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Homography Estimation on ScanNet1500, PhotoTourism, LaMAR, 7Scenes, ETH3D, and KITTI

26.74AUC@5°DS-SAC
16.319219.024621.7324.4354Jul 4, 2026

Evaluation results

MethodLinks
DS-SACFeature points extractor=SuperPoint+LightGlue, Iteration budget=1000, Homography estimation algorithm=DLT2026.0726.7440.956.383.8755.680.007
LO-RANSACFeature points extractor=SuperPoint+LightGlue, Iteration budget=1000, Homography estimation algorithm=DLT2026.0722.3134.8949.965.0357.990.009
GC-RANSACFeature points extractor=SuperPoint+LightGlue, Iteration budget=1000, Homography estimation algorithm=DLT2026.0720.6334.350.354.5455.340.017
RANSACFeature points extractor=SuperPoint+LightGlue, Iteration budget=1000, Homography estimation algorithm=DLT2026.0716.9829.8546.015.5348.430.012
MAGSACFeature points extractor=SuperPoint+LightGlue, Iteration budget=1000, Homography estimation algorithm=DLT2026.0716.7229.3945.335.548.490.013