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To ensure animal welfare and effective management in pig farming, monitoring individual behavior is a crucial prerequisite. While monitoring tasks have traditionally been carried out manually, advances in machine learning have made it…

Individual pig detection and tracking is an important requirement in many video-based pig monitoring applications. However, it still remains a challenging task in complex scenes, due to problems of light fluctuation, similar appearances of…

计算机视觉与模式识别 · 计算机科学 2018-12-13 Lei Zhang , Helen Gray , Xujiong Ye , Lisa Collins , Nigel Allinson

Pig counting is a crucial task for large-scale pig farming, which is usually completed by human visually. But this process is very time-consuming and error-prone. Few studies in literature developed automated pig counting method. Existing…

计算机视觉与模式识别 · 计算机科学 2020-05-28 Guang Chen , Shiwen Shen , Longyin Wen , Si Luo , Liefeng Bo

Precision livestock farming requires advanced monitoring tools to meet the increasing management needs of the industry. Computer vision systems capable of long-term multi-animal tracking (MAT) are essential for continuous behavioral…

计算机视觉与模式识别 · 计算机科学 2025-09-16 Anne Marthe Sophie Ngo Bibinbe , Patrick Gagnon , Jamie Ahloy-Dallaire , Eric R. Paquet

Accurate livestock identification is a cornerstone of modern farming: it supports health monitoring, breeding programs, and productivity tracking. However, common pig identification methods, such as ear tags and microchips, are often…

计算机视觉与模式识别 · 计算机科学 2025-10-03 Emmanuel Nsengiyumvaa , Leonard Niyitegekaa , Eric Umuhoza

Non-overlapping multi-camera visual object tracking typically consists of two steps: single camera object tracking and inter-camera object tracking. Most of tracking methods focus on single camera object tracking, which happens in the same…

计算机视觉与模式识别 · 计算机科学 2016-07-20 Weihua Chen , Lijun Cao , Xiaotang Chen , Kaiqi Huang

The behavioural research of pigs can be greatly simplified if automatic recognition systems are used. Especially systems based on computer vision have the advantage that they allow an evaluation without affecting the normal behaviour of the…

计算机视觉与模式识别 · 计算机科学 2020-09-03 Johannes Brünger , Maria Gentz , Imke Traulsen , Reinhard Koch

Overlapping cameras offer exciting opportunities to view a scene from different angles, allowing for more advanced, comprehensive and robust analysis. However, existing visual analytics systems for multi-camera streams are mostly limited to…

计算机视觉与模式识别 · 计算机科学 2024-01-30 Chulhong Min , Juheon Yi , Utku Gunay Acer , Fahim Kawsar

The ability for an autonomous agent or robot to track and identify potentially multiple objects in a dynamic environment is essential for many applications, such as automated surveillance, traffic monitoring, human-robot interaction, etc.…

计算机视觉与模式识别 · 计算机科学 2016-05-26 Aijun Bai

In this paper, a unified three-layer hierarchical approach for solving tracking problems in multiple non-overlapping cameras is proposed. Given a video and a set of detections (obtained by any person detector), we first solve within-camera…

计算机视觉与模式识别 · 计算机科学 2017-06-21 Yonatan Tariku Tesfaye , Eyasu Zemene , Andrea Prati , Marcello Pelillo , Mubarak Shah

Activity and behaviour correlate with dairy cow health and welfare, making continual and accurate monitoring crucial for disease identification and farm productivity. Manual observation and frequent assessments are laborious and…

计算机视觉与模式识别 · 计算机科学 2025-08-05 Kumail Abbas , Zeeshan Afzal , Aqeel Raza , Taha Mansouri , Andrew W. Dowsey , Chaidate Inchaisri , Ali Alameer

Precise identification of individual cows is a fundamental prerequisite for comprehensive digital management in smart livestock farming. While existing animal identification methods excel in controlled, single-camera settings, they face…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Runcheng Wang , Yaru Chen , Guiguo Zhang , Honghua Jiang , Yongliang Qiao

Multi-camera dynamic Augmented Reality (AR) applications require a camera pose estimation to leverage individual information from each camera in one common system. This can be achieved by combining contextual information, such as markers or…

计算机视觉与模式识别 · 计算机科学 2026-03-25 Shiyu Li , Hannah Schieber , Kristoffer Waldow , Benjamin Busam , Julian Kreimeier , Daniel Roth

Identifying individual animals in long-duration videos is essential for behavioral ecology, wildlife monitoring, and livestock management. Traditional methods require extensive manual annotation, while existing self-supervised approaches…

计算机视觉与模式识别 · 计算机科学 2026-01-15 Xuyang Fang , Sion Hannuna , Edwin Simpson , Neill Campbell

Multi-camera tracking systems are gaining popularity in applications that demand high-quality tracking results, such as frictionless checkout because monocular multi-object tracking (MOT) systems often fail in cluttered and crowded…

计算机视觉与模式识别 · 计算机科学 2021-12-01 Xiaotian Han , Quanzeng You , Chunyu Wang , Zhizheng Zhang , Peng Chu , Houdong Hu , Jiang Wang , Zicheng Liu

With the spread of e-commerce, the logistics market is growing around the world. Therefore, improving the efficiency of warehouse operations is essential. To achieve this, various approaches have been explored, and among them, the use of…

计算机视觉与模式识别 · 计算机科学 2025-10-23 Yuki Mori , Kazuma Kano , Yusuke Asai , Shin Katayama , Kenta Urano , Takuro Yonezawa , Nobuo Kawaguchi

Tracking the behaviour of livestock enables early detection and thus prevention of contagious diseases in modern animal farms. Apart from economic gains, this would reduce the amount of antibiotics used in livestock farming which otherwise…

计算机视觉与模式识别 · 计算机科学 2021-11-03 Bhavesh Tangirala , Ishan Bhandari , Daniel Laszlo , Deepak K. Gupta , Rajat M. Thomas , Devanshu Arya

People detection methods are highly sensitive to the perpetual occlusions among the targets. As multi-camera set-ups become more frequently encountered, joint exploitation of the across views information would allow for improved detection…

计算机视觉与模式识别 · 计算机科学 2017-07-31 Tatjana Chavdarova , Pierre Baqué , Stéphane Bouquet , Andrii Maksai , Cijo Jose , Louis Lettry , Pascal Fua , Luc Van Gool , François Fleuret

Multi-camera multiple people tracking has become an increasingly important area of research due to the growing demand for accurate and efficient indoor people tracking systems, particularly in settings such as retail, healthcare centers,…

Foundation models (FM) are reshaping computer vision by reducing reliance on task-specific supervised learning and leveraging general visual representations learned at scale. In precision livestock farming, most pipelines remain dominated…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Ye Bi , Bimala Acharya , David Rosero , Juan Steibel
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