Towards Real-Time Multi-Object Tracking

Zhongdao Wang; Liang Zheng; Yixuan Liu; Yali Li; Shengjin Wang

doi:10.1007/978-3-030-58621-8_7

Keywords

Computer scienceEmbeddingBitTorrent trackerAssociation (psychology)Focus (optics)Video trackingTracking (education)Artificial intelligenceObject detectionObject (grammar)Tracking systemDetectorReal-time computingComputer visionComputationAlgorithmEye trackingPattern recognition (psychology)Kalman filter

Affiliated Institutions

Related Publications

High Performance Visual Tracking with Siamese Region Proposal Network

Bo Li , Junjie Yan , Wei Wu +2 more

Visual object tracking has been a fundamental topic in recent years and many deep learning based trackers have achieved state-of-the-art performance on multiple benchmarks. Howe...

2018 2018 IEEE/CVF Conference on Computer ... 2844 citations

ByteTrack: Multi-object Tracking by Associating Every Detection Box

Yifu Zhang , Peize Sun , Yi Jiang +6 more

Multi-object tracking (MOT) aims at estimating bounding boxes and identities of objects in videos. Most methods obtain identities by associating detection boxes whose scores are...

2022 Lecture notes in computer science 1655 citations

PIXOR: Real-time 3D Object Detection from Point Clouds

Bin Yang , Wenjie Luo , Raquel Urtasun

We address the problem of real-time 3D object detection from point clouds in the context of autonomous driving. Speed is critical as detection is a necessary component for safet...

2018 1284 citations

GOT-10k: A Large High-Diversity Benchmark for Generic Object Tracking in the Wild

Lianghua Huang , Xin Zhao , Kaiqi Huang

We introduce here a large tracking database that offers an unprecedentedly wide coverage of common moving objects in the wild, called GOT-10k. Specifically, GOT-10k is built upo...

2019 IEEE Transactions on Pattern Analysis... 1605 citations

Distractor-Aware Siamese Networks for Visual Object Tracking

Zheng Zhu , Qiang Wang , Bo Li +3 more

Recently, Siamese networks have drawn great attention in visual tracking community because of their balanced accuracy and speed. However, features used in most Siamese tracking ...

2018 Lecture notes in computer science 1479 citations

Publication Info

Year: 2020
Type: book-chapter
Pages: 107-122
Citations: 999
Access: Closed

External Links

View on DOI.org

Social Impact

Altmetric

Towards Real-Time Multi-Object Tracking

PlumX Metrics

Social media, news, blog, policy document mentions

Citation Metrics

999

OpenAlex

Cite This

APA Style

                            
                                    Zhongdao Wang, 
                                
                                    Liang Zheng, 
                                
                                    Yixuan Liu
                                
                                et al.
                            
                            (2020). 
                            Towards Real-Time Multi-Object Tracking. 
                            Lecture notes in computer science
                            
                            , 107-122.
                            https://doi.org/10.1007/978-3-030-58621-8_7

Identifiers

DOI: 10.1007/978-3-030-58621-8_7