SiamNet家族概览

看了一些关于SiamNet的论文,也是该搞一下总结了。阅读笔记之后再发。

孪生网络发展历史

  1. SiamFC:Fully-Convolutional Siamese Networks for Object Tracking paper1 ICCV2017
  2. EAST:Learning Policies for Adaptive Tracking with Deep Feature Cascades[C] ICCV, 2017
  3. CREST:Yibing Song, Chao Ma, Lijun Gong, Jiawei Zhang, Rynson Lau, Ming-Hsuan Yang. “CREST: Convolutional Residual Learning for Visual Tracking.” ICCV (2017 Spotlight) paper2 code1
  4. RFL:Tianyu Yang, Antoni B. Chan. “Recurrent Filter Learning for Visual Tracking.” ICCV workshop (2017). paper3
  5. UCT:Zheng Zhu, Guan Huang, Wei Zou, Dalong Du, Chang Huang. “UCT: Learning Unified Convolutional Networks for Real-Time Visual Tracking.” ICCV workshop (2017). paper4
  6. DSiam: Qing Guo; Wei Feng; Ce Zhou; Rui Huang; Liang Wan; Song Wang. “Learning Dynamic Siamese Network for Visual Object Tracking.” ICCV (2017). paper5 code2
  7. CFNet:“End-to-end representation learning for Correlation Filter based tracking” CVPR (2017) Jack Valmadre,Luca Bertinetto etc. paper6 code3
  8. DCFNet:DCFNET: DISCRIMINANT CORRELATION FILTERS NETWORK FOR VISUAL TRACKING code4
  9. SiamRPN:Bo Li, Wei Wu, Zheng Zhu, Junjie Yan. “High Performance Visual Tracking with Siamese Region Proposal Network.” CVPR (2018 Spotlight). code5
  10. SA-Siam:Anfeng He, Chong Luo, Xinmei Tian, Wenjun Zeng. “A Twofold Siamese Network for Real-Time Object Tracking.” CVPR (2018). code6
  11. DaSiamRPN:Zheng Zhu, Qiang Wang, Bo Li, Wu Wei, Junjie Yan, Weiming Hu.“Distractor-aware Siamese Networks for Visual Object Tracking.” ECCV (2018).
  12. SiamRPN++:Evolution of Siamese Visual Tracking with Very Deep Networks CVPR2019 paper7 code7
  13. SiamMask:Fast Online Object Tracking and Segmentation CVPR2019 paper8 code8
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