Opto-Electronic Engineering, Volume. 50, Issue 12, 230218-1(2023)
Improved CSTrack algorithm for multi-class ship multi-object tracking
[1] Ciaparrone G, Sánchez F L, Tabik S et al. Deep learning in video multi-object tracking: a survey[J]. Neurocomputing, 381, 61-88(2020).
[2] Wu H, Lie J H, Zhang Z W et al. Deep learning-based visual multiple object tracking: a review[J]. Comput Sci, 50, 77-87(2023).
[8] Zhang Y F, Wang C Y, Wang X G et al. FairMOT: on the fairness of detection and re-identification in multiple object tracking[J]. Int J Comput Vis, 129, 3069-3087(2021).
[9] Liang C, Zhang Z P, Zhou X et al. Rethinking the competition between detection and ReID in multiobject tracking[J]. IEEE Trans Image Process, 31, 3182-3196(2022).
[10] Prasad D K, Rajan D, Rachmawati L et al. Video processing from electro-optical sensors for object detection and tracking in a maritime environment: a survey[J]. IEEE Trans Intell Transp Syst, 18, 1993-2016(2017).
[13] Ren S Q, He K M, Girshick R et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Trans Pattern Anal Mach Intell, 39, 1137-1149(2017).
[15] Yu E, Li Z L, Han S D et al. RelationTrack: relation-aware multiple object tracking with decoupled representation[J]. IEEE Trans Multimedia, 25, 2686-2697(2022).
[17] Meng F J, Wang X Q, Wang D et al. Spatial–semantic and temporal attention mechanism-based online multi-object tracking[J]. Sensors, 20, 1653(2020).
[20] Shao Z F, Wu W J, Wang Z Y et al. SeaShips: a large-scale precisely annotated dataset for ship detection[J]. IEEE Trans Multimedia, 20, 2593-2604(2018).
[21] Ribeiro R, Cruz G, Matos J et al. A data set for airborne maritime surveillance environments[J]. IEEE Trans Circuits Syst Video Technol, 29, 2720-2732(2017).
[22] Xu A L, Du D, Wang H H et al. Optical ship target detection method combining hierarchical search and visual residual network[J]. Opto-Electron Eng, 48, 200249(2021).
[23] Yu G L, Sang J G, Li J R. Ship real-time target tracking and recognition technology based on improved convolutional neural network[J]. Ship Sci Technol, 44, 152-155(2022).
[24] Li G Y, Qiao Y L. A ship target detection and tracking algorithm based on graph matching[J]. J Phys Conf Ser, 1873, 012056(2021).
[27] Chen X, Peng D L, Gu Y. Real-time object detection for UAV images based on improved YOLOv5s[J]. Opto-Electron Eng, 49, 210372(2022).
[28] Gao S H, Cheng M M, Zhao K et al. Res2Net: a new multi-scale backbone architecture[J]. IEEE Trans Pattern Anal Mach Intell, 43, 652-662(2019).
Get Citation
Copy Citation Text
Zhian Yuan, Yu Gu, Gan Ma. Improved CSTrack algorithm for multi-class ship multi-object tracking[J]. Opto-Electronic Engineering, 2023, 50(12): 230218-1
Category: Article
Received: Sep. 1, 2023
Accepted: Dec. 5, 2023
Published Online: Mar. 26, 2024
The Author Email: Yu Gu (谷雨)