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Sparse 3D Reconstruction on ETH Local Feature Benchmark Madrid Metropolis v1.0

851nRegCAPS
380.92502.96625747.04Dec 14, 2022Jun 26, 2023Jan 7, 2024Jul 20, 2024Jan 30, 2025Aug 13, 2025Feb 24, 2026

Evaluation results

MethodLinks
CAPSNMS size=3x3, Score threshold (es)=1, Ratio test (er)=0.8, Max keypoints=20k, Reconstruction Tool=COLMAP2022.128512426.161.03—
COAMNMS size=3x3, Score threshold (es)=1, Ratio test (er)=0.8, Max keypoints=20k, Reconstruction Tool=COLMAP2022.127022566.091.3—
TraqPointRatio test=0.8, Outlier rejection=Mutual check2026.02693254,00011.14—1.03
RIPERatio test=0.8, Outlier rejection=Mutual check2026.02644167,0005.87—1.25
RDDRatio test=0.8, Outlier rejection=Mutual check2026.02632154,0009.4—1.12
ASLFeatNMS size=3x3, Score threshold (es)=1, Ratio test (er)=0.8, Max keypoints=20k, Reconstruction Tool=COLMAP2022.12613968.760.9—
ASLFeatRatio test=0.8, Outlier rejection=Mutual check2026.0261396,0008.76—0.9
XFeatRatio test=0.8, Outlier rejection=Mutual check2026.02581111,0006.16—1.27
D2-NetNMS size=3x3, Score threshold (es)=1, Ratio test (er)=0.8, Max keypoints=20k, Reconstruction Tool=COLMAP2022.12501846.331.28—
D2-NetRatio test=0.8, Outlier rejection=Mutual check2026.0250184,0006.33—1.28
RootSIFTNMS size=3x3, Score threshold (es)=1, Ratio test (er)=0.8, Max keypoints=20k, Reconstruction Tool=COLMAP2022.125001166.320.6—
RootSIFTRatio test=0.8, Outlier rejection=Mutual check2026.02500116,0006.32—0.6
SuperPointNMS size=3x3, Score threshold (es)=1, Ratio test (er)=0.8, Max keypoints=20k, Reconstruction Tool=COLMAP2022.12438299.031.02—
SuperPointRatio test=0.8, Outlier rejection=Mutual check2026.0243829,0009.03—1.05
PoSFeatNMS size=3x3, Score threshold (es)=1, Ratio test (er)=0.8, Max keypoints=20k, Reconstruction Tool=COLMAP2022.12419729.180.86—
PosFeatRatio test=0.8, Outlier rejection=Mutual check2026.0241972,0009.18—0.86
SCFeatNMS size=3x3, Score threshold (es)=1, Ratio test (er)=0.8, Max keypoints=20k, Reconstruction Tool=COLMAP2022.123993010.020.84—