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Siamese tracking has achieved groundbreaking performance in recent years, where the essence is the efficient matching operator cross-correlation and its variants.
Backpropagation applied to handwritten zip code recognition
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Estimating or propagating gradients through stochastic neurons for conditional computation
Yoshua Bengio, Nicholas Léonard, and Aaron Courville · 2013
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A survey of appearance models in visual object tracking
Xi Li, Weiming Hu, Chunhua Shen, Zhongfei Zhang, Anthony Dick, and Anton Van Den Hengel · 2013
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Visual tracking: An experimental survey
Arnold WM Smeulders, Dung M Chu, Rita Cucchiara, Simone Calderara, Afshin Dehghan, and Mubarak Shah · 2013
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Microsoft coco: Common objects in context
Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C Lawrence Zitnick · 2014
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Imagenet large scale visual recognition challenge
Olga Russakovsky, Jia Deng, Hao Su, Jonathan Krause, Sanjeev Satheesh, Sean Ma, Zhiheng Huang, Andrej Karpathy, Aditya Khosla, Michael Bernstein, et al · 2015
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Object tracking benchmark
Yi Wu, Jongwoo Lim, and Ming-Hsuan Yang · 2015
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Fully-convolutional siamese networks for object tracking
Luca Bertinetto, Jack Valmadre, Joao F Henriques, Andrea Vedaldi, and Philip HS Torr · 2016
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Learning to track at 100 fps with deep regression networks
David Held, Sebastian Thrun, and Silvio Savarese · 2016
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Learning multi-domain convolutional neural networks for visual tracking
Hyeonseob Nam and Bohyung Han · 2016
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Siamese instance search for tracking
Ran Tao, Efstratios Gavves, and Arnold WM Smeulders · 2016
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Eco: Efficient convolution operators for tracking
Martin Danelljan, Goutam Bhat, Fahad Shahbaz Khan, Michael Felsberg, et al · 2017
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Learning background-aware correlation filters for visual tracking
Hamed Kiani Galoogahi, Ashton Fagg, and Simon Lucey · 2017
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Automatic differentiation in pytorch
Adam Paszke, Sam Gross, Soumith Chintala, Gregory Chanan, Edward Yang, Zachary DeVito, Zeming Lin, Alban Desmaison, Luca Antiga, and Adam Lerer · 2017
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Youtube-boundingboxes: A large high-precision human-annotated data set for object detection in video
Esteban Real, Jonathon Shlens, Stefano Mazzocchi, Xin Pan, and Vincent Vanhoucke · 2017
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Got-10k: A large high-diversity benchmark for generic object tracking in the wild
Lianghua Huang, Xin Zhao, and Kaiqi Huang · 2018
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High performance visual tracking with siamese region proposal network
Bo Li, Junjie Yan, Wei Wu, Zheng Zhu, and Xiaolin Hu · 2018
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Darts: Differentiable architecture search
Hanxiao Liu, Karen Simonyan, and Yiming Yang · 2018
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Multiple context features in siamese networks for visual object tracking
Henrique Morimitsu · 2018
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Trackingnet: A large-scale dataset and benchmark for object tracking in the wild
Matthias Muller, Adel Bibi, Silvio Giancola, Salman Alsubaihi, and Bernard Ghanem · 2018
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Film: Visual reasoning with a general conditioning layer
Ethan Perez, Florian Strub, Harm De Vries, Vincent Dumoulin, and Aaron Courville · 2018
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Vital: Visual tracking via adversarial learning
Know your surroundings: Exploiting scene information for object tracking
Goutam Bhat, Martin Danelljan, Luc Van Gool, and Radu Timofte · 2020
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Siamese box adaptive network for visual tracking
Zedu Chen, Bineng Zhong, Guorong Li, Shengping Zhang, and Rongrong Ji · 2020
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Fair darts: Eliminating unfair advantages in differentiable architecture search
Xiangxiang Chu, Tianbao Zhou, Bo Zhang, and Jixiang Li · 2020
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Siamcar: Siamese fully convolutional classification and regression for visual tracking
Dongyan Guo, Jun Wang, Ying Cui, Zhenhua Wang, and Shengyong Chen · 2020
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A survey on visual transformer
Kai Han, Yunhe Wang, Hanting Chen, Xinghao Chen, Jianyuan Guo, Zhenhua Liu, Yehui Tang, An Xiao, Chunjing Xu, Yixing Xu, et al · 2020
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Yibing Song, Chao Ma, Xiaohe Wu, Lijun Gong, Linchao Bao, Wangmeng Zuo, Chunhua Shen, Rynson WH Lau, and Ming-Hsuan Yang · 2018
Cited alongside, same era.
Learning to compare: Relation network for few-shot learning
Flood Sung, Yongxin Yang, Li Zhang, Tao Xiang, Philip HS Torr, and Timothy M Hospedales · 2018
Cited alongside, same era.
Batch-shaping for learning conditional channel gated networks
Babak Ehteshami Bejnordi, Tijmen Blankevoort, and Max Welling · 2019
Cited alongside, same era.
Learning discriminative model prediction for tracking
Goutam Bhat, Martin Danelljan, Luc Van Gool, and Radu Timofte · 2019
Cited alongside, same era.
Atom: Accurate tracking by overlap maximization
Martin Danelljan, Goutam Bhat, Fahad Shahbaz Khan, and Michael Felsberg · 2019
Cited alongside, same era.
Lasot: A high-quality benchmark for large-scale single object tracking
Heng Fan, Liting Lin, Fan Yang, Peng Chu, Ge Deng, Sijia Yu, Hexin Bai, Yong Xu, Chunyuan Liao, and Haibin Ling · 2019
Cited alongside, same era.
Siamrpn++: Evolution of siamese visual tracking with very deep networks
Bo Li, Wei Wu, Qiang Wang, Fangyi Zhang, Junliang Xing, and Junjie Yan · 2019
Cited alongside, same era.
Globaltrack: A simple and strong baseline for long-term tracking
Lianghua Huang, Xin Zhao, and Kaiqi Huang · 2020
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D3s-a discriminative single shot segmentation tracker
Matas Jiri Lukezic, Alan and Matej Kristan · 2020
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Dynamic convolutions: Exploiting spatial sparsity for faster inference
Thomas Verelst and Tinne Tuytelaars · 2020
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Tracking by instance detection: A meta-learning approach
Guangting Wang, Chong Luo, Xiaoyan Sun, Zhiwei Xiong, and Wenjun Zeng · 2020
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Siamfc++: Towards robust and accurate visual tracking with target estimation guidelines
Yinda Xu, Zeyu Wang, Zuoxin Li, Ye Yuan, and Gang Yu · 2020
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Siamatt: Siamese attention network for visual tracking
Kai Yang, Zhenyu He, Zikun Zhou, and Nana Fan · 2020
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A transductive approach for video object segmentation
Yizhuo Zhang, Zhirong Wu, Houwen Peng, and Stephen Lin · 2020
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Towards accurate pixel-wise object tracking by attention retrieval
Zhipeng Zhang, Bing Li, Weiming Hu, and Houweng Peng · 2020
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Ocean: Object-aware anchor-free tracking
Zhipeng Zhang, Houwen Peng, Jianlong Fu, Bing Li, and Weiming Hu · 2020
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Towards more flexible and accurate object tracking with natural language: Algorithms and benchmark
Xiao Wang, Xiujun shu, Zhipeng Zhang, Bo Jiang, Yaowei Wang, Yonghong Tian, and Feng Wu · 2021
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