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Use the new pycolmap.Sift interface #181

Merged
merged 3 commits into from
May 2, 2022
Merged

Use the new pycolmap.Sift interface #181

merged 3 commits into from
May 2, 2022

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sarlinpe
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colmap/pycolmap#57 introduces a unified interface for CPU SIFT (vlfeat) and GPU SIFT. The later is 20x faster (30 images/s instead of 1.5) but seems slightly less accurate. Test with pipeline_SfM with netvlad, sift, NN-ratio:

previously
	num_points3D = 32407
	num_observations = 186116
	mean_track_length = 5.74308
	mean_observations_per_image = 1454.03
	mean_reprojection_error = 0.871393

new CPU
	num_points3D = 32388
	num_observations = 186084
	mean_track_length = 5.74546
	mean_observations_per_image = 1453.78
	mean_reprojection_error = 0.872367

new GPU
	num_points3D = 31489
	num_observations = 178612
	mean_track_length = 5.6722
	mean_observations_per_image = 1395.41
	mean_reprojection_error = 0.870559

@sarlinpe sarlinpe merged commit a45dee5 into master May 2, 2022
@sarlinpe sarlinpe deleted the sift-gpu branch May 2, 2022 09:17
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