光电工程
光電工程
광전공정
OPTO-ELECTRONIC ENGINEERING
2015年
1期
58-64
,共7页
特征描述%目标定位%RANSAC%仿射变换
特徵描述%目標定位%RANSAC%倣射變換
특정묘술%목표정위%RANSAC%방사변환
feature description%object location%RANSAC%affine transform
针对SURF不能满足实时性、BRISK匹配率低的特点,本文采用SURF检测关键点与BRISK计算描述子相结合的方法,提出一种新的特征描述方法SURF-BRISK。本文首先通过SURF-BRISK描述方法进行特征匹配,然后通过RANSAC去除误匹配,最后通过正确的匹配点对计算仿射变换的6个参数并进行目标定位。实验表明, SURF-BRISK特征描述方法不仅具有实时性和鲁棒性,而且在目标定位中取得了较好的结果。
針對SURF不能滿足實時性、BRISK匹配率低的特點,本文採用SURF檢測關鍵點與BRISK計算描述子相結閤的方法,提齣一種新的特徵描述方法SURF-BRISK。本文首先通過SURF-BRISK描述方法進行特徵匹配,然後通過RANSAC去除誤匹配,最後通過正確的匹配點對計算倣射變換的6箇參數併進行目標定位。實驗錶明, SURF-BRISK特徵描述方法不僅具有實時性和魯棒性,而且在目標定位中取得瞭較好的結果。
침대SURF불능만족실시성、BRISK필배솔저적특점,본문채용SURF검측관건점여BRISK계산묘술자상결합적방법,제출일충신적특정묘술방법SURF-BRISK。본문수선통과SURF-BRISK묘술방법진행특정필배,연후통과RANSAC거제오필배,최후통과정학적필배점대계산방사변환적6개삼수병진행목표정위。실험표명, SURF-BRISK특정묘술방법불부구유실시성화로봉성,이차재목표정위중취득료교호적결과。
The existing local feature descriptors, such as SURF and BRISK, either cannot meet the real-time or have poor performance, so the paper presents a novel descriptor SURF-BRISK. The descriptor detects the Key-points by SURF and computes the descriptor by BRISK. Firstly, our method is used to do feature matching. Then RANSAC robust estimation is performed to eliminate the wrong matched points. Finally, location of object is based on the affine transform’s six parameters which are calculated by the correct matches. Experiments show that SURF-BRISK feature descriptor is not only real-time and robustness, but also achieves good results in object location.