LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search

29 April 2021

Huchuan Lu

Papers citing "LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search"

50 / 67 papers shown

Title
COST: Contrastive One-Stage Transformer for Vision-Language Small Object Tracking Chunhui Zhang Li Liu Jialin Gao Xin Sun Hao Wen Xi Zhou Shiming Ge Y. Wang 42 0 0 02 Apr 2025
FACETS: Efficient Once-for-all Object Detection via Constrained Iterative Search Tony Tran Bin Hu 34 0 0 27 Mar 2025
Target-aware Bidirectional Fusion Transformer for Aerial Object Tracking Xinglong Sun Haijiang Sun Shan Jiang Jiacheng Wang Jiasong Wang ViT 50 0 0 13 Mar 2025
Similarity-Guided Layer-Adaptive Vision Transformer for UAV Tracking Chaocan Xue Bineng Zhong Qihua Liang Yaozong Zheng Ning Li Yuanliang Xue Shuxiang Song 38 0 0 09 Mar 2025
Two-stream Beats One-stream: Asymmetric Siamese Network for Efficient Visual Tracking Jiawen Zhu Huayi Tang Xin Chen Xinying Wang Dong Wang Huchuan Lu 44 2 0 01 Mar 2025
CFTrack: Enhancing Lightweight Visual Tracking through Contrastive Learning and Feature Matching Juntao Liang Jun Hou Weijun Zhang Yong Wang 43 0 0 27 Feb 2025
Improving Accuracy and Generalization for Efficient Visual Tracking Ram J. Zaveri Shivang Patel Yu Gu Gianfranco Doretto VLM 86 0 0 28 Nov 2024
NT-VOT211: A Large-Scale Benchmark for Night-time Visual Object Tracking Yu Liu Arif Mahmood Muhammad Haris Khan 21 2 0 27 Oct 2024
Flying through Moving Gates without Full State Estimation Ralf Romer Tim Emmert Angela P. Schoellig 63 0 0 21 Oct 2024
DaDiff: Domain-aware Diffusion Model for Nighttime UAV Tracking Haobo Zuo Changhong Fu Guangze Zheng L. Yao Kunhan Lu Jia-Yu Pan 29 0 0 16 Oct 2024
General Compression Framework for Efficient Transformer Object Tracking Lingyi Hong Jinglun Li Xinyu Zhou Shilin Yan Pinxue Guo ... Zhaoyu Chen Shuyong Gao Wei Zhang Hong Lu Wenqiang Zhang ViT 32 0 0 26 Sep 2024
CloudTrack: Scalable UAV Tracking with Cloud Semantics Yannik Blei Michael Krawez Nisarga Nilavadi Tanja Katharina Kaiser Wolfram Burgard 42 1 0 24 Sep 2024
Cross-modulated Attention Transformer for RGBT Tracking Yun Xiao Jiacong Zhao Andong Lu Chenglong Li Yin Lin Bing Yin Cong Liu 41 1 0 05 Aug 2024
Learning Motion Blur Robust Vision Transformers with Dynamic Early Exit for Real-Time UAV Tracking You Wu Xucheng Wang Dan Zeng Hengzhou Ye Xiaolan Xie Qijun Zhao Shuiwang Li 35 3 0 07 Jul 2024
CLASH: Complementary Learning with Neural Architecture Search for Gait Recognition Huanzhang Dou Pengyi Zhang Yuhan Zhao Lu Jin Xi Li CVBM 48 6 0 04 Jul 2024
Adaptively Bypassing Vision Transformer Blocks for Efficient Visual Tracking Xiangyang Yang Dan Zeng Xucheng Wang You Wu Hengzhou Ye Qijun Zhao Shuiwang Li 59 3 0 12 Jun 2024
LoReTrack: Efficient and Accurate Low-Resolution Transformer Tracking Shaohua Dong Yunhe Feng Qing Yang Yuewei Lin Heng Fan 35 1 0 27 May 2024
An Experimental Study on Exploring Strong Lightweight Vision Transformers via Masked Image Modeling Pre-Training Jin Gao Shubo Lin Shaoru Wang Yutong Kou Zeming Li Liang Li Congxuan Zhang Xiaoqin Zhang Yizheng Wang Weiming Hu 39 1 0 18 Apr 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 43 2 0 26 Mar 2024
Correlation-Embedded Transformer Tracking: A Single-Branch Framework Fei Xie Wankou Yang Chunyu Wang Lei Chu Yue Cao Chao Ma Wenjun Zeng 27 4 0 23 Jan 2024
Mutual-Learning Knowledge Distillation for Nighttime UAV Tracking Yufeng Liu 29 0 0 13 Dec 2023
Single-Model and Any-Modality for Video Object Tracking Zongwei Wu Jilai Zheng Xiangxuan Ren Florin-Alexandru Vasluianu Chao Ma D. Paudel Luc Van Gool Radu Timofte 53 33 0 27 Nov 2023
NAS-ASDet: An Adaptive Design Method for Surface Defect Detection Network using Neural Architecture Search Zhenrong Wang Bin Li Weifeng Li Shuanlong Niu Wang Miao Tongzhi Niu 31 8 0 18 Nov 2023
AViTMP: A Tracking-Specific Transformer for Single-Branch Visual Tracking Chuanming Tang Kai Wang J. Weijer Jianlin Zhang Yongmei Huang 23 0 0 30 Oct 2023
ZoomTrack: Target-aware Non-uniform Resizing for Efficient Visual Tracking Yutong Kou Jin Gao Bing Li Gang Wang Weiming Hu Yizheng Wang Liang Li ViT 36 19 0 16 Oct 2023
Lightweight Full-Convolutional Siamese Tracker Yunfeng Li Bo Wang Xueyi Wu Zhuoyan Liu Ye Li 25 9 0 09 Oct 2023
LiteTrack: Layer Pruning with Asynchronous Feature Extraction for Lightweight and Efficient Visual Tracking Qingmao Wei Bi Zeng Jianqi Liu Li He Guotian Zeng 34 11 0 17 Sep 2023
Unsupervised Green Object Tracker (GOT) without Offline Pre-training Zhiruo Zhou Suya You C.-C. Jay Kuo VOT 34 1 0 16 Sep 2023
Mobile Vision Transformer-based Visual Object Tracking Goutam Yelluru Gopal Maria A. Amer 19 5 0 11 Sep 2023
Separable Self and Mixed Attention Transformers for Efficient Object Tracking Goutam Yelluru Gopal Maria A. Amer VOT ViT 25 25 0 07 Sep 2023
Towards Real-World Visual Tracking with Temporal Contexts Ziang Cao Ziyuan Huang Liang Pan Shiwei Zhang Ziwei Liu Changhong Fu 29 41 0 20 Aug 2023
Exploring Lightweight Hierarchical Vision Transformers for Efficient Visual Tracking Ben Kang Xin Chen D. Wang Houwen Peng Huchuan Lu 12 46 0 14 Aug 2023
Divert More Attention to Vision-Language Object Tracking Mingzhe Guo Zhipeng Zhang Li Jing Haibin Ling Heng Fan VLM 31 3 0 19 Jul 2023
A Survey on Multi-Objective Neural Architecture Search Seyed Mahdi Shariatzadeh M. Fathy R. Berangi M. Shahverdy 25 1 0 18 Jul 2023
MixFormerV2: Efficient Fully Transformer Tracking Yutao Cui Tian-Shu Song Gangshan Wu Liming Wang 21 53 0 25 May 2023
Generalized Relation Modeling for Transformer Tracking Shenyuan Gao Chunluan Zhou Jun Zhang ViT 19 100 0 29 Mar 2023
Adaptive Siamese Tracking with a Compact Latent Network Xingping Dong Jianbing Shen Fatih Porikli Jiebo Luo Ling Shao 30 30 0 02 Feb 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Y. Sun 24 12 0 14 Jan 2023
Siamese Object Tracking for Vision-Based UAM Approaching with Pairwise Scale-Channel Attention Guang-Zheng Zheng Changhong Fu Junjie Ye Bowen Li Geng Lu Jia-Yu Pan 27 4 0 26 Nov 2022
On Designing Light-Weight Object Trackers through Network Pruning: Use CNNs or Transformers? Saksham Aggarwal Taneesh Gupta Pawan Kumar Sahu Arnav Chavan Rishabh Tiwari Dilip K. Prasad D. K. Gupta ViT 25 1 0 24 Nov 2022
Visual Object Tracking in First Person Vision Matteo Dunnhofer Antonino Furnari G. Farinella C. Micheloni 29 27 0 27 Sep 2022
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends Ying Bi Bing Xue Pablo Mesejo S. Cagnoni Mengjie Zhang 72 43 0 14 Sep 2022
Multiple Object Tracking in Recent Times: A Literature Review Mk Bashar Samia Islam Kashifa Kawaakib Hussain Md. Bakhtiar Hasan A. A. Ashikur Rahman M. H. Kabir VOT 38 23 0 11 Sep 2022
Tracking Small and Fast Moving Objects: A Benchmark Zhewen Zhang Fuliang Wu Yuming Qiu Jingdong Liang Shuiwang Li 47 16 0 09 Sep 2022
Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey Dalin Zhang Kaixuan Chen Yan Zhao B. Yang Li-Ping Yao Christian S. Jensen 43 3 0 22 Aug 2022
SiamMask: A Framework for Fast Online Object Tracking and Segmentation Weiming Hu Qiang Wang Li Zhang Luca Bertinetto Philip H. S. Torr VOS 32 71 0 05 Jul 2022
Rank-Based Filter Pruning for Real-Time UAV Tracking Xucheng Wang Dan Zeng Qijun Zhao Shuiwang Li 42 19 0 05 Jul 2022
Divert More Attention to Vision-Language Tracking Mingzhe Guo Zhipeng Zhang Heng Fan Li Jing 21 53 0 03 Jul 2022
Bi-level Alignment for Cross-Domain Crowd Counting Shenjian Gong Shanshan Zhang Jian Yang Dengxin Dai Bernt Schiele 9 18 0 12 May 2022
Siamese Object Tracking for Unmanned Aerial Vehicle: A Review and Comprehensive Analysis Changhong Fu Kunhan Lu Guang-Zheng Zheng Junjie Ye Ziang Cao Bowen Li Geng Lu 19 55 0 09 May 2022