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Paper · arXiv

TriDE: Triangle-Consistent Translation Directions for Global Camera Pose Estimation

Pairwise translation directions are a key input to camera location estimation in global structure-from-motion. Existing estimators usually process each image pair independently, producing directions that may be locally plausible but inconsistent with the other relative directions in the viewing graph. To jointly estimate the direction, we propose TriDE, which exploits camera-triangle consistency as an efficient higher-order verification signal. Instead of solving a costly global nonlinear optimization problem that is sensitive to initialization, TriDE refines unreliable pairwise directions through message passing between directions and their incident weighted triangles. This information p...

AuthorsFrancisco Chen, Yiran Wang, Yunpeng Shi
Primary categorycs.CV
Published7 May 2026
Last updated at source1 July 2026
cs.CV
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