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Visual object tracking is an important computer vision problem with numerous real-world applications including human-computer interaction, autonomous vehicles, robotics, motion-based recognition, video indexing, surveillance and security.…

Computer Vision and Pattern Recognition · Computer Science 2018-02-15 Mustansar Fiaz , Arif Mahmood , Soon Ki Jung

Visual tracking algorithms are naturally adopted in various applications, there have been several benchmarks and many tracking algorithms, more expected to appear in the future. In this report, I focus on single object tracking and revisit…

Computer Vision and Pattern Recognition · Computer Science 2021-02-16 Zan Huang

Visual object tracking and segmentation are becoming fundamental tasks for understanding human activities in egocentric vision. Recent research has benchmarked state-of-the-art methods and concluded that first person egocentric vision…

Computer Vision and Pattern Recognition · Computer Science 2025-07-23 Matteo Dunnhofer , Zaira Manigrasso , Christian Micheloni

The crux of long-term tracking lies in the difficulty of tracking the target with discontinuous moving caused by out-of-view or occlusion. Existing long-term tracking methods follow two typical strategies. The first strategy employs a local…

Computer Vision and Pattern Recognition · Computer Science 2022-03-31 Zikun Zhou , Jianqiu Chen , Wenjie Pei , Kaige Mao , Hongpeng Wang , Zhenyu He

Online multi-object tracking is a fundamental problem in time-critical video analysis applications. A major challenge in the popular tracking-by-detection framework is how to associate unreliable detection results with existing tracks. In…

Computer Vision and Pattern Recognition · Computer Science 2020-03-10 Long Chen , Haizhou Ai , Zijie Zhuang , Chong Shang

For machines to effectively assist humans in challenging visual search tasks, they must differentiate whether a human is simply glancing into a scene (navigational intent) or searching for a target object (informational intent). Previous…

Human-Computer Interaction · Computer Science 2025-08-05 Mansi Sharma , Shuang Chen , Philipp Müller , Maurice Rekrut , Antonio Krüger

Human poses and motions are important cues for analysis of videos with people and there is strong evidence that representations based on body pose are highly effective for a variety of tasks such as activity recognition, content retrieval…

Computer Vision and Pattern Recognition · Computer Science 2018-04-12 Mykhaylo Andriluka , Umar Iqbal , Eldar Insafutdinov , Leonid Pishchulin , Anton Milan , Juergen Gall , Bernt Schiele

Many state-of-the-art approaches to people tracking rely on detecting them in each frame independently, grouping detections into short but reliable trajectory segments, and then further grouping them into full trajectories. This grouping…

Computer Vision and Pattern Recognition · Computer Science 2016-12-05 Andrii Maksai , Xinchao Wang , Francois Fleuret , Pascal Fua

Distinguishing target from non-target fixations during visual search is a fundamental building block to understand users' intended actions and to build effective assistance systems. While prior research indicated the feasibility of…

Computer Vision and Pattern Recognition · Computer Science 2025-08-05 Mansi Sharma , Camilo Andrés Martínez Martínez , Benedikt Emanuel Wirth , Antonio Krüger , Philipp Müller

Generic Object Tracking (GOT) is the problem of tracking target objects, specified by bounding boxes in the first frame of a video. While the task has received much attention in the last decades, researchers have almost exclusively focused…

Computer Vision and Pattern Recognition · Computer Science 2024-02-27 Christoph Mayer , Martin Danelljan , Ming-Hsuan Yang , Vittorio Ferrari , Luc Van Gool , Alina Kuznetsova

Can we teach machines to assess the expertise of humans solving visual tasks automatically based on eye tracking features? This paper proposes AutoSIGHT, Automatic System for Immediate Grading of Human experTise, that classifies expert and…

Computer Vision and Pattern Recognition · Computer Science 2025-08-05 Byron Dowling , Jozef Probcin , Adam Czajka

Point tracking is a fundamental problem in computer vision with numerous applications in AR and robotics. A common failure mode in long-term point tracking occurs when the predicted point leaves the object it belongs to and lands on the…

Computer Vision and Pattern Recognition · Computer Science 2024-09-10 Bikram Boote , Anh Thai , Wenqi Jia , Ozgur Kara , Stefan Stojanov , James M. Rehg , Sangmin Lee

Tracking-by-detection is a very popular framework for single object tracking which attempts to search the target object within a local search window for each frame. Although such local search mechanism works well on simple videos, however,…

Computer Vision and Pattern Recognition · Computer Science 2021-06-10 Xiao Wang , Jin Tang , Bin Luo , Yaowei Wang , Yonghong Tian , Feng Wu

While state-of-the-art general object detectors are getting better and better, there are not many systems specifically designed to take advantage of the instance detection problem. For many applications, such as household robotics, a system…

Computer Vision and Pattern Recognition · Computer Science 2019-10-02 Phil Ammirato , Cheng-Yang Fu , Mykhailo Shvets , Jana Kosecka , Alexander C. Berg

From scientific research to commercial applications, eye tracking is an important tool across many domains. Despite its range of applications, eye tracking has yet to become a pervasive technology. We believe that we can put the power of…

Computer Vision and Pattern Recognition · Computer Science 2016-06-21 Kyle Krafka , Aditya Khosla , Petr Kellnhofer , Harini Kannan , Suchendra Bhandarkar , Wojciech Matusik , Antonio Torralba

Visual tracking is challenging due to image variations caused by various factors, such as object deformation, scale change, illumination change and occlusion. Given the superior tracking performance of human visual system (HVS), an ideal…

Computer Vision and Pattern Recognition · Computer Science 2019-04-24 Bolun Cai , Xiangmin Xu , Xiaofen Xing , Kui Jia , Jie Miao , Dacheng Tao

Global security concerns have raised a proliferation of video surveillance devices. Intelligent surveillance systems seek to discover possible threats automatically and raise alerts. Being able to identify the surveyed object can help…

Computer Vision and Pattern Recognition · Computer Science 2020-05-06 Tracey K. M. Lee , Mohammed Belkhatir , Saeid Sanei

Accurate detection and tracking of objects is vital for effective video understanding. In previous work, the two tasks have been combined in a way that tracking is based heavily on detection, but the detection benefits marginally from the…

Computer Vision and Pattern Recognition · Computer Science 2018-11-28 Zheng Zhang , Dazhi Cheng , Xizhou Zhu , Stephen Lin , Jifeng Dai

Visual object tracking is an active topic in the computer vision domain with applications extending over numerous fields. The main sub-tasks required to build an object tracker (e.g. object detection, feature extraction and object tracking)…

Image and Video Processing · Electrical Eng. & Systems 2021-10-20 Al-Hussein A. El-Shafie , S. E. D. Habib

For humans, object detection, recognition, and tracking are innate. These provide the ability for human to perceive their environment and objects within their environment. This ability however doesn't translate well in computers. In…

Computer Vision and Pattern Recognition · Computer Science 2022-03-23 Shiyao Chen , Dale Chen-Song