收藏切换
Siamese Network Tracking Algorithm Based on Diverse Branch Block and Reparameterization
收藏切换
PDF
Ming JIN, Yu TANG, Yong HAN, Shuai LIU, Feng Gang YAN
Journal of Telemetry, Tracking and Command | 2024, 45(4) : 22 - 30
Less
收藏切换
Journal of Telemetry, Tracking and Command | 2024, 45(4): 22-30
Artificial Intelligence Technology
Siamese Network Tracking Algorithm Based on Diverse Branch Block and Reparameterization
Full
Ming JIN, Yu TANG, Yong HAN, Shuai LIU, Feng Gang YAN
Affiliations
  • Harbin Institute of Technology, Weihai 264200, China
Published: 2024-07-15 doi: 10.12347/j.ycyk.20240408001
Outline
收藏切换

Aiming at the problem that the Siamese network has insufficient ability to express the features of scale-varying targets, a multi-branch structure is constructed by using convolution, pooling branches and pruning operations of different sizes to improve the robustness of features and ensure the translation invariance of the Siamese network. Aiming at the problem that the multi-branch structure brings too many parameters, the multi-branch structure is reparameterized into a single convolution in the tracking stage, which effectively reduces the time cost in the tracking stage. The experimental results show that compared with SiamFC, the accuracy, success rate and tracking speed of the proposed algorithm on the OTB100 datasets are improved by 5.1%, 3% and 30 FPS,respectively. The tracking accuracy and success rate are improved on the UAV123 and Temple-Color-128 datasets.

Visual tracking  /  Siamese network  /  Feature extraction  /  Structural reparameterization
Ming JIN, Yu TANG, Yong HAN, Shuai LIU, Feng Gang YAN. Siamese Network Tracking Algorithm Based on Diverse Branch Block and Reparameterization[J]. Journal of Telemetry, Tracking and Command, 2024 , 45 (4) : 22 -30 . DOI: 10.12347/j.ycyk.20240408001
Year 2024 volume 45 Issue 4
PDF
115
52
Cite this Article
BibTeX
Article Info
doi: 10.12347/j.ycyk.20240408001
  • Receive Date:2024-04-08
  • Online Date:2026-03-20
  • Published:2024-07-15
Article Data
Affiliations
History
  • Received:2024-04-08
  • Revised:2024-04-28
Funding
Affiliations
    Harbin Institute of Technology, Weihai 264200, China
References
Share
https://castjournals.cast.org.cn/joweb/ycyk/EN/10.12347/j.ycyk.20240408001
Share to
QR

Scan QR to access full text

Cite this article
BibTeX
Citations
表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
关闭全屏
  • BibTeX
  • EndNote
  • RefWorks
  • TxT