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Pixel-Guided Association for Multi-Object Tracking [PDF]

open access: yesSensors, 2022
Propagation and association tasks in Multi-Object Tracking (MOT) play a pivotal role in accurately linking the trajectories of moving objects. Recently, modern deep learning models have been addressing these tasks by introducing fragmented solutions for ...
Abhijeet Boragule   +3 more
doaj   +4 more sources

Multi-Object Tracking on SWIR Images for City Surveillance in an Edge-Computing Environment [PDF]

open access: yesSensors, 2023
Although Short-Wave Infrared (SWIR) sensors have advantages in terms of robustness in bad weather and low-light conditions, the SWIR images have not been well studied for automated object detection and tracking systems.
Jihun Park   +3 more
doaj   +2 more sources

Achieving Adaptive Visual Multi-Object Tracking with Unscented Kalman Filter [PDF]

open access: yesSensors, 2022
As an essential part of intelligent monitoring, behavior recognition, automatic driving, and others, the challenge of multi-object tracking is still to ensure tracking accuracy and robustness, especially in complex occlusion environments.
Guowei Zhang   +5 more
doaj   +2 more sources

Effective Multi-Object Tracking via Global Object Models and Object Constraint Learning [PDF]

open access: yesSensors, 2022
Effective multi-object tracking is still challenging due to the trade-off between tracking accuracy and speed. Because the recent multi-object tracking (MOT) methods leverage object appearance and motion models so as to associate detections between ...
Yong-Sang Yoo   +2 more
doaj   +2 more sources

Online Domain Adaptation for Multi-Object Tracking [PDF]

open access: green, 2015
Automatically detecting, labeling, and tracking objects in videos depends first and foremost on accurate category-level object detectors. These might, however, not always be available in practice, as acquiring high-quality large scale labeled training ...
Adrien Gaidon, Eleonora Vig
openalex   +3 more sources

A two stage multi object tracking algorithm with transformer and attention mechanism [PDF]

open access: yesScientific Reports
In the field of engineering safety, multi-object tracking encounters difficulties in effectively conducting object detection due to occlusion, as well as the issue of experiencing frequent switching of target identity ID switches (IDs).
Mingxing Hou   +3 more
doaj   +2 more sources

Efficient Single-Shot Multi-Object Tracking for Vehicles in Traffic Scenarios [PDF]

open access: yesSensors, 2021
Multi-object tracking is a significant field in computer vision since it provides essential information for video surveillance and analysis. Several different deep learning-based approaches have been developed to improve the performance of multi-object ...
Youngkeun Lee   +3 more
doaj   +2 more sources

M3OT: A Multi-Drone Multi-Modality dataset for Multi-Object Tracking [PDF]

open access: yesScientific Data
We provide a dataset for object detection and tracking in aerial imagery, namely “M3OT”. M3OT is a multi-modality vehicle detection and tracking dataset acquired by two Unmanned Aerial Vehicles (UAVs) in a high-altitude region, consisting both RGB and ...
Zhihao Nie   +5 more
doaj   +2 more sources

Comparative study on dynamic visual tracking abilities in three-dimensional multi-object tracking tasks among basketball players of different skill levels [PDF]

open access: yesFrontiers in Psychology
ObjectiveThis study aimed to examine whether high-level basketball players exhibit superior multi-object tracking abilities compared to low-level basketball players using the three-dimensional multi-object tracking (3D-MOT) task paradigm.MethodsForty ...
Zhi Guo, Qiulin Wang
doaj   +2 more sources

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