Message passing least squares framework and its application to rotation synchronization

Y Shi, G Lerman - International conference on machine …, 2020 - proceedings.mlr.press
We propose an efficient algorithm for solving group synchronization under high levels of
corruption and noise, while we focus on rotation synchronization. We first describe our …

Fast, accurate and memory-efficient partial permutation synchronization

S Li, Y Shi, G Lerman - … of the IEEE/CVF Conference on …, 2022 - openaccess.thecvf.com
Previous partial permutation synchronization (PPS) algorithms, which are commonly used
for multi-object matching, often involve computation-intensive and memory-demanding …

Robust multi-object matching via iterative reweighting of the graph connection Laplacian

Y Shi, S Li, G Lerman - Advances in Neural Information …, 2020 - proceedings.neurips.cc
We propose an efficient and robust iterative solution to the multi-object matching problem.
We first clarify serious limitations of current methods as well as the inappropriateness of the …

Scalable cluster-consistency statistics for robust multi-object matching

Y Shi, S Li, T Maunu, G Lerman - … International Conference on …, 2021 - ieeexplore.ieee.org
We develop new statistics for robustly filtering corrupted keypoint matches in the structure
from motion pipeline. The statistics are based on consistency constraints that arise within the …

Multi-perspective, simultaneous embedding

MI Hossain, V Huroyan, S Kobourov… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
We describe MPSE: a Multi-Perspective Simultaneous Embedding method for visualizing
high-dimensional data, based on multiple pairwise distances between the data points …