Video Object Tracking. Tasks, Datasets, and Methods

✍ Scribed by Ning Xu, Weiyao Lin, Xiankai Lu, Yunchao Wei

• Publisher: Springer
• Year: 2024
• Tongue: English
• Leaves: 130
• Series: Synthesis Lectures on Computer Vision
• Category: Library

✦ Table of Contents

Preface
Contents
1 Introduction
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2 Tracking
2.1 Single Object Tracking
2.1.1 Introduction
2.1.2 Challenges
2.1.3 Dataset and Metric
2.1.4 Overview of Methods
2.1.5 Correlation-Filter Tracking
2.1.6 Deep Regression Tracking
2.1.7 Siamese Network Tracking
2.2 Multi-object Tracking
2.2.1 Introduction
2.2.2 Challenges
2.2.3 Datasets and Metrics
2.2.4 Overview of Methods
2.2.5 Tracklet-Plane Matching
2.2.6 Spatio-Temporal Point Process
2.3 Multi-object Tracking and Segmentation
2.3.1 Introduction
2.3.2 Dataset and Metric
2.3.3 Overview of Methods
3 HiEve Challenge on VOT
3.1 Introduction
3.2 HiEve Dataset and Benchmark
3.2.1 Motivation
3.2.2 Video and Annotation
3.2.3 Statistic
3.2.4 Evaluation and Metrics
3.3 MOT Track of HiEve Challenge
3.3.1 Private Detection
3.3.2 Public Detection