Tracking of Moving Objects With Regeneration of Object Feature Points

被引:0
|
作者
Lychkov, Igor I. [1 ]
Alfimtsev, Alexander N. [1 ]
Sakulin, Sergey A. [1 ]
机构
[1] Bauman Moscow State Tech Univ, Informat Syst & Telecommun Dept, Moscow, Russia
关键词
moving object tracking; optical flow; object occlusion; feature points detection; biological regeneration;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper concerns moving object tracking in the videos, based on sparse optical flow technique. Current optical flow tracking methods suffer from feature points loss. We extended an existing sparse optical flow tracking method with a new function for automatic feature points' recovery that uses biological regeneration principle. Besides, we improved the tracking method to deal with object rotation and scaling transformations. We applied the improved tracking method to a real video and noticed acceptable tracking performance. Our experiment showed that the proposed tracking method with feature points' recovery provides higher tracking accuracy than the original tracking method without feature points recovery when the moving object is partially occluded by an obstacle.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] Visual Tracking of a Hand-Eye Robot for a Moving Target Object with Multiple Feature Points: Translational Motion Compensation Approach
    Ito, Masahide
    Shibata, Masaaki
    ADVANCED ROBOTICS, 2011, 25 (3-4) : 355 - 369
  • [22] A Moving Object Tracking Technique Using Few Frames with Feature Map Extraction and Feature Fusion
    AlArfaj, Abeer Abdulaziz
    Mahmoud, Hanan Ahmed Hosni
    ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2022, 11 (07)
  • [23] A dynamic adaptive update system of tracking moving objects based on contour feature
    Wang, Dong
    Zhu, Hong
    Li, Qin
    Chu, Yong
    Ji, Ruirui
    2006 IEEE INTERNATIONAL CONFERENCE ON INFORMATION ACQUISITION, VOLS 1 AND 2, CONFERENCE PROCEEDINGS, 2006, : 332 - 336
  • [24] Multiple object tracking with partial occlusion handling using salient feature points
    Ali, M. M. Naushad
    Abdullah-Al-Wadud, M.
    Lee, Seok-Lyong
    INFORMATION SCIENCES, 2014, 278 : 448 - 465
  • [25] A Fast Feature Points-Based Object Tracking Method for Robot Grasp
    Yang, Yang
    Cao, Qixin
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2013, 10
  • [26] Algorithm for Moving Object Detection and Tracking in Video Sequence Using Color Feature
    Abdelali, Hamd Ait
    Essannouni, Fedwa
    Essannouni, Leila
    Aboutajdine, Driss
    2014 SECOND WORLD CONFERENCE ON COMPLEX SYSTEMS (WCCS), 2014, : 690 - 693
  • [27] Efficient Feature Descriptor for Unmanned Aerial Vehicle Ground Moving Object Tracking
    Desai, Alok
    Lee, Dah-Jye
    JOURNAL OF AEROSPACE INFORMATION SYSTEMS, 2017, 14 (06): : 345 - 349
  • [28] Estimation of moving information for tracking of moving objects
    Kang, SK
    Park, JA
    Jeong, SH
    KSME INTERNATIONAL JOURNAL, 2001, 15 (03): : 300 - 308
  • [29] Estimation of moving information for tracking of moving objects
    Sung-Kwan Kang
    Jong-An Park
    Sang-Hwa Jeong
    KSME International Journal, 2001, 15 : 300 - 308
  • [30] Moving object tracking in video
    Wang, Y
    Doherty, JF
    Van Dyck, RE
    29TH APPLIED IMAGERY PATTERN RECOGNITION WORKSHOP, PROCEEDINGS, 2000, : 95 - 101