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3D Reconstruction on Neural RGB-D (NRGBD)

0.7Acc MeanSpann3R
-0.014480.171010.35650.54199Mar 3, 2025May 5, 2025Jul 7, 2025Sep 9, 2025Nov 11, 2025Jan 13, 2026Mar 18, 2026

Evaluation results

MethodLinks
Spann3RFPS=7.961, Input sequence length=500 frames2026.030.70.3430.2210.1280.5590.587—
Spann3RSeq. Len.=5002026.030.5160.3420.2250.130.5520.578—
SmoothQuantBit-Width=4/42025.090.4790.3930.6140.4890.5150.513—
Spann3R2026.030.4160.3230.4170.2850.6840.789—
Spann3RSeq. Len.=3002026.030.3460.2210.1750.0990.5580.586—
CUT3RSeq. Len.=5002026.030.3280.2470.1570.0850.5620.592—
CUT3RInput=5002026.010.3260.2430.1320.0420.5560.582—
CUT3R2026.030.3220.2370.1280.03340.5530.566—
CUT3RInput=4002026.010.3150.2150.1010.0320.5510.572—
CUT3R2025.120.304—0.166—0.581—27.1
CUT3RFPS=15.342, Input sequence length=500 frames2026.030.2860.2080.1050.0360.5670.597—
F-ReconFPS=<= 12025.030.2850.2060.1510.0630.6550.758—
MonST3R-GA2026.030.2720.1140.2870.110.7580.843—
CUT3RSeq. Len.=3002026.030.2440.1360.0810.0190.5750.613—
CUT3RInput=3002026.010.2240.1260.0740.0120.5790.624—
TTT3RSeq. Len.=5002026.030.1690.0820.0960.0150.5940.647—
TTT3RInput=5002026.010.1650.0840.0950.0150.5940.648—
TTT3R2026.030.1610.0820.0930.01470.6020.654—
DUSt3R2026.010.1440.0190.1540.0180.870.982—
DUSt3R-GA2026.030.1440.0190.1540.0180.870.982—
TTT3RInput=4002026.010.140.070.0580.0140.5990.657—
Fast3RView=sparse2026.020.1350.0910.1630.1040.7590.877—
Point3RSeq. Len.=5002026.030.1160.0490.0270.0040.620.698—
Point3RInput=5002026.010.1130.0480.0370.0050.6130.684—
Point3R2026.030.1130.0480.0370.0060.6210.696—
Spann3RSeq. Len.=1002026.030.1110.0690.0450.0150.6360.733—
TTT3R2026.030.1050.0320.080.0270.8350.97—
CUT3RView=sparse2026.020.1040.0410.0790.0310.8220.968—
TTT3RInput=3002026.010.1030.0450.0250.0050.6080.673—
TTT3RSeq. Len.=3002026.030.1020.0430.0260.0050.610.678—
SSR2026.030.10.0360.0780.0320.8350.97—
CUT3R2026.030.0990.0310.0760.0260.8370.971—
Point3RInput=4002026.010.0930.0450.0240.0050.6130.685—
Fast3RFPS=5.484, Input sequence length=500 frames2026.030.0880.040.0310.0110.6070.64—
CUT3RView=dense2026.020.0860.0370.0480.0170.80.953—
MASt3R2026.010.0850.0330.0630.0280.7940.928—
StreamVGGT2026.030.0850.0440.0790.0380.8620.986—
XStreamVGGT2026.030.0850.0490.0750.0380.850.986—
MASt3R-GA2026.030.0850.0330.0630.0280.7940.928—
Fast3R2025.120.083—0.023—0.655—98.9
InfiniteVGGTInput=5002026.010.080.0540.0370.0080.6430.746—
InfiniteVGGT2026.030.0780.0490.0350.00690.6470.757—
Point3RInput=3002026.010.0760.0430.0140.0050.6180.695—
Point3RSeq. Len.=3002026.030.0760.0420.0140.0040.6240.707—
VGGT2026.010.0730.0180.0770.0210.910.99—
Fast3RView=dense2026.020.0720.030.050.0160.790.934—
Evict3R†Seq. Len.=5002026.030.0720.040.0260.0060.6410.739—
InfiniteVGGTSeq. Len.=5002026.030.070.0460.0370.0080.6420.743—
Spann3RFPS=27.38, Memory Usage=5.0G2025.030.0690.0320.0290.0110.7780.937—
InfiniteVGGTInput=4002026.010.0690.040.0340.0050.6530.763—
MUSt3RResolution=224, FPS=40.41, Memory Usage=4.1G2025.030.0620.0250.0310.0120.7880.93—
MoE3D2026.010.0550.0150.0610.0170.9130.995—
DUSt3RResolution=224, FPS=0.74, Memory Usage=38.1G2025.030.0540.0250.0320.010.8020.953—
OVGGTSeq. Len.=5002026.030.0540.0320.0260.0060.6370.732—
FrameVGGTNumber of mid-term blocks=122026.030.0540.0360.0310.00680.6560.764—
FrameVGGTNumber of mid-term blocks=242026.030.0540.0350.030.0060.670.782—
FLAREView=sparse2026.020.0530.0240.0510.0250.8770.988—
InfiniteVGGTSeq. Len.=3002026.030.0530.0310.0240.0050.6460.751—
FrameVGGTNumber of mid-term blocks=162026.030.0530.0350.030.00610.6630.773—
FrameVGGTNumber of mid-term blocks=202026.030.0530.0360.0330.00670.6610.776—
VGGTView=sparse2026.020.0510.0290.0660.0380.890.981—
InfiniteVGGTInput=3002026.010.0510.0320.0220.0050.6490.756—
MUSt3RResolution=512, FPS=12.1, Memory Usage=8.1G2025.030.0480.0220.020.0080.7680.911—
Point3RSeq. Len.=1002026.030.0460.0280.0160.0040.6620.775—
Evict3R†Seq. Len.=3002026.030.0420.0260.0170.0040.640.739—
CUT3RSeq. Len.=1002026.030.0390.0240.0130.0040.6450.748—
OVGGTSeq. Len.=3002026.030.0370.0220.0150.0030.6420.74—
InfiniteVGGTSeq. Len.=1002026.030.0350.0220.0140.0030.6690.787—
QuaRotBit-Width=4/42025.090.0340.0210.030.0150.820.948—
LiteVGGT2025.120.031—0.019—0.698—36.3
TTT3RSeq. Len.=1002026.030.0310.0190.0120.0040.650.756—
Evict3R†Seq. Len.=1002026.030.0310.020.0130.0030.6650.791—
VGGT*FPS=2.732, Input sequence length=500 frames2026.030.0310.0190.0250.010.6420.767—
S-VGGTFPS=9.934, Input sequence length=500 frames2026.030.0310.0220.020.010.6220.717—
TrajVGView=sparse2026.020.0290.0180.0320.0160.910.992—
FastVGGT2025.120.029—0.014—0.704—70.7
FastVGGTFPS=8.092, Input sequence length=500 frames2026.030.0270.0180.0220.010.6380.764—
π³View=sparse2026.020.0260.0150.0280.0140.9160.992—
Evict3RSeq. Len.=1002026.030.0250.0150.0130.0030.6640.781—
VGGT2025.120.024—0.015—0.73—233.1
StreamVGGTSeq. Len.=1002026.030.0240.0140.0130.0030.6630.777—
FLAREView=dense2026.020.0230.0110.0180.0080.8820.986—
OVGGTSeq. Len.=1002026.030.0220.0140.0120.0030.6720.796—
QuantVGGTBit-Width=4/42025.090.0190.0130.0210.010.850.959—
VGGTView=dense2026.020.0170.010.0150.0050.8930.988—
π³View=dense2026.020.0150.0080.0130.0050.8980.987—
Full Prec.Bit-Width=16/162025.090.0150.0090.0170.0070.8780.969—
TrajVGView=dense2026.020.0130.0070.0140.0050.8580.981—