Electronics Optics & Control, Volume. 29, Issue 4, 59(2022)
A Review on Visual Target Detection and Tracking Methods for Mobile Robot
Aiming at the visual target detecting and tracking performed by a mobile robotthe background and significance of the research are expoundedand the difficulties in the research are analyzed.Thenaccording to the types of feature representation and the detecting stepsa comparative analysis is made on the advantages and disadvantages of the following four types of target detection algorithmsi.e.traditional target detection algorithmscandidate region based target detection algorithmsregression-based target detection algorithms and reinforcement learning based target detection algorithms.Furthera comparative analysis is conducted on the performance of the following visual tracking algorithms in four stagesi.e.traditional tracking algorithmssparse representation based tracking algorithmscorrelation filter based tracking algorithms and deep learning based tracking algorithms.Finallythe limitations of current methods are summarizedand the directions for future improvement are pointed out.
Get Citation
Copy Citation Text
LIU Wenhui, CHAO Yuan, TANG Hanbing, XU Peng. A Review on Visual Target Detection and Tracking Methods for Mobile Robot[J]. Electronics Optics & Control, 2022, 29(4): 59
Category:
Received: Jun. 21, 2021
Accepted: --
Published Online: Apr. 22, 2022
The Author Email: