Publications
Fast alignment of heterogeneous images in sliced Wasserstein distance. Yunpeng Shi, Amit Singer, Eric Verbeke. SIAM Journal on Imaging Sciences, 2026. [Code]
Fast entropy-regularized SDP relaxations for permutation synchronization. Michael Lindsey and Yunpeng Shi. submitted, 2026.
Cycle-Sync: Robust Global Camera Pose Estimation through Enhanced Cycle-Consistent Synchronization. Shaohan Li, Yunpeng Shi, Gilad Lerman, NeurIPS Spotlight Presentation (Top 3.2%), 2025.
Efficient Detection of Long Consistent Cycles and its Application to Distributed Synchronization. Shaohan Li, Yunpeng Shi, Gilad Lerman. CVPR, 2024. [Supp] [Code]
Fast Principal Component Analysis for Cryo-EM Images. Nicholas Marshall, Oscar Mickelin, Yunpeng Shi, Amit Singer. Biological Imaging, 2023. [Code]
Robust Group Synchronization via Quadratic Programming. Yunpeng Shi, Cole Wyeth, Gilad Lerman. ICML 2022. [Code]
Fast, Accurate and Memory-Efficient Partial Permutation Synchronization. Shaohan Li, Yunpeng Shi, Gilad Lerman. CVPR 2022. [Code]
Ab-initio Contrast Estimation and Denoising of Cryo-EM Images. Yunpeng Shi, Amit Singer. Computer Methods and Programs in Biomedicine, 2022 . [Code]
Scalable Cluster-Consistency Statistics for Robust Multi-Object Matching (3DV 2021 Oral Presentation, acceptance rate 11.4%). Yunpeng Shi, Shaohan Li, Tyler Maunu, Gilad Lerman. International Conference on 3D Vision (3DV), 2021. [Code]
Robust Group Synchronization via Cycle-Edge Message Passing. Gilad Lerman, Yunpeng Shi. Foundations of Computational Mathematics, 2021. [Code]
Robust Multi-object Matching via Iterative Reweighting of the Graph Connection Laplacian. Yunpeng Shi, Shaohan Li, Gilad Lerman. NeurIPS 2020. [Supp] [Code]
Message Passing Least Squares Framework and its Application to Rotation Synchronization. Yunpeng Shi, Gilad Lerman. ICML 2020. [Code]
Estimation of Camera Locations in Highly Corrupted Scenarios: All About that Base, No Shape Trouble. Yunpeng Shi, Gilad Lerman. CVPR 2018. [Code]
Exact Camera Location Recovery by Least Unsquared Deviations. Gilad Lerman, Yunpeng Shi, Teng zhang. SIAM Journal on Imaging Sciences, 2018.