Deep Learning in Video Multi-Object Tracking: A Survey

18 July 2019

Gioele Ciaparrone

Francisco Luque Sánchez

Papers citing "Deep Learning in Video Multi-Object Tracking: A Survey"

44 / 44 papers shown

Title
WildLive: Near Real-time Visual Wildlife Tracking onboard UAVs Nguyen Ngoc Dat Tom Richardson Matthew Watson Kilian Meier Jenna Kline Sid Reid Guy Maalouf Duncan Hine Majid Mirmehdi T. Burghardt 36 0 0 14 Apr 2025
YOLO11-JDE: Fast and Accurate Multi-Object Tracking with Self-Supervised Re-ID Iñaki Erregue Kamal Nasrollahi Sergio Escalera VOT 59 0 0 23 Jan 2025
Gotta Hear Them All: Sound Source Aware Vision to Audio Generation Wei Guo Heng Wang Jianbo Ma Weidong Cai DiffM 90 3 0 23 Nov 2024
Engineering an Efficient Object Tracker for Non-Linear Motion Momir Adzemovic Predrag Tadić Andrija Petrović Mladen Nikolic 27 1 0 30 Jun 2024
MAML MOT: Multiple Object Tracking based on Meta-Learning Jiayi Chen Chunhua Deng VOT 42 0 0 12 May 2024
VONet: Unsupervised Video Object Learning With Parallel U-Net Attention and Object-wise Sequential VAE Haonan Yu Wei Xu ViT 36 1 0 20 Jan 2024
Transformer-Based Multi-Object Smoothing with Decoupled Data Association and Smoothing Juliano Pinto Georg Hess Yuxuan Xia H. Wymeersch Lennart Svensson VOT 27 3 0 22 Dec 2023
Real-time Neural Network Inference on Extremely Weak Devices: Agile Offloading with Explainable AI Kai Huang Wei Gao 17 35 0 21 Dec 2023
Neural Texture Puppeteer: A Framework for Neural Geometry and Texture Rendering of Articulated Shapes, Enabling Re-Identification at Interactive Speed Urs Waldmann O. Johannsen Bastian Goldluecke 3DH 35 1 0 28 Nov 2023
Semantic Programming for Device-Edge-Cloud Continuum Anh Le-Tuan David Bowden Danh Le-Phuoc 29 0 0 21 Aug 2023
EgoHumans: An Egocentric 3D Multi-Human Benchmark Rawal Khirodkar Aayush Bansal Lingni Ma Richard Newcombe Minh Vo Kris M. Kitani EgoV 26 34 0 25 May 2023
S $^3$ Track: Self-supervised Tracking with Soft Assignment Flow Fatemeh Azimi Fahim Mannan Felix Heide VOT 35 0 0 17 May 2023
Semi-Automated Computer Vision based Tracking of Multiple Industrial Entities -- A Framework and Dataset Creation Approach Jérôme Rutinowski Hazem Youssef Sven Franke Irfan Fachrudin Priyanta Frederik Polachowski Moritz Roidl Christopher Reining 35 6 0 03 Apr 2023
TAU: A Framework for Video-Based Traffic Analytics Leveraging Artificial Intelligence and Unmanned Aerial Systems Bilel Benjdira Anis Koubaa A. Azar Zahid Khan Adel Ammar W. Boulila 30 26 0 01 Mar 2023
Hierarchical Cross-modal Transformer for RGB-D Salient Object Detection Hao Chen Feihong Shen ViT 36 0 0 16 Feb 2023
Joint Counting, Detection and Re-Identification for Multi-Object Tracking Weihong Ren Denglu Wu Hui Cao Xi’ai Chen Zhi Han Honghai Liu VOT 36 2 0 12 Dec 2022
Sparse4D: Multi-view 3D Object Detection with Sparse Spatial-Temporal Fusion Xuewu Lin Tianwei Lin Zi-Hui Pei Lichao Huang Zhizhong Su 3DPC 32 97 0 19 Nov 2022
The Caltech Fish Counting Dataset: A Benchmark for Multiple-Object Tracking and Counting Justin Kay Peter Kulits Suzanne Stathatos Siqi Deng Erik Young Sara Beery Grant Van Horn Pietro Perona 24 26 0 19 Jul 2022
A Region-Based Deep Learning Approach to Automated Retail Checkout Maged Shoman Armstrong Aboah Alex Morehead Ye Duan Abdulateef Daud Y. Adu-Gyamfi 33 22 0 18 Apr 2022
E^2TAD: An Energy-Efficient Tracking-based Action Detector Xin Hu Zhenyu Wu Haoyuan Miao Siqi Fan Taiyu Long ... Pengcheng Pi Yi Wu Zhou Ren Zhangyang Wang G. Hua 24 2 0 09 Apr 2022
Global Instance Tracking: Locating Target More Like Humans Shiyu Hu Xin Zhao Lianghua Huang Kaiqi Huang 27 22 0 26 Feb 2022
CQELS 2.0: Towards A Unified Framework for Semantic Stream Fusion Anh Le-Tuan Manh Nguyen-Duc Chien-Quang Le T. Tran M. Hauswirth Thomas Eiter Danh Le-Phuoc FedML 21 3 0 15 Feb 2022
SmartDet: Context-Aware Dynamic Control of Edge Task Offloading for Mobile Object Detection Davide Callegaro Francesco Restuccia Marco Levorato 21 3 0 11 Jan 2022
Tracking People by Predicting 3D Appearance, Location & Pose Jathushan Rajasegaran Georgios Pavlakos Angjoo Kanazawa Jitendra Malik 3DH 27 15 0 08 Dec 2021
Multi-target tracking for video surveillance using deep affinity network: a brief review Sanam Nisar Mangi 16 1 0 29 Oct 2021
Multiple Object Trackers in OpenCV: A Benchmark Nadja Dardagan Adnan Brdjanin Dzemil Dzigal Amila Akagić VOT 27 19 0 11 Oct 2021
Multi-Object Tracking with Deep Learning Ensemble for Unmanned Aerial System Applications Wanlin Xie J. Ide Daniel Izadi Sean Banger Thayne T. Walker Ryan Ceresani Dylan Spagnuolo Christopher Guagliano Henry Diaz Jason C. Twedt VOT 21 4 0 05 Oct 2021
Unlocking the potential of deep learning for marine ecology: overview, applications, and outlook M. G. Olsen K. Halvorsen Lei Jiao Kristian Muri Knausgård A. H. Martin M. Moyano Rebekah A. Oomen J. H. Rasmussen T. K. Sørdalen Susanna Huneide Thorbjørnsen 19 27 0 29 Sep 2021
ROW-SLAM: Under-Canopy Cornfield Semantic SLAM Jiacheng Yuan Jungseok Hong Junaed Sattar Volkan Isler 21 8 0 15 Sep 2021
DeepTracks: Geopositioning Maritime Vehicles in Video Acquired from a Moving Platform Jianli Wei Guanyu Xu Alper Yilmaz 16 1 0 02 Sep 2021
Rank-based verification for long-term face tracking in crowded scenes Germán Barquero Isabelle Hupont Carles Fernández Tena VOT CVBM 29 8 0 28 Jul 2021
RelationTrack: Relation-aware Multiple Object Tracking with Decoupled Representation En Yu Zhuoling Li Shoudong Han Hongwei Wang VOT 50 128 0 10 May 2021
Near-field Perception for Low-Speed Vehicle Automation using Surround-view Fisheye Cameras Ciarán Eising Jonathan Horgan S. Yogamani 19 45 0 31 Mar 2021
Unmanned Aerial Vehicle Visual Detection and Tracking using Deep Neural Networks: A Performance Benchmark Brian K. S. Isaac-Medina Matt Poyser Daniel Organisciak Chris G. Willcocks T. Breckon Hubert P. H. Shum 35 57 0 25 Mar 2021
Tracking Pedestrian Heads in Dense Crowd Ramanathan Sundararaman Cédric Braga É. Marchand J. Pettré VOT 20 72 0 24 Mar 2021
TagMe: GPS-Assisted Automatic Object Annotation in Videos Songtao He F. Bastani Mohammad Alizadeh Harinarayanan Balakrishnan Michael Cafarella Tim Kraska Sam Madden 18 0 0 24 Mar 2021
Learning a Proposal Classifier for Multiple Object Tracking Peng Dai Renliang Weng Wongun Choi Changshui Zhang Zhangping He Wei Ding VOT 47 87 0 14 Mar 2021
DEFT: Detection Embeddings for Tracking Mohamed Chaabane Peter Zhang J. Beveridge Stephen O'Hara VOT 91 88 0 03 Feb 2021
Self-Supervised Small Soccer Player Detection and Tracking Samuel Hurault C. Ballester G. Haro 33 36 0 20 Nov 2020
GCNNMatch: Graph Convolutional Neural Networks for Multi-Object Tracking via Sinkhorn Normalization Ioannis Papakis Abhijit Sarkar Anuj Karpatne VOT 24 54 0 30 Sep 2020
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies Yu Huang Yue Chen 3DPC 49 83 0 10 Jun 2020
Simple Unsupervised Multi-Object Tracking Shyamgopal Karthik Ameya Prabhu Vineet Gandhi VOT 29 77 0 04 Jun 2020
Multi-object Tracking via End-to-end Tracklet Searching and Ranking Tao Hu Lichao Huang Han Shen VOT 37 6 0 04 Mar 2020
Simple Online and Realtime Tracking with a Deep Association Metric N. Wojke Alex Bewley Dietrich Paulus VOT 237 3,465 0 21 Mar 2017