.05 | 21.64 | 66.6 | 0.365 | |
| 3D-GS30kNumber of input views=16, Resolution=960 x 5402026.05 | 21.48 | 75.3 | 0.252 | |
| LVSMVenue=ICLR’25, Number of input views=64, Time=60s, FPS=192026.05 | 21.46 | 65.1 | 0.377 | |
| Long-LRMNumber of input views=128, Resolution=960 x 5402026.05 | 21.24 | 73.9 | 0.308 | |
| 3DGSVenue=ToG’23, Number of input views=16, Time=>600s, FPS=>502026.05 | 21.2 | 70.8 | 0.264 | |
| Long-LRMNumber of input views=16, Resolution=960 x 5402026.05 | 21.05 | 70.8 | 0.297 | |
| TriSplatInput views=6, Rendering protocol=mesh rendering2026.05 | 20.84 | 61.5 | 0.335 | |
| FLATRepresentation=3DGS2026.06 | 20.71 | 66.3 | 0.275 | |
| FLATRepresentation=2DGS2026.06 | 20.44 | 64.7 | 0.284 | |
| LyraRepresentation=3DGS2026.06 | 20.09 | 58.3 | 0.313 | |
| LYRATime=~2.8h2026.06 | 20.09 | 58.3 | 0.313 | |
| FLATRepresentation=Triangles2026.06 | 20.04 | 62.7 | 0.314 | |
| VidSplatNumber of input views=62026.05 | 19.78 | 69.9 | 0.292 | |
| UniSHARP2026.06 | 19.468 | 59.4 | 0.196 | |
| PRISMTime=~36s2026.06 | 19.46 | 61.8 | 0.35 | |
| SGS-Intrinsic2026.03 | 19.31 | 42 | 0.41 | |
| GeoSplat2026.03 | 18.98 | 40 | 0.44 | |
| YoNoSplatInput views=6, Rendering protocol=mesh rendering2026.05 | 18.88 | 54.8 | 0.414 | |
| TriSplatInput views=12, Rendering protocol=mesh rendering2026.05 | 18.71 | 49.3 | 0.4 | |
| GSIR2026.03 | 18.65 | 38 | 0.48 | |
| AnySplatInput views=6, Rendering protocol=mesh rendering2026.05 | 18.58 | 55.1 | 0.397 | |
| Flash3D2026.06 | 18.418 | 57.4 | 0.179 | |
| IRGS2026.03 | 18.34 | 36 | 0.51 | |
| R3DG2026.03 | 18.22 | 35 | 0.52 | |
| TriSplatInput views=24, Rendering protocol=mesh rendering2026.05 | 18.06 | 45.5 | 0.425 | |
| SVGIR2026.03 | 17.96 | 31 | 0.59 | |
| GuidedVDNumber of input views=62026.05 | 17.87 | 64.9 | 0.387 | |
| SHARP2026.06 | 17.368 | 54.5 | 0.286 | |
| YoNoSplatInput views=12, Rendering protocol=mesh rendering2026.05 | 16.9 | 45.9 | 0.485 | |
| MAtChaNumber of input views=62026.05 | 16.83 | 59.8 | 0.326 | |
| QGSNumber of input views=62026.05 | 16.73 | 59.9 | 0.359 | |
| YoNoSplatInput views=24, Rendering protocol=mesh rendering2026.05 | 16.71 | 45.2 | 0.499 | |
| WonderlandRepresentation=3DGS2026.06 | 16.64 | 57.4 | 0.325 | |
| WonderlandTime=~5min2026.06 | 16.64 | 57.4 | 0.325 | |
| AnySplatInput views=12, Rendering protocol=mesh rendering2026.05 | 16.58 | 48.5 | 0.462 | |
| AnySplatInput views=24, Rendering protocol=mesh rendering2026.05 | 16.42 | 44.2 | 0.475 | |
| DIFIX3D+Number of input views=62026.05 | 16.36 | 54.9 | 0.391 | |
| PGSRNumber of input views=62026.05 | 16.31 | 61.6 | 0.386 | |
| FSGSNumber of input views=62026.05 | 16.3 | 62.2 | 0.411 | |
| TMPI2026.06 | 16.002 | 49 | 0.34 | |
| LVSM2026.06 | 15.848 | 44.6 | 0.374 | |
| MVSplatInput views=24, Rendering protocol=mesh rendering2026.05 | 15.72 | 43.9 | 0.526 | |
| ViewCrafterRepresentation=3DGS2026.06 | 15.53 | 52.5 | 0.352 | |
| ViewCrafterTime=~6min2026.06 | 15.53 | 52.5 | 0.352 | |
| MVSplatInput views=12, Rendering protocol=mesh rendering2026.05 | 15.16 | 43.1 | 0.525 | |
| DepthSplatInput views=24, Rendering protocol=mesh rendering2026.05 | 15.13 | 42.2 | 0.541 | |
| DepthSplatInput views=6, Rendering protocol=mesh rendering2026.05 | 14.86 | 48.1 | 0.49 | |
| DepthSplatInput views=12, Rendering protocol=mesh rendering2026.05 | 14.82 | 42.6 | 0.536 | |
| MVSplatInput views=6, Rendering protocol=mesh rendering2026.05 | 14.75 | 45 | 0.509 | |
| FatesGSNumber of input views=62026.05 | 14.07 | 50.5 | 0.454 | |
| ZeroNVSRepresentation=3DGS2026.06 | 13.35 | 33.9 | 0.465 | |
| ZeroNVSTime=~3h2026.06 | 13.35 | 33.9 | 0.465 | |
| Sparse2DGSNumber of input views=62026.05 | 12.96 | 27.6 | 0.535 |