[HTML][HTML] Towards exact molecular dynamics simulations with machine-learned force fields

S Chmiela, HE Sauceda, KR Müller… - Nature …, 2018 - nature.com
Molecular dynamics (MD) simulations employing classical force fields constitute the
cornerstone of contemporary atomistic modeling in chemistry, biology, and materials …

The projected power method: An efficient algorithm for joint alignment from pairwise differences

Y Chen, EJ Candès - Communications on Pure and Applied …, 2018 - Wiley Online Library
Various applications involve assigning discrete label values to a collection of objects based
on some pairwise noisy data. Due to the discrete—and hence nonconvex—structure of the …

Multi-image semantic matching by mining consistent features

Q Wang, X Zhou, K Daniilidis - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
This work proposes a multi-image matching method to estimate semantic correspondences
across multiple images. In contrast to the previous methods that optimize all pairwise …

Ds*: Tighter lifting-free convex relaxations for quadratic matching problems

F Bernard, C Theobalt… - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
In this work we study convex relaxations of quadratic optimisation problems over
permutation matrices. While existing semidefinite programming approaches can achieve …

SMAC: simultaneous mapping and clustering using spectral decompositions

C Bajaj, T Gao, Z He, Q Huang… - … Conference on Machine …, 2018 - proceedings.mlr.press
We introduce a principled approach for simultaneous mapping and clustering (SMAC) for
establishing consistent maps across heterogeneous object collections (eg, 2D images or 3D …

Incremental multi-graph matching via diversity and randomness based graph clustering

T Yu, J Yan, W Liu, B Li - Proceedings of the European …, 2018 - openaccess.thecvf.com
Multi-graph matching refers to finding correspondences across graphs, which are
traditionally solved by matching all the graphs in a single batch. However in real-world …

Distributable consistent multi-object matching

N Hu, Q Huang, B Thibert… - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
In this paper we propose an optimization-based framework to multiple object matching. The
framework takes maps computed between pairs of objects as input, and outputs maps that …

A generative model for OCT retinal layer segmentation by groupwise curve alignment

W Duan, Y Zheng, Y Ding, S Hou, Y Tang, Y Xu… - IEEE …, 2018 - ieeexplore.ieee.org
Retinal layer segmentation from optical coherence tomography (OCT) is of fundamental
importance for measuring retinal layer thicknesses. These thickness measurements have …

Joint cuts and matching of partitions in one graph

T Yu, J Yan, J Zhao, B Li - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
As two fundamental problems, graph cuts and graph matching have been intensively
investigated over the decades, resulting in vast literature in these two topics respectively …

Joint map and symmetry synchronization

Y Sun, Z Liang, X Huang… - Proceedings of the …, 2018 - openaccess.thecvf.com
Most existing techniques in map computation (eg, in the form of feature or dense
correspondences) assume that the underlying map between an object pair is unique. This …