Deep Learning for UAV-based Object Detection and Tracking: A Survey

25 October 2021

Papers citing "Deep Learning for UAV-based Object Detection and Tracking: A Survey"

39 / 39 papers shown

Title
Securing the Skies: A Comprehensive Survey on Anti-UAV Methods, Benchmarking, and Future Directions Yifei Dong Fengyi Wu Sanjian Zhang Guangyu Chen Yuzhi Hu ... Jingdong Sun Siyu Huang Feng Liu Qi Dai Zhi-Qi Cheng 36 0 0 16 Apr 2025
SL-YOLO: A Stronger and Lighter Drone Target Detection Model Defan Chen Luchan Zhang ObjD 80 0 0 18 Nov 2024
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object Detection Qingpeng Li Yuxin Zhang Leyuan Fang Yuhan Kang Shutao Li Xiao Xiang Zhu 18 0 0 23 Oct 2024
RemoteDet-Mamba: A Hybrid Mamba-CNN Network for Multi-modal Object Detection in Remote Sensing Images Kejun Ren Xin Wu Lianming Xu Li Wang Mamba 30 1 0 17 Oct 2024
STCMOT: Spatio-Temporal Cohesion Learning for UAV-Based Multiple Object Tracking Jianbo Ma Chuanming Tang Fei Wu Can Zhao Jianlin Zhang Zhiyong Xu VOT 20 0 0 17 Sep 2024
Domain-invariant Progressive Knowledge Distillation for UAV-based Object Detection Liang Yao Fan Liu Chuanyi Zhang Zhiquan Ou Ting Wu VLM 31 4 0 21 Aug 2024
Lost in UNet: Improving Infrared Small Target Detection by Underappreciated Local Features Wuzhou Quan Wei Zhao Weiming Wang H. Xie Fu Lee Wang Mingqiang Wei 19 0 0 19 Jun 2024
Discrete Latent Perspective Learning for Segmentation and Detection Deyi Ji Feng Zhao Lanyun Zhu Wenwei Jin Hongtao Lu Jieping Ye 24 7 0 15 Jun 2024
UEMM-Air: Make Unmanned Aerial Vehicles Perform More Multi-modal Tasks Liang Yao Liang Yao Shengxiang Xu Chuanyi Zhang Xinlei Zhang Ting Wu Zequan Wang Shimin Di Jun Zhou 25 0 0 10 Jun 2024
Multimodal Collaboration Networks for Geospatial Vehicle Detection in Dense, Occluded, and Large-Scale Events Xin Wu Zhanchao Huang Li Wang Jocelyn Chanussot Jiaojiao Tian 13 5 0 14 May 2024
A Comprehensive Survey for Hyperspectral Image Classification: The Evolution from Conventional to Transformers Muhammad Ahmad Salvatore Distifano Adil Mehmood Khan Manuel Mazzara Chenyu Li Jing Yao Hao Li Jagannath Aryal G. Vivone Danfeng Hong 30 1 0 23 Apr 2024
SIRST-5K: Exploring Massive Negatives Synthesis with Self-supervised Learning for Robust Infrared Small Target Detection Yahao Lu Yu-Hsiang Lin Han Wu Xiaoyu Xian Yukai Shi Liang Lin 20 8 0 08 Mar 2024
STF: Spatio-Temporal Fusion Module for Improving Video Object Detection Noreen Anwar Guillaume-Alexandre Bilodeau W. Bouachir ViT 6 0 0 16 Feb 2024
BioDrone: A Bionic Drone-based Single Object Tracking Benchmark for Robust Vision Xin Zhao Shiyu Hu Yipei Wang Jing Zhang Yimin Hu ... Haibin Ling Yin Li Renshu Li Kun Liu Jiadong Li AAML 33 12 0 07 Feb 2024
Multiview Aerial Visual Recognition (MAVREC): Can Multi-view Improve Aerial Visual Perception? A. Dutta Srijan Das Jacob Nielsen Rajatsubhra Chakraborty Mubarak Shah 17 9 0 07 Dec 2023
Deep Learning-Based Object Detection in Maritime Unmanned Aerial Vehicle Imagery: Review and Experimental Comparisons Chenjie Zhao Ryan Wen Liu Jingxiang Qu Ruobin Gao 14 37 0 14 Nov 2023
Efficient Object Detection in Optical Remote Sensing Imagery via Attention-based Feature Distillation Pourya Shamsolmoali Jocelyn Chanussot Huiyu Zhou Yue Lu 23 5 0 28 Oct 2023
WaterScenes: A Multi-Task 4D Radar-Camera Fusion Dataset and Benchmarks for Autonomous Driving on Water Surfaces Shanliang Yao Runwei Guan Zhaodong Wu Yi Ni Zile Huang ... H. Seo Ka Lok Man Jieming Ma Xiaohui Zhu Yutao Yue 21 22 0 13 Jul 2023
Exploring the Effectiveness of Dataset Synthesis: An application of Apple Detection in Orchards A. V. Meekeren Maya Aghaei K. Dijkstra DiffM 8 1 0 20 Jun 2023
YOLO-Drone:Airborne real-time detection of dense small objects from high-altitude perspective Li Zhu Jiahui Xiong Feng Xiong H. Hu Zhengnan Jiang 14 5 0 14 Apr 2023
Memory Maps for Video Object Detection and Tracking on UAVs Benjamin Kiefer Yitong Quan A. Zell 24 4 0 06 Mar 2023
Oriented Object Detection in Optical Remote Sensing Images using Deep Learning: A Survey Kunlin Wang Zi Wang Zhang Li Ang Su Xichao Teng Minhao Liu Qifeng Yu Qifeng Yu ObjD 64 7 0 21 Feb 2023
UIU-Net: U-Net in U-Net for Infrared Small Object Detection Xin Wu Danfeng Hong Jocelyn Chanussot ObjD 12 428 0 02 Dec 2022
Archangel: A Hybrid UAV-based Human Detection Benchmark with Position and Pose Metadata Yingzhe Shen Yaesop Lee H. Kwon D. Conover Shuvra S. Bhattacharyya Nikolas Vale Joshua D. Gray G. J. Leong Kenneth D. Evensen Frank E. Skirlo 12 9 0 31 Aug 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 14 55 0 09 May 2022
Deep Learning in Multimodal Remote Sensing Data Fusion: A Comprehensive Review Jiaxin Li Danfeng Hong Lianru Gao Jing Yao Ke-xin Zheng Bing Zhang Jocelyn Chanussot 13 352 0 03 May 2022
Universal Adversarial Examples in Remote Sensing: Methodology and Benchmark Yonghao Xu Pedram Ghamisi AAML 20 67 0 14 Feb 2022
A Review on Deep Learning in UAV Remote Sensing L. Osco J. M. Junior A. P. Ramos L. Jorge S. Fatholahi J. Silva E. Matsubara H. Pistori W. Gonçalves Jonathan Li AI4Cl 19 334 0 22 Jan 2021
Automatic Detection of Aedes aegypti Breeding Grounds Based on Deep Networks with Spatio-Temporal Consistency Wesley L. Passos G. Araujo Amaro A. de Lima S. L. Netto Eduardo A. B. da Silva 11 15 0 29 Jul 2020
Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox) Behnood Rasti Danfeng Hong Renlong Hang Pedram Ghamisi Xudong Kang Jocelyn Chanussot J. Benediktsson 47 395 0 05 Mar 2020
AU-AIR: A Multi-modal Unmanned Aerial Vehicle Dataset for Low Altitude Traffic Surveillance Ilker Bozcan Erdal Kayacan 41 111 0 31 Jan 2020
Eye in the Sky: Drone-Based Object Tracking and 3D Localization Haotian Zhang Gaoang Wang Zhichao Lei Jenq-Neng Hwang 3DPC 29 49 0 18 Oct 2019
Unmanned Aerial Vehicles: A Survey on Civil Applications and Key Research Challenges Hazim Shakhatreh Ahmad H. Sawalmeh Ala I. Al-Fuqaha Zuochao Dou Eyad K. Almaita Issa M. Khalil Noor Shamsiah Othman Abdallah Khreishah M. Guizani 102 1,479 0 19 Apr 2018
DetNet: A Backbone network for Object Detection Zeming Li Chao Peng Gang Yu Xiangyu Zhang Yangdong Deng Jian-jun Sun ObjD 79 259 0 17 Apr 2018
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 948 20,214 0 17 Apr 2017
Simple Online and Realtime Tracking with a Deep Association Metric N. Wojke Alex Bewley Dietrich Paulus VOT 208 3,407 0 21 Mar 2017
Arbitrary-Oriented Scene Text Detection via Rotation Proposals Jianqi Ma Weiyuan Shao Hao Ye Li Wang Hong Wang Yingbin Zheng Xiangyang Xue 150 1,170 0 03 Mar 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 261 10,106 0 16 Nov 2016
Context Matters: Refining Object Detection in Video with Recurrent Neural Networks Subarna Tripathi Zachary Chase Lipton Serge J. Belongie Truong Thao Nguyen ObjD 55 63 0 15 Jul 2016