ChromaTag: A Colored Marker and Fast Detection Algorithm

被引:63
作者
DeGol, Joseph [1 ]
Bretl, Timothy [1 ]
Hoiem, Derek [1 ]
机构
[1] Univ Illinois, Urbana, IL 61801 USA
来源
2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) | 2017年
关键词
GENERATION; ARTAG;
D O I
10.1109/ICCV.2017.164
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Current fiducial marker detection algorithms rely on marker IDs for false positive rejection. Time is wasted on potential detections that will eventually be rejected as false positives. We introduce ChromaTag, a fiducial marker and detection algorithm designed to use opponent colors to limit and quickly reject initial false detections and grayscale for precise localization. Through experiments, we show that ChromaTag is significantly faster than current fiducial markers while achieving similar or better detection accuracy. We also show how tag size and viewing direction effect detection accuracy. Our contribution is significant because fiducial markers are often used in real-time applications (e.g. marker assisted robot navigation) where heavy computation is required by other parts of the system.
引用
收藏
页码:1481 / 1490
页数:10
相关论文
共 32 条
[1]  
[Anonymous], 2000, P DARE 2000 DES AUGM
[2]  
[Anonymous], P NEURAL INFORM PROC
[3]  
[Anonymous], IWAR
[4]  
[Anonymous], ROBUST IMAGE FEATURE
[5]  
[Anonymous], 2016, IEEE C COMP VIS PATT
[6]  
[Anonymous], P IEEE WORKSH APPL C
[7]  
[Anonymous], RELIABLE FIDUCIAL DE
[8]  
[Anonymous], 2016, IEEE T PATTERN ANAL
[9]  
[Anonymous], MAXIMUM DETECTOR RES
[10]  
[Anonymous], 2016, IEEE C COMP VIS PATT