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Efficient Visual Tracking with Exemplar Transformers

17 December 2021

Luc Van Gool

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Papers citing "Efficient Visual Tracking with Exemplar Transformers"

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Title
Improving Accuracy and Generalization for Efficient Visual Tracking Ram J. Zaveri Shivang Patel Yu Gu Gianfranco Doretto VLM 129 0 0 28 Nov 2024
BihoT: A Large-Scale Dataset and Benchmark for Hyperspectral Camouflaged Object Tracking Hanzheng Wang Wei Li X. Xia Qian Du 119 2 0 22 Aug 2024
Exploring Dynamic Transformer for Efficient Object Tracking Jiawen Zhu Xin Chen Haiwen Diao Shuai Li Jun-Yan He Chenyang Li Bin Luo Dong Wang Huchuan Lu 110 3 0 26 Mar 2024
Transforming Model Prediction for Tracking Christoph Mayer Martin Danelljan Goutam Bhat M. Paul D. Paudel Feng Yu Luc Van Gool 131 237 0 21 Mar 2022
TokenLearner: What Can 8 Learned Tokens Do for Images and Videos? Michael S. Ryoo A. Piergiovanni Anurag Arnab Mostafa Dehghani A. Angelova ViT 111 129 0 21 Jun 2021
Patch Slimming for Efficient Vision Transformers Yehui Tang Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chao Xu Dacheng Tao ViT 73 168 0 05 Jun 2021
ResT: An Efficient Transformer for Visual Recognition Qing-Long Zhang Yubin Yang ViT 68 234 0 28 May 2021
LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search B. Yan Houwen Peng Kan Wu Dong Wang Jianlong Fu Huchuan Lu 91 170 0 29 Apr 2021
Exploring Relational Context for Multi-Task Dense Prediction David Brüggemann Menelaos Kanakis Anton Obukhov Stamatios Georgoulis Luc Van Gool 87 77 0 28 Apr 2021
Learning Spatio-Temporal Transformer for Visual Tracking Bin Yan Houwen Peng Jianlong Fu Dong Wang Huchuan Lu ViT 70 727 0 31 Mar 2021
Transformer Tracking Xin Chen Bin Yan Jiawen Zhu Dong Wang Xiaoyun Yang Huchuan Lu ViT 69 960 0 29 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 458 21,439 0 25 Mar 2021
Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking Ning Wang Wen-gang Zhou Jie Wang Houqiang Li ViT 78 534 0 22 Mar 2021
TransTrack: Multiple Object Tracking with Transformer Pei Sun Jinkun Cao Yi Jiang Rufeng Zhang Enze Xie Zehuan Yuan Changhu Wang Ping Luo ViT VOT 312 583 0 31 Dec 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 667 41,369 0 22 Oct 2020
Efficient Transformers: A Survey Yi Tay Mostafa Dehghani Dara Bahri Donald Metzler VLM 159 1,124 0 14 Sep 2020
Fast Transformers with Clustered Attention Apoorv Vyas Angelos Katharopoulos Franccois Fleuret 60 153 0 09 Jul 2020
Alpha-Refine: Boosting Tracking Performance by Precise Bounding Box Estimation B. Yan Dong Wang Huchuan Lu Xiaoyun Yang 103 174 0 04 Jul 2020
Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention Angelos Katharopoulos Apoorv Vyas Nikolaos Pappas Franccois Fleuret 201 1,771 0 29 Jun 2020
Ocean: Object-aware Anchor-free Tracking Zhipeng Zhang Houwen Peng Jianlong Fu Bing Li Weiming Hu 53 648 0 18 Jun 2020
Masked Language Modeling for Proteins via Linearly Scalable Long-Context Transformers K. Choromanski Valerii Likhosherstov David Dohan Xingyou Song Andreea Gane ... Peter Hawkins Jared Davis David Belanger Lucy J. Colwell Adrian Weller 78 85 0 05 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 421 13,048 0 26 May 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 176 4,090 0 10 Apr 2020
Probabilistic Regression for Visual Tracking Martin Danelljan Luc Van Gool Radu Timofte BDL 82 522 0 27 Mar 2020
Reformer: The Efficient Transformer Nikita Kitaev Lukasz Kaiser Anselm Levskaya VLM 197 2,327 0 13 Jan 2020
Siam R-CNN: Visual Tracking by Re-Detection P. Voigtlaender Jonathon Luiten Philip Torr Bastian Leibe 106 516 0 28 Nov 2019
Blockwise Self-Attention for Long Document Understanding J. Qiu Hao Ma Omer Levy Scott Yih Sinong Wang Jie Tang 91 253 0 07 Nov 2019
Learning the Model Update for Siamese Trackers Lichao Zhang Abel Gonzalez-Garcia Joost van de Weijer Martin Danelljan Fahad Shahbaz Khan 85 312 0 02 Aug 2019
Stand-Alone Self-Attention in Vision Models Prajit Ramachandran Niki Parmar Ashish Vaswani Irwan Bello Anselm Levskaya Jonathon Shlens VLM SLR ViT 98 1,215 0 13 Jun 2019
Searching for MobileNetV3 Andrew G. Howard Mark Sandler Grace Chu Liang-Chieh Chen Bo Chen ... Yukun Zhu Ruoming Pang Vijay Vasudevan Quoc V. Le Hartwig Adam 359 6,799 0 06 May 2019
Attention Augmented Convolutional Networks Irwan Bello Barret Zoph Ashish Vaswani Jonathon Shlens Quoc V. Le 137 1,015 0 22 Apr 2019
Learning Discriminative Model Prediction for Tracking Goutam Bhat Martin Danelljan Luc Van Gool Radu Timofte 134 1,038 0 15 Apr 2019
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context Zihang Dai Zhilin Yang Yiming Yang J. Carbonell Quoc V. Le Ruslan Salakhutdinov VLM 250 3,730 0 09 Jan 2019
SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks Yue Liu Wei Wu Qiang Wang Fangyi Zhang Junliang Xing Junjie Yan ViT 95 1,809 0 31 Dec 2018
Fast Online Object Tracking and Segmentation: A Unifying Approach Qiang Wang Li Zhang Luca Bertinetto Weiming Hu Philip Torr VOS 84 1,205 0 12 Dec 2018
ATOM: Accurate Tracking by Overlap Maximization Martin Danelljan Goutam Bhat Fahad Shahbaz Khan Michael Felsberg 102 1,066 0 19 Nov 2018
GOT-10k: A Large High-Diversity Benchmark for Generic Object Tracking in the Wild Lianghua Huang Xin Zhao Kaiqi Huang 95 1,344 0 29 Oct 2018
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-mei Xu Chunyuan Liao Haibin Ling VOT 167 1,166 0 20 Sep 2018
TrackingNet: A Large-Scale Dataset and Benchmark for Object Tracking in the Wild Matthias Muller Adel Bibi Silvio Giancola Salman Al-Subaihi Guohao Li 321 805 0 28 Mar 2018
Learning Dynamic Memory Networks for Object Tracking Tianyu Yang Antoni B. Chan 73 284 0 20 Mar 2018
Image Transformer Niki Parmar Ashish Vaswani Jakob Uszkoreit Lukasz Kaiser Noam M. Shazeer Alexander Ku Dustin Tran ViT 138 1,684 0 15 Feb 2018
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 289 8,916 0 21 Nov 2017
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices Xiangyu Zhang Xinyu Zhou Mengxiao Lin Jian Sun AI4TS 141 6,878 0 04 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 722 132,199 0 12 Jun 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 20,880 0 17 Apr 2017
Need for Speed: A Benchmark for Higher Frame Rate Object Tracking Hamed Kiani Galoogahi Ashton Fagg Chen Huang Deva Ramanan Simon Lucey 82 403 0 17 Mar 2017
ECO: Efficient Convolution Operators for Tracking Martin Danelljan Goutam Bhat Fahad Shahbaz Khan Michael Felsberg 119 2,273 0 28 Nov 2016
Discriminative Scale Space Tracking Martin Danelljan Gustav Häger Fahad Shahbaz Khan Michael Felsberg 63 1,134 0 20 Sep 2016
An overview of gradient descent optimization algorithms Sebastian Ruder ODL 204 6,199 0 15 Sep 2016
UnitBox: An Advanced Object Detection Network Jiahui Yu Yuning Jiang Zhangyang Wang Zhimin Cao Thomas Huang CVBM 93 1,468 0 04 Aug 2016