3D Reconstruction on Neural RGB-D (NRGBD)
0.7Acc MeanSpann3R
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Spann3RFPS=7.961, Input sequence length=500 frames2026.03 | 0.7 | 0.343 | 0.221 | 0.128 | 0.559 | 0.587 | — | |
| Spann3RSeq. Len.=5002026.03 | 0.516 | 0.342 | 0.225 | 0.13 | 0.552 | 0.578 | — | |
| SmoothQuantBit-Width=4/42025.09 | 0.479 | 0.393 | 0.614 | 0.489 | 0.515 | 0.513 | — | |
| Spann3R2026.03 | 0.416 | 0.323 | 0.417 | 0.285 | 0.684 | 0.789 | — | |
| Spann3RSeq. Len.=3002026.03 | 0.346 | 0.221 | 0.175 | 0.099 | 0.558 | 0.586 | — | |
| CUT3RSeq. Len.=5002026.03 | 0.328 | 0.247 | 0.157 | 0.085 | 0.562 | 0.592 | — | |
| CUT3RInput=5002026.01 | 0.326 | 0.243 | 0.132 | 0.042 | 0.556 | 0.582 | — | |
| CUT3R2026.03 | 0.322 | 0.237 | 0.128 | 0.0334 | 0.553 | 0.566 | — | |
| CUT3RInput=4002026.01 | 0.315 | 0.215 | 0.101 | 0.032 | 0.551 | 0.572 | — | |
| CUT3R2025.12 | 0.304 | — | 0.166 | — | 0.581 | — | 27.1 | |
| CUT3RFPS=15.342, Input sequence length=500 frames2026.03 | 0.286 | 0.208 | 0.105 | 0.036 | 0.567 | 0.597 | — | |
| F-ReconFPS=<= 12025.03 | 0.285 | 0.206 | 0.151 | 0.063 | 0.655 | 0.758 | — | |
| MonST3R-GA2026.03 | 0.272 | 0.114 | 0.287 | 0.11 | 0.758 | 0.843 | — | |
| CUT3RSeq. Len.=3002026.03 | 0.244 | 0.136 | 0.081 | 0.019 | 0.575 | 0.613 | — | |
| CUT3RInput=3002026.01 | 0.224 | 0.126 | 0.074 | 0.012 | 0.579 | 0.624 | — | |
| TTT3RSeq. Len.=5002026.03 | 0.169 | 0.082 | 0.096 | 0.015 | 0.594 | 0.647 | — | |
| TTT3RInput=5002026.01 | 0.165 | 0.084 | 0.095 | 0.015 | 0.594 | 0.648 | — | |
| TTT3R2026.03 | 0.161 | 0.082 | 0.093 | 0.0147 | 0.602 | 0.654 | — | |
| DUSt3R2026.01 | 0.144 | 0.019 | 0.154 | 0.018 | 0.87 | 0.982 | — | |
| DUSt3R-GA2026.03 | 0.144 | 0.019 | 0.154 | 0.018 | 0.87 | 0.982 | — | |
| TTT3RInput=4002026.01 | 0.14 | 0.07 | 0.058 | 0.014 | 0.599 | 0.657 | — | |
| Fast3RView=sparse2026.02 | 0.135 | 0.091 | 0.163 | 0.104 | 0.759 | 0.877 | — | |
| Point3RSeq. Len.=5002026.03 | 0.116 | 0.049 | 0.027 | 0.004 | 0.62 | 0.698 | — | |
| Point3RInput=5002026.01 | 0.113 | 0.048 | 0.037 | 0.005 | 0.613 | 0.684 | — | |
| Point3R2026.03 | 0.113 | 0.048 | 0.037 | 0.006 | 0.621 | 0.696 | — | |
| Spann3RSeq. Len.=1002026.03 | 0.111 | 0.069 | 0.045 | 0.015 | 0.636 | 0.733 | — | |
| TTT3R2026.03 | 0.105 | 0.032 | 0.08 | 0.027 | 0.835 | 0.97 | — | |
| CUT3RView=sparse2026.02 | 0.104 | 0.041 | 0.079 | 0.031 | 0.822 | 0.968 | — | |
| TTT3RInput=3002026.01 | 0.103 | 0.045 | 0.025 | 0.005 | 0.608 | 0.673 | — | |
| TTT3RSeq. Len.=3002026.03 | 0.102 | 0.043 | 0.026 | 0.005 | 0.61 | 0.678 | — | |
| SSR2026.03 | 0.1 | 0.036 | 0.078 | 0.032 | 0.835 | 0.97 | — | |
| CUT3R2026.03 | 0.099 | 0.031 | 0.076 | 0.026 | 0.837 | 0.971 | — | |
| Point3RInput=4002026.01 | 0.093 | 0.045 | 0.024 | 0.005 | 0.613 | 0.685 | — | |
| Fast3RFPS=5.484, Input sequence length=500 frames2026.03 | 0.088 | 0.04 | 0.031 | 0.011 | 0.607 | 0.64 | — | |
| CUT3RView=dense2026.02 | 0.086 | 0.037 | 0.048 | 0.017 | 0.8 | 0.953 | — | |
| MASt3R2026.01 | 0.085 | 0.033 | 0.063 | 0.028 | 0.794 | 0.928 | — | |
| StreamVGGT2026.03 | 0.085 | 0.044 | 0.079 | 0.038 | 0.862 | 0.986 | — | |
| XStreamVGGT2026.03 | 0.085 | 0.049 | 0.075 | 0.038 | 0.85 | 0.986 | — | |
| MASt3R-GA2026.03 | 0.085 | 0.033 | 0.063 | 0.028 | 0.794 | 0.928 | — | |
| Fast3R2025.12 | 0.083 | — | 0.023 | — | 0.655 | — | 98.9 | |
| InfiniteVGGTInput=5002026.01 | 0.08 | 0.054 | 0.037 | 0.008 | 0.643 | 0.746 | — | |
| InfiniteVGGT2026.03 | 0.078 | 0.049 | 0.035 | 0.0069 | 0.647 | 0.757 | — | |
| Point3RInput=3002026.01 | 0.076 | 0.043 | 0.014 | 0.005 | 0.618 | 0.695 | — | |
| Point3RSeq. Len.=3002026.03 | 0.076 | 0.042 | 0.014 | 0.004 | 0.624 | 0.707 | — | |
| VGGT2026.01 | 0.073 | 0.018 | 0.077 | 0.021 | 0.91 | 0.99 | — | |
| Fast3RView=dense2026.02 | 0.072 | 0.03 | 0.05 | 0.016 | 0.79 | 0.934 | — | |
| Evict3R†Seq. Len.=5002026.03 | 0.072 | 0.04 | 0.026 | 0.006 | 0.641 | 0.739 | — | |
| InfiniteVGGTSeq. Len.=5002026.03 | 0.07 | 0.046 | 0.037 | 0.008 | 0.642 | 0.743 | — | |
| Spann3RFPS=27.38, Memory Usage=5.0G2025.03 | 0.069 | 0.032 | 0.029 | 0.011 | 0.778 | 0.937 | — | |
| InfiniteVGGTInput=4002026.01 | 0.069 | 0.04 | 0.034 | 0.005 | 0.653 | 0.763 | — | |
| MUSt3RResolution=224, FPS=40.41, Memory Usage=4.1G2025.03 | 0.062 | 0.025 | 0.031 | 0.012 | 0.788 | 0.93 | — | |
| MoE3D2026.01 | 0.055 | 0.015 | 0.061 | 0.017 | 0.913 | 0.995 | — | |
| DUSt3RResolution=224, FPS=0.74, Memory Usage=38.1G2025.03 | 0.054 | 0.025 | 0.032 | 0.01 | 0.802 | 0.953 | — | |
| OVGGTSeq. Len.=5002026.03 | 0.054 | 0.032 | 0.026 | 0.006 | 0.637 | 0.732 | — | |
| FrameVGGTNumber of mid-term blocks=122026.03 | 0.054 | 0.036 | 0.031 | 0.0068 | 0.656 | 0.764 | — | |
| FrameVGGTNumber of mid-term blocks=242026.03 | 0.054 | 0.035 | 0.03 | 0.006 | 0.67 | 0.782 | — | |
| FLAREView=sparse2026.02 | 0.053 | 0.024 | 0.051 | 0.025 | 0.877 | 0.988 | — | |
| InfiniteVGGTSeq. Len.=3002026.03 | 0.053 | 0.031 | 0.024 | 0.005 | 0.646 | 0.751 | — | |
| FrameVGGTNumber of mid-term blocks=162026.03 | 0.053 | 0.035 | 0.03 | 0.0061 | 0.663 | 0.773 | — | |
| FrameVGGTNumber of mid-term blocks=202026.03 | 0.053 | 0.036 | 0.033 | 0.0067 | 0.661 | 0.776 | — | |
| VGGTView=sparse2026.02 | 0.051 | 0.029 | 0.066 | 0.038 | 0.89 | 0.981 | — | |
| InfiniteVGGTInput=3002026.01 | 0.051 | 0.032 | 0.022 | 0.005 | 0.649 | 0.756 | — | |
| MUSt3RResolution=512, FPS=12.1, Memory Usage=8.1G2025.03 | 0.048 | 0.022 | 0.02 | 0.008 | 0.768 | 0.911 | — | |
| Point3RSeq. Len.=1002026.03 | 0.046 | 0.028 | 0.016 | 0.004 | 0.662 | 0.775 | — | |
| Evict3R†Seq. Len.=3002026.03 | 0.042 | 0.026 | 0.017 | 0.004 | 0.64 | 0.739 | — | |
| CUT3RSeq. Len.=1002026.03 | 0.039 | 0.024 | 0.013 | 0.004 | 0.645 | 0.748 | — | |
| OVGGTSeq. Len.=3002026.03 | 0.037 | 0.022 | 0.015 | 0.003 | 0.642 | 0.74 | — | |
| InfiniteVGGTSeq. Len.=1002026.03 | 0.035 | 0.022 | 0.014 | 0.003 | 0.669 | 0.787 | — | |
| QuaRotBit-Width=4/42025.09 | 0.034 | 0.021 | 0.03 | 0.015 | 0.82 | 0.948 | — | |
| LiteVGGT2025.12 | 0.031 | — | 0.019 | — | 0.698 | — | 36.3 | |
| TTT3RSeq. Len.=1002026.03 | 0.031 | 0.019 | 0.012 | 0.004 | 0.65 | 0.756 | — | |
| Evict3R†Seq. Len.=1002026.03 | 0.031 | 0.02 | 0.013 | 0.003 | 0.665 | 0.791 | — | |
| VGGT*FPS=2.732, Input sequence length=500 frames2026.03 | 0.031 | 0.019 | 0.025 | 0.01 | 0.642 | 0.767 | — | |
| S-VGGTFPS=9.934, Input sequence length=500 frames2026.03 | 0.031 | 0.022 | 0.02 | 0.01 | 0.622 | 0.717 | — | |
| TrajVGView=sparse2026.02 | 0.029 | 0.018 | 0.032 | 0.016 | 0.91 | 0.992 | — | |
| FastVGGT2025.12 | 0.029 | — | 0.014 | — | 0.704 | — | 70.7 | |
| FastVGGTFPS=8.092, Input sequence length=500 frames2026.03 | 0.027 | 0.018 | 0.022 | 0.01 | 0.638 | 0.764 | — | |
| π³View=sparse2026.02 | 0.026 | 0.015 | 0.028 | 0.014 | 0.916 | 0.992 | — | |
| Evict3RSeq. Len.=1002026.03 | 0.025 | 0.015 | 0.013 | 0.003 | 0.664 | 0.781 | — | |
| VGGT2025.12 | 0.024 | — | 0.015 | — | 0.73 | — | 233.1 | |
| StreamVGGTSeq. Len.=1002026.03 | 0.024 | 0.014 | 0.013 | 0.003 | 0.663 | 0.777 | — | |
| FLAREView=dense2026.02 | 0.023 | 0.011 | 0.018 | 0.008 | 0.882 | 0.986 | — | |
| OVGGTSeq. Len.=1002026.03 | 0.022 | 0.014 | 0.012 | 0.003 | 0.672 | 0.796 | — | |
| QuantVGGTBit-Width=4/42025.09 | 0.019 | 0.013 | 0.021 | 0.01 | 0.85 | 0.959 | — | |
| VGGTView=dense2026.02 | 0.017 | 0.01 | 0.015 | 0.005 | 0.893 | 0.988 | — | |
| π³View=dense2026.02 | 0.015 | 0.008 | 0.013 | 0.005 | 0.898 | 0.987 | — | |
| Full Prec.Bit-Width=16/162025.09 | 0.015 | 0.009 | 0.017 | 0.007 | 0.878 | 0.969 | — | |
| TrajVGView=dense2026.02 | 0.013 | 0.007 | 0.014 | 0.005 | 0.858 | 0.981 | — |