Performance Evaluation of RANSAC Family 论文

2009引用 417
Advanced Statistical Methods and ModelsImage and Object Detection TechniquesAdvanced Measurement and Detection Methods

摘要

RANSAC (Random Sample Consensus) has been popular in regression problem with samples contaminated with outliers. It has been a milestone of many researches on robust estimators, but there are a few survey and performance analysis on them. This paper categorizes them on their objectives: being accurate, being fast, and being robust. Performance evaluation performed on line fitting with various data distribution. Planar homography estimation was utilized to present performance in real data.