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The problem of multi-object tracking (MOT) consists in detecting and tracking all the objects in a video sequence while keeping a unique identifier for each object. It is a challenging and fundamental problem for robotics. In precision…

计算机视觉与模式识别 · 计算机科学 2024-10-28 Leonardo Saraceni , Ionut M. Motoi , Daniele Nardi , Thomas A. Ciarfuglia

The ability to accurately represent and localise relevant objects is essential for robots to carry out tasks effectively. Traditional approaches, where robots simply capture an image, process that image to take an action, and then forget…

机器人学 · 计算机科学 2023-11-29 David Rapado Rincon , Eldert J. van Henten , Gert Kootstra

In the current demand for automation in the agro-food industry, accurately detecting and localizing relevant objects in 3D is essential for successful robotic operations. However, this is a challenge due the presence of occlusions.…

机器人学 · 计算机科学 2024-12-19 David Rapado-Rincon , Henk Nap , Katarina Smolenova , Eldert J. van Henten , Gert Kootstra

Multi-Object Tracking (MOT) has gained extensive attention in recent years due to its potential applications in traffic and pedestrian detection. We note that tracking by detection may suffer from errors generated by noise detectors, such…

计算机视觉与模式识别 · 计算机科学 2023-03-14 ZongTan Li

With the current demand for automation in the agro-food industry, accurately detecting and localizing relevant objects in 3D is essential for successful robotic operations. However, this is a challenge due the presence of occlusions.…

机器人学 · 计算机科学 2024-12-19 David Rapado-Rincon , Akshay K. Burusa , Eldert J. van Henten , Gert Kootstra

Multiple toddler tracking (MTT) involves identifying and differentiating toddlers in video footage. While conventional multi-object tracking (MOT) algorithms are adept at tracking diverse objects, toddlers pose unique challenges due to…

计算机视觉与模式识别 · 计算机科学 2023-11-30 Somaieh Amraee , Bishoy Galoaa , Matthew Goodwin , Elaheh Hatamimajoumerd , Sarah Ostadabbas

Autonomous systems need to localize and track surrounding objects in 3D space for safe motion planning. As a result, 3D multi-object tracking (MOT) plays a vital role in autonomous navigation. Most MOT methods use a tracking-by-detection…

计算机视觉与模式识别 · 计算机科学 2020-11-26 Can Chen , Luca Zanotti Fragonara , Antonios Tsourdos

With the increasing deployment of agricultural robots, the traditional manual spray of liquid fertilizer and pesticide is gradually being replaced by agricultural robots. For robotic precision spray application in vegetable farms, accurate…

计算机视觉与模式识别 · 计算机科学 2023-06-27 Nan Hu , Daobilige Su , Shuo Wang , Xuechang Wang , Huiyu Zhong , Zimeng Wang , Yongliang Qiao , Yu Tan

This paper introduces Deep HM-SORT, a novel online multi-object tracking algorithm specifically designed to enhance the tracking of athletes in sports scenarios. Traditional multi-object tracking methods often struggle with sports…

计算机视觉与模式识别 · 计算机科学 2024-06-19 Matias Gran-Henriksen , Hans Andreas Lindgaard , Gabriel Kiss , Frank Lindseth

Multiple Object Tracking (MOT) is a computer vision task that has been employed in a variety of sectors. Some common limitations in MOT are varying object appearances, occlusions, or crowded scenes. To address these challenges, machine…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Niels G. Faber , Seyed Sahand Mohammadi Ziabari , Fatemeh Karimi Nejadasl

The 3D LiDAR place recognition aims to estimate a coarse localization in a previously seen environment based on a single scan from a rotating 3D LiDAR sensor. The existing solutions to this problem include hand-crafted point cloud…

机器人学 · 计算机科学 2021-12-28 Kamil Żywanowski , Adam Banaszczyk , Michał R. Nowicki , Jacek Komorowski

Over the past decade, studying animal behaviour with the help of computer vision has become more popular. Replacing human observers by computer vision lowers the cost of data collection and therefore allows to collect more extensive…

计算机视觉与模式识别 · 计算机科学 2025-03-14 Maarten Perneel , Ines Adriaens , Ben Aernouts , Jan Verwaeren

Recent multi-camera 3D object detectors usually leverage temporal information to construct multi-view stereo that alleviates the ill-posed depth estimation. However, they typically assume all the objects are static and directly aggregate…

计算机视觉与模式识别 · 计算机科学 2023-04-20 Qing Lian , Tai Wang , Dahua Lin , Jiangmiao Pang

We introduce FeatureSORT, a simple yet effective online multiple object tracker that reinforces the DeepSORT baseline with a redesigned detector and additional feature cues. In contrast to conventional detectors that only provide bounding…

计算机视觉与模式识别 · 计算机科学 2026-01-27 Hamidreza Hashempoor , Rosemary Koikara , Yu Dong Hwang

We aim to detect and identify multiple objects using multiple cameras and computer vision for disaster response drones. The major challenges are taming detection errors, resolving ID switching and fragmentation, adapting to multi-scale…

计算机视觉与模式识别 · 计算机科学 2022-01-06 Chongkeun Paik , Hyunwoo J. Kim

Contour tracking in adverse environments is a challenging problem due to cluttered background, illumination variation, occlusion, and noise, among others. This paper presents a robust contour tracking method by contributing to some of the…

计算机视觉与模式识别 · 计算机科学 2015-03-17 Peihua Li

The goal of multi-object tracking is to detect and track all objects in a scene while maintaining unique identifiers for each, by associating their bounding boxes across video frames. This association relies on matching motion and…

计算机视觉与模式识别 · 计算机科学 2025-12-30 Momir Adžemović , Predrag Tadić , Andrija Petrović , Mladen Nikolić

While Transformers have achieved remarkable success in LLMs through superior scalability, their application in industrial-scale ranking models remains nascent, hindered by the challenges of high feature sparsity and low label density. In…

信息检索 · 计算机科学 2026-03-05 Chunqi Wang , Bingchao Wu , Taotian Pang , Jiahao Wang , Jie Yang , Jia Liu , Hao Zhang , Hai Zhu , Lei Shen , Shizhun Wang , Bing Wang , Xiaoyi Zeng

Under the background of 5G, Internet, artificial intelligence technol,ogy and robot technology, warehousing, and logistics robot technology has developed rapidly, and products have been widely used. A practical application is to help…

机器人学 · 计算机科学 2023-01-10 Yanbaihui Liu , Haibo Wang , Dongming Jia

Motion-based association for Multi-Object Tracking (MOT) has recently re-achieved prominence with the rise of powerful object detectors. Despite this, little work has been done to incorporate appearance cues beyond simple heuristic models…

计算机视觉与模式识别 · 计算机科学 2023-02-24 Gerard Maggiolino , Adnan Ahmad , Jinkun Cao , Kris Kitani
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