Heng Yang (@hankyang94)

2025-05-14 | ❤️ 289 | 🔁 44


“Building Rome with Convex Optimization” has been accepted to RSS2025!

Try XM, our new structure from motion pipeline powered by GPU-accelerated convex semidefinite optimization: https://github.com/ComputationalRobotics/XM-code

XM solves large-scale (nonconvex) global bundle adjustment problem via learned depth and a tight convex semidefinite relaxation.

By implementing the Burer-Monteiro low-rank factorization algorithm in CUDA, XM can solve bundle adjustment problems with more than 10,000 images/views.

Technical details in the paper: https://arxiv.org/abs/2502.04640

Kudos to @Hyhan0118

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