Adaptively Bypassing Vision Transformer Blocks for Efficient Visual Tracking

12 June 2024

Papers citing "Adaptively Bypassing Vision Transformer Blocks for Efficient Visual Tracking"

42 / 42 papers shown

Title
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 91 2 0 26 Mar 2024
Joint Token Pruning and Squeezing Towards More Aggressive Compression of Vision Transformers Siyuan Wei Tianzhu Ye Shen Zhang Yao Tang Jiajun Liang ViT 36 69 0 21 Apr 2023
AiATrack: Attention in Attention for Transformer Visual Tracking Shenyuan Gao Chunluan Zhou Chao Ma Xing Wang Junsong Yuan ViT 59 229 0 20 Jul 2022
EfficientFormer: Vision Transformers at MobileNet Speed Yanyu Li Geng Yuan Yang Wen Eric Hu Georgios Evangelidis Sergey Tulyakov Yanzhi Wang Jian Ren ViT 64 362 0 02 Jun 2022
MiniViT: Compressing Vision Transformers with Weight Multiplexing Jinnian Zhang Houwen Peng Kan Wu Mengchen Liu Bin Xiao Jianlong Fu Lu Yuan ViT 51 125 0 14 Apr 2022
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Botao Ye Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen ViT 83 462 0 22 Mar 2022
Transforming Model Prediction for Tracking Christoph Mayer Martin Danelljan Goutam Bhat M. Paul D. Paudel Feng Yu Luc Van Gool 97 234 0 21 Mar 2022
MixFormer: End-to-End Tracking with Iterative Mixed Attention Yutao Cui Jiang Cheng Limin Wang Gangshan Wu VOT 104 468 0 21 Mar 2022
Backbone is All Your Need: A Simplified Architecture for Visual Object Tracking Boyu Chen Peixia Li Lei Bai Leixian Qiao Qiuhong Shen Yue Liu Weihao Gan Wei Wu Wanli Ouyang ViT VOT 60 188 0 10 Mar 2022
Correlation-Aware Deep Tracking Fei Xie Chunyu Wang Guangting Wang Yue Cao Wankou Yang Wenjun Zeng VOT 74 119 0 03 Mar 2022
Efficient Visual Tracking with Exemplar Transformers Philippe Blatter Menelaos Kanakis Martin Danelljan Luc Van Gool ViT 66 83 0 17 Dec 2021
AdaViT: Adaptive Tokens for Efficient Vision Transformer Hongxu Yin Arash Vahdat J. Álvarez Arun Mallya Jan Kautz Pavlo Molchanov ViT 76 335 0 14 Dec 2021
Visual Object Tracking with Discriminative Filters and Siamese Networks: A Survey and Outlook S. Javed Martin Danelljan Fahad Shahbaz Khan Muhammad Haris Khan Michael Felsberg Jirí Matas 83 130 0 06 Dec 2021
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer Sachin Mehta Mohammad Rastegari ViT 273 1,257 0 05 Oct 2021
Mobile-Former: Bridging MobileNet and Transformer Yinpeng Chen Xiyang Dai Dongdong Chen Mengchen Liu Xiaoyi Dong Lu Yuan Zicheng Liu ViT 236 487 0 12 Aug 2021
DynamicViT: Efficient Vision Transformers with Dynamic Token Sparsification Yongming Rao Wenliang Zhao Benlin Liu Jiwen Lu Jie Zhou Cho-Jui Hsieh ViT 76 697 0 03 Jun 2021
Not All Images are Worth 16x16 Words: Dynamic Transformers for Efficient Image Recognition Yulin Wang Rui Huang S. Song Zeyi Huang Gao Huang ViT 68 193 0 31 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 78 170 0 29 Apr 2021
Vision Transformer Pruning Mingjian Zhu Yehui Tang Kai Han ViT 44 91 0 17 Apr 2021
STMTrack: Template-free Visual Tracking with Space-time Memory Networks Z. Fu Qingjie Liu Zehua Fu Yunhong Wang 54 227 0 01 Apr 2021
Learning Spatio-Temporal Transformer for Visual Tracking Bin Yan Houwen Peng Jianlong Fu Dong Wang Huchuan Lu ViT 60 720 0 31 Mar 2021
CvT: Introducing Convolutions to Vision Transformers Haiping Wu Bin Xiao Noel Codella Mengchen Liu Xiyang Dai Lu Yuan Lei Zhang ViT 128 1,901 0 29 Mar 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 189 2,137 0 29 Mar 2021
Transformer Tracking Xin Chen Bin Yan Jiawen Zhu Dong Wang Xiaoyun Yang Huchuan Lu ViT 52 953 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 402 21,347 0 25 Mar 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 487 3,709 0 24 Feb 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir Fahad Shahbaz Khan M. Shah ViT 270 2,492 0 04 Jan 2021
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 345 6,731 0 23 Dec 2020
A Survey on Visual Transformer Kai Han Yunhe Wang Hanting Chen Xinghao Chen Jianyuan Guo ... Chunjing Xu Yixing Xu Zhaohui Yang Yiman Zhang Dacheng Tao ViT 163 2,202 0 23 Dec 2020
Ocean: Object-aware Anchor-free Tracking Zhipeng Zhang Houwen Peng Jianlong Fu Bing Li Weiming Hu 50 648 0 18 Jun 2020
Linformer: Self-Attention with Linear Complexity Sinong Wang Belinda Z. Li Madian Khabsa Han Fang Hao Ma 185 1,694 0 08 Jun 2020
Siamese Box Adaptive Network for Visual Tracking Zedu Chen Bineng Zhong Guorong Li Shengping Zhang Rongrong Ji 114 667 0 15 Mar 2020
Siam R-CNN: Visual Tracking by Re-Detection P. Voigtlaender Jonathon Luiten Philip Torr Bastian Leibe 99 515 0 28 Nov 2019
SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking Dongyan Guo Jun Wang Ying Cui Zhenhua Wang Shengyong Chen ViT 64 595 0 17 Nov 2019
Learning Discriminative Model Prediction for Tracking Goutam Bhat Martin Danelljan Luc Van Gool Radu Timofte 126 1,039 0 15 Apr 2019
Generalized Intersection over Union: A Metric and A Loss for Bounding Box Regression S. Hamid Rezatofighi Deyuan Li JunYoung Gwak Amir Sadeghian Ian Reid Silvio Savarese 145 4,143 0 25 Feb 2019
GOT-10k: A Large High-Diversity Benchmark for Generic Object Tracking in the Wild Lianghua Huang Xin Zhao Kaiqi Huang 81 1,340 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 154 1,167 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 306 799 0 28 Mar 2018
Fully-Convolutional Siamese Networks for Object Tracking Luca Bertinetto Jack Valmadre João F. Henriques Andrea Vedaldi Philip Torr VOT 73 3,872 0 30 Jun 2016
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 401 43,589 0 17 Sep 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 371 43,524 0 01 May 2014