TY - GEN
T1 - Performance evaluation of RANSAC family
AU - Choi, Sunglok
AU - Kim, Taemin
AU - Yu, Wonpil
PY - 2009
Y1 - 2009
N2 - 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.
AB - 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.
UR - https://www.scopus.com/pages/publications/84898917134
U2 - 10.5244/C.23.81
DO - 10.5244/C.23.81
M3 - Conference contribution
AN - SCOPUS:84898917134
SN - 1901725391
SN - 9781901725391
T3 - British Machine Vision Conference, BMVC 2009 - Proceedings
BT - British Machine Vision Conference, BMVC 2009 - Proceedings
PB - British Machine Vision Association, BMVA
T2 - 2009 20th British Machine Vision Conference, BMVC 2009
Y2 - 7 September 2009 through 10 September 2009
ER -