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Visual learning in multiple-object tracking. [PDF]

open access: yesPLoS ONE, 2008
Tracking moving objects in space is important for the maintenance of spatiotemporal continuity in everyday visual tasks. In the laboratory, this ability is tested using the Multiple Object Tracking (MOT) task, where participants track a subset of moving ...
Tal Makovski   +2 more
doaj   +4 more sources

Visual Object Tracking Using Structured Sparse PCA-Based Appearance Representation and Online Learning [PDF]

open access: yesSensors, 2018
Visual object tracking is a fundamental research area in the field of computer vision and pattern recognition because it can be utilized by various intelligent systems.
Gang-Joon Yoon   +2 more
doaj   +2 more sources

Online Siamese Network for Visual Object Tracking [PDF]

open access: yesSensors, 2019
Offline-trained Siamese networks are not robust to the environmental complication in visual object tracking. Without online learning, the Siamese network cannot learn from instance domain knowledge and adapt to appearance changes of targets.
Shuo Chang   +3 more
doaj   +2 more sources

Siamese Visual Object Tracking: A Survey [PDF]

open access: yesIEEE Access, 2021
Object tracking belongs to active research areas in computer vision. We are interested in matching-based trackers exploiting deep machine learning known as Siamese trackers. Their powerful capabilities stem from similarity learning.
Milan Ondrasovic, Peter Tarabek
doaj   +2 more sources

MATI: Multimodal Adaptive Tracking Integrator for Robust Visual Object Tracking [PDF]

open access: yesSensors
Visual object tracking, pivotal for applications like earth observation and environmental monitoring, encounters challenges under adverse conditions such as low light and complex backgrounds.
Kai Li   +3 more
doaj   +2 more sources

One-Shot Scale and Angle Estimation for Fast Visual Object Tracking

open access: yesIEEE Access, 2019
Visual object tracking is the process of tracking an arbitrary object in a video, where the bounding box of the object is given in the first frame. Siamese network-based visual object tracking approaches have recently received considerable attention for ...
Dong-Hyun Lee
doaj   +3 more sources

Visual object tracking challenges revisited: VOT vs. OTB. [PDF]

open access: yesPLoS ONE, 2018
Numerous benchmark datasets and evaluation toolkits have been designed to facilitate visual object tracking evaluation. However, it is not clear which evaluation protocols are preferred for different tracking objectives.
Sun Bei   +4 more
doaj   +2 more sources

A Review of Deep Learning-Based Visual Multi-Object Tracking Algorithms for Autonomous Driving

open access: yesApplied Sciences, 2022
Multi-target tracking, a high-level vision job in computer vision, is crucial to understanding autonomous driving surroundings. Numerous top-notch multi-object tracking algorithms have evolved in recent years as a result of deep learning’s outstanding ...
Shuman Guo   +7 more
doaj   +3 more sources

Visual Multiple-object Tracking Algorithm Based on Motion Consistency

open access: yesKongzhi Yu Xinxi Jishu, 2023
The visual multiple-object tracking module is a key component of an active onboard obstacle detection system. However, the most of currently used visual multiple-object tracking algorithms rely on offline calculation for object detection, without ...
YANG Hailang   +5 more
doaj   +3 more sources

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