AI Paper Atlas

Research map / 3D vision / Depth and stereo

Structure-From-Motion Revisited

CVPR 2016 · 3D vision › Depth and stereo · approach: Feed-forward 3D reconstruction · 6,291 citations (OpenAlex)

Check your idea against 108,967 papers

AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.

Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use COLMAP's full reconstruction pipelineIncremental SfM · Romeregistered images: 14,797 -> 20,918Helped
Use COLMAP's full reconstruction pipelineIncremental SfM · Gendarmenmarktregistered images: 807 -> 861Helped
Use COLMAP's full reconstruction pipelineIncremental SfM · Quadmedian camera-location error: 0.89m -> 0.85mHelped
Apply recursive RANSAC triangulation instead of Bundler triangulationFeature-track triangulation on Dubrovnik · Dubrovniktriangulated points: 713,824 -> 902,844Helped
Use recursive RANSAC instead of recursive exhaustive pairwise sampling (ablation)Feature-track triangulation · Dubrovniknumber of samples: 145.22 M -> 12.69 MHelped
Disable recursive recovery of multiple points from merged tracks (ablation)RANSAC feature-track triangulation · Dubrovniktriangulated points: 861,591 -> 902,844Hurt
Choose views using a multi-resolution point-distribution score instead of point count or visible-point ratio (ablation)Incremental reconstruction · Quadmedian camera-location errorHelped
Group redundant views in bundle adjustment (ablation)Bundle adjustment on a dense photo collection · Dense photo collectionpipeline runtime: 36%Helped
Group redundant views in bundle adjustment at V = 0.4 (ablation)Bundle adjustment on a dense photo collection · Dense photo collectionaverage reprojection error: 0.26px -> 0.28pxHurt
Lower the enforced scene overlap in grouped bundle adjustment (ablation)Bundle adjustment on a dense photo collection · Dense photo collectionpipeline runtime speedup: 5% (V = 0.6), 14% (V = 0.3) and 32% (V = 0.1)Helped

Closest papers by meaning

Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.

Open scime draft

Get the next scime Dispatch and a monthly field update

Free. We send a confirmation link first; every email has a one-click unsubscribe. Privacy