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What is the right way to reason about human activities? What directions forward are most promising? In this work, we analyze the current state of human activity understanding in videos. The goal of this paper is to examine datasets,…

计算机视觉与模式识别 · 计算机科学 2017-08-10 Gunnar A. Sigurdsson , Olga Russakovsky , Abhinav Gupta

Convolutional Architecture for Fast Feature Encoding (CAFFE) [11] is a software package for the training, classifying, and feature extraction of images. The UCF Sports Action dataset is a widely used machine learning dataset that has 200…

计算机视觉与模式识别 · 计算机科学 2015-12-24 J. T. Turner , David Aha , Leslie Smith , Kalyan Moy Gupta

Spatio-temporal action detection is an important and challenging problem in video understanding. The existing action detection benchmarks are limited in aspects of small numbers of instances in a trimmed video or low-level atomic actions.…

计算机视觉与模式识别 · 计算机科学 2021-08-19 Yixuan Li , Lei Chen , Runyu He , Zhenzhi Wang , Gangshan Wu , Limin Wang

Orientation is a crucial skill for football players that becomes a differential factor in a large set of events, especially the ones involving passes. However, existing orientation estimation methods, which are based on computer-vision…

机器学习 · 计算机科学 2021-06-02 Adrià Arbués-Sangüesa , Adrián Martín , Paulino Granero , Coloma Ballester , Gloria Haro

This paper discusses the technical challenges in maritime image processing and machine vision problems for video streams generated by cameras. Even well documented problems of horizon detection and registration of frames in a video are very…

计算机视觉与模式识别 · 计算机科学 2016-08-04 D. K. Prasad , C. K. Prasath , D. Rajan , L. Rachmawati , E. Rajabaly , C. Quek

Video action recognition (VAR) is a primary task of video understanding, and untrimmed videos are more common in real-life scenes. Untrimmed videos have redundant and diverse clips containing contextual information, so sampling dense clips…

计算机视觉与模式识别 · 计算机科学 2021-04-22 Yunyan Hong , Ailing Zeng , Min Li , Cewu Lu , Li Jiang , Qiang Xu

This study offers an interdisciplinary approach to movement technique analysis, designed to deal with intensive interaction between an environment and a trainee. The free-fall stage of skydiving is investigated, when aerial maneuvers are…

系统与控制 · 电气工程与系统科学 2022-01-19 Anna Clarke , Per Olof Gutman

Vessel trajectory clustering, a crucial component of the maritime intelligent transportation systems, provides valuable insights for applications such as anomaly detection and trajectory prediction. This paper presents a comprehensive…

图像与视频处理 · 电气工程与系统科学 2024-07-22 Maohan Liang , Ryan Wen Liu , Ruobin Gao , Zhe Xiao , Xiaocai Zhang , Hua Wang

Ubiquitous sensors and Internet of Things (IoT) technologies have revolutionized the sports industry, providing new methodologies for planning, effective coordination of training, and match analysis post game. New methods, including machine…

This paper addresses the challenge of automated sports video analysis, which has traditionally been limited by computationally intensive models requiring server-side processing and lacking fine-grained understanding of athletic movements.…

计算机视觉与模式识别 · 计算机科学 2025-08-26 Sai Varun Kodathala , Yashwanth Reddy Vutukoori , Rakesh Vunnam

Skiing is a popular winter sport discipline with a long history of competitive events. In this domain, computer vision has the potential to enhance the understanding of athletes' performance, but its application lags behind other sports due…

计算机视觉与模式识别 · 计算机科学 2024-04-12 Matteo Dunnhofer , Luca Sordi , Niki Martinel , Christian Micheloni

Purpose: Finding effective methods of discriminating surgeon technical skill is a complex problem to solve computationally. Previous research has shown non-expert crowd evaluations of surgical performances are as accurate as the gold…

人机交互 · 计算机科学 2019-11-05 Jason D Kelly , Ashley Petersen , Thomas S Lendvay , Timothy M Kowalewski

Identifying the regions of a learning resource that a learner pays attention to is crucial for assessing the material's impact and improving its design and related support systems. Saliency detection in videos addresses the automatic…

计算机视觉与模式识别 · 计算机科学 2024-08-09 Evelyn Navarrete , Ralph Ewerth , Anett Hoppe

Videos provide a rich source of information, but it is generally hard to extract dynamical parameters of interest. Inferring those parameters from a video stream would be beneficial for physical reasoning. Robots performing tasks in dynamic…

机器人学 · 计算机科学 2020-08-31 Martin Asenov , Michael Burke , Daniel Angelov , Todor Davchev , Kartic Subr , Subramanian Ramamoorthy

This paper presents a novel approach to pedestrian trajectory prediction for on-board camera systems, which utilizes behavioral features of pedestrians that can be inferred from visual observations. Our proposed method, called…

计算机视觉与模式识别 · 计算机科学 2022-10-24 Phillip Czech , Markus Braun , Ulrich Kreßel , Bin Yang

Monitoring the health conditions of fish is essential, as it enables the early detection of disease, safeguards animal welfare, and contributes to sustainable aquaculture practices. Physiological and pathological conditions of cultivated…

计算机视觉与模式识别 · 计算机科学 2026-03-06 Timon Palm , Clemens Seibold , Anna Hilsmann , Peter Eisert

Tracking and identifying players is an important problem in computer vision based ice hockey analytics. Player tracking is a challenging problem since the motion of players in hockey is fast-paced and non-linear. There is also significant…

计算机视觉与模式识别 · 计算机科学 2022-05-24 Kanav Vats , Mehrnaz Fani , David A. Clausi , John S. Zelek

Badminton, known for having the fastest ball speeds among all sports, presents significant challenges to the field of computer vision, including player identification, court line detection, shuttlecock trajectory tracking, and player…

计算机视觉与模式识别 · 计算机科学 2026-04-01 Jing-Yuan Chang

Given the enormous number of instructional videos available online, learning a diverse array of multi-step task models from videos is an appealing goal. We introduce a new pre-trained video model, VideoTaskformer, focused on representing…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Medhini Narasimhan , Licheng Yu , Sean Bell , Ning Zhang , Trevor Darrell

Recent advances in data analytics and computer-aided diagnostics stimulate the vision of patient-centric precision healthcare, where treatment plans are customized based on the health records and needs of every patient. In physical…

计算机视觉与模式识别 · 计算机科学 2020-03-23 Yalin Liao , Aleksandar Vakanski , Min Xian , David Paul , Russell Baker