arrow
返回

Geometry consistency aware confidence evaluation for feature matching

delete2020-11-01
delete8
PRE
AI
L
Linbo Wang
B
Binbin Chen
P
Peng Xu
H
Honglong Ren
方
方贤勇 (Xianyong Fang)
万少华 封面图
万少华 (Shaohua Wan) *
DOI:10.1016/j.imavis.2020.103984delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
Most existing approaches prunewrong matches via estimating an image transformation or solving a graph-based global matching optimization problem, which usually suffers fromvarying local transformations and outliers. Inspired by the insight that neighboring truematches usually hold consistent local topological structures across images, in this paper we propose a new approach to evaluate the confidence of each putative match based on how well its two keypoints can predict each other by exploring the geometric constraintwith its neighboringmatches. With the evaluation, a two- stage approach combining recursively false match pruning and correct match incrementing is presented to obtain the reliable matches. Experiments on various image pairs demonstrate that our approach can conduct robust feature matching in challenging conditions and outperform state-of-theart approaches. (c) 2020 Elsevier B.V. All rights reserved.
Keyword:
Feature matching
Topological structure
Matching confidence
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

Image and Vision Computing 封面图
Image and Vision Computing
IF:
4.2
论文数:
4.1K
被引数:
6.7K

机构

Z
zhongnan university of economics & law
学者数:
2.0K
论文数: 2.2K
被引数: 3
A
anhui university
学者数:
1.9W
论文数: 1.2W
被引数: 24
引用论文

引用论文

err分享
err收藏
LMR: Learning a Two-Class Classifier for Mismatch Removal
err2019-08-01
err187
PREAI
errMa, Jiayi; Jiang, Xingyu; Jiang, Junjun; Zhao, Ji; Guo, Xiaojie
err分享
err收藏
Oral Idarubicin as a Single Agent Therapy in Patients with Relapsed or Resistant Multiple Myeloma
err2010-03-30
err0
PREAI
errKate Sumpter; Ray L Powles; Noopur Raje; Veshana Ramiah; Samar Kulkarni; Jennie Treleaven; Paul N Mainwaring
err分享
err收藏
Robust Feature Matching Using Spatial Clustering With Heavy Outliers
err2020-01-01
err146
PREAI
errJiang, Xingyu; Ma, Jiayi; Jiang, Junjun; Guo, Xiaojie
err分享
err收藏
Automated Colorization of a Grayscale Image With Seed Points Propagation
err2020-07-01
err129
PREAI
errWan, Shaohua; Xia, Yu; Qi, Lianyong; Yang, Yee-Hong; Atiquzzaman, Mohammed
err分享
err收藏
Accurately estimating rigid transformations in registration using a boosting-inspired mechanism
err2016-12-01
err7
errOAAI
errLiu, Yonghuai; Liu, Honghai; Martin, Ralph R.; De Dominicis, Luigi; Song, Ran; Zhao, Yitian
err分享
err收藏
学者 查看更多内容