Software for Visual Insect Tracking Based on F-transform Pattern Matching

被引:0
作者
Hurtik, Petr [1 ]
Ciz, David [2 ]
Kalab, Oto [3 ]
Musiolek, David [3 ]
Kocarek, Petr [3 ]
Tomis, Martin [4 ]
机构
[1] Univ Ostrava, CEIT4I, IRAFM, Ostrava, Czech Republic
[2] Univ Ostrava, Dept Informat & Comp, Ostrava, Czech Republic
[3] Univ Ostrava, Dept Biol & Ecol, Ostrava, Czech Republic
[4] VSB TU Ostrava, Dept Telecommun, Ostrava, Czech Republic
来源
2018 IEEE SECOND INTERNATIONAL CONFERENCE ON DATA STREAM MINING & PROCESSING (DSMP) | 2018年
关键词
Gryllus Assimilis; insect tracking; visual tracking; F-transform; pattern matching; 4k movie;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We introduce a problem of tracking small animals, especially insects. To solve this problem, we focus on visual tracking in recorded movies, propose our pattern tracking mechanism based on F-transform, and implement a user-friendly software to handle the movies. The tracking core is compared with five state-of-the-art tracking algorithms: KCF, MIL, TLD, Boosting and MedianFlow from processing time and algorithm failure rate point of views. Based on the results computed from 1000 movie frames, we observed that the proposed F-transform tracking core is the fastest and the most reliable method.
引用
收藏
页码:528 / 533
页数:6
相关论文
共 16 条
[1]  
[Anonymous], 2006, BMVC06
[2]  
[Anonymous], 2006, P 2006 IEEE COMP SOC
[3]  
Babenko B, 2009, PROC CVPR IEEE, P983, DOI 10.1109/CVPRW.2009.5206737
[4]   Adaptive Color Attributes for Real-Time Visual Tracking [J].
Danelljan, Martin ;
Khan, Fahad Shahbaz ;
Felsberg, Michael ;
van de Weijer, Joost .
2014 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2014, :1090-1097
[5]   Pattern matching: overview, benchmark and comparison with F-transform general matching algorithm [J].
Hurtik, Petr ;
Stevuliakova, Petra .
SOFT COMPUTING, 2017, 21 (13) :3525-3536
[6]   Approximate Pattern Matching Algorithm [J].
Hurtik, Petr ;
Hodakova, Petra ;
Perfilieva, Irina .
INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS, IPMU 2016, PT I, 2016, 610 :577-587
[7]  
Ji CY, 1997, ADV NEUR IN, V9, P494
[8]   Adaptive fuzzy strong tracking extended kalman filtering for GPS navigation [J].
Jwo, Dah-Jing ;
Wang, Sheng-Hung .
IEEE SENSORS JOURNAL, 2007, 7 (5-6) :778-789
[9]   Tracking-Learning-Detection [J].
Kalal, Zdenek ;
Mikolajczyk, Krystian ;
Matas, Jiri .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (07) :1409-1422
[10]   P-N Learning: Bootstrapping Binary Classifiers by Structural Constraints [J].
Kalal, Zdenek ;
Matas, Jiri ;
Mikolajczyk, Krystian .
2010 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2010, :49-56