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Estimating action quality, the process of assigning a "score" to the execution of an action, is crucial in areas such as sports and health care. Unlike action recognition, which has millions of examples to learn from, the action quality…

计算机视觉与模式识别 · 计算机科学 2017-05-19 Paritosh Parmar , Brendan Tran Morris

Players and ball detection are among the first required steps on a football analytics platform. Until recently, the existing open datasets on which the evaluations of most models were based, were not sufficient. In this work, we point out…

计算机视觉与模式识别 · 计算机科学 2023-11-14 Konstantinos Moutselos , Ilias Maglogiannis

Unpredictable movement patterns and small visual mark make precise tracking of fast-moving tiny objects like a racquetball one of the challenging problems in computer vision. This challenge is particularly relevant for sport robotics…

计算机视觉与模式识别 · 计算机科学 2025-09-24 Prithvi Raj Singh , Raju Gottumukkala , Anthony Maida

Calisthenics skill classification is the computer vision task of inferring the skill performed by an athlete from images, enabling automatic performance assessment and personalized analytics. Traditional methods for calisthenics skill…

计算机视觉与模式识别 · 计算机科学 2025-07-17 Antonio Finocchiaro , Giovanni Maria Farinella , Antonino Furnari

Camera calibration in broadcast sports videos presents numerous challenges for accurate sports field registration due to multiple camera angles, varying camera parameters, and frequent occlusions of the field. Traditional search-based…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Marc Gutiérrez-Pérez , Antonio Agudo

As an essential part of structure from motion (SfM) and Simultaneous Localization and Mapping (SLAM) systems, motion averaging has been extensively studied in the past years and continues to attract surging research attention. While…

计算机视觉与模式识别 · 计算机科学 2020-11-03 Xinyi Li , Lin Yuan , Longin Jan Latecki , Haibin Ling

We introduce RacketVision, a novel dataset and benchmark for advancing computer vision in sports analytics, covering table tennis, tennis, and badminton. The dataset is the first to provide large-scale, fine-grained annotations for racket…

计算机视觉与模式识别 · 计算机科学 2026-01-29 Linfeng Dong , Yuchen Yang , Hao Wu , Wei Wang , Yuenan Hou , Zhihang Zhong , Xiao Sun

In this work, the novel task of detecting and classifying table tennis strokes solely using the ball trajectory has been explored. A single camera setup positioned in the umpire's view has been employed to procure a dataset consisting of…

计算机视觉与模式识别 · 计算机科学 2023-02-21 Kaustubh Milind Kulkarni , Rohan S Jamadagni , Jeffrey Aaron Paul , Sucheth Shenoy

Automated tennis stroke analysis has advanced significantly with the integration of biomechanical motion cues alongside deep learning techniques, enhancing stroke classification accuracy and player performance evaluation. Despite these…

计算机视觉与模式识别 · 计算机科学 2025-10-07 Arushi Dashore , Aryan Anumala , Emily Hui , Olivia Yang

This paper introduces SFSORT, the world's fastest multi-object tracking system based on experiments conducted on MOT Challenge datasets. To achieve an accurate and computationally efficient tracker, this paper employs a…

计算机视觉与模式识别 · 计算机科学 2024-04-12 M. M. Morsali , Z. Sharifi , F. Fallah , S. Hashembeiki , H. Mohammadzade , S. Bagheri Shouraki

Multi-object tracking (MOT) in UAV-based video is challenging due to variations in viewpoint, low resolution, and the presence of small objects. While other research on MOT dedicated to aerial videos primarily focuses on the academic aspect…

计算机视觉与模式识别 · 计算机科学 2025-02-07 Nhat-Tan Do , Nhi Ngoc-Yen Nguyen , Dieu-Phuong Nguyen , Trong-Hop Do

We introduce a novel framework for efficient sampling from complex, unnormalised target distributions by exploiting multiscale dynamics. Traditional score-based sampling methods either rely on learned approximations of the score function or…

统计计算 · 统计学 2025-11-04 Paula Cordero-Encinar , Andrew B. Duncan , Sebastian Reich , O. Deniz Akyildiz

Temporal Action Localization (TAL) has been extensively studied in generic video understanding, while fine-grained sports scenarios, such as professional badminton, remain underexplored due to their complex and subtle spatio-temporal…

计算机视觉与模式识别 · 计算机科学 2026-05-25 Tianyu Wang , Junjie Wu , Jingquan Gao , Shishuo Li

We tackle the problem of automatic portrait matting on mobile devices. The proposed model is aimed at attaining real-time inference on mobile devices with minimal degradation of model performance. Our model MMNet, based on multi-branch…

计算机视觉与模式识别 · 计算机科学 2019-04-09 Seokjun Seo , Seungwoo Choi , Martin Kersner , Beomjun Shin , Hyungsuk Yoon , Hyeongmin Byun , Sungjoo Ha

Robot table tennis systems require a vision system that can track the ball position with low latency and high sampling rate. Altering the ball to simplify the tracking using for instance infrared coating changes the physics of the ball…

机器人学 · 计算机科学 2020-01-08 Sebastian Gomez-Gonzalez , Yassine Nemmour , Bernhard Schölkopf , Jan Peters

Markerless estimation of 3D Kinematics has the great potential to clinically diagnose and monitor movement disorders without referrals to expensive motion capture labs; however, current approaches are limited by performing multiple…

计算机视觉与模式识别 · 计算机科学 2023-01-16 Marian Bittner , Wei-Tse Yang , Xucong Zhang , Ajay Seth , Jan van Gemert , Frans C. T. van der Helm

As obesity rates continue to increase, automated calorie tracking has become a vital tool for people seeking to maintain a healthy lifestyle or adhere to a diet plan. Although numerous research efforts have addressed this issue, existing…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Aparup Dhar , MD Tamim Hossain , Pritom Barua

Current exergaming sensors and inertial systems attached to sports equipment or the human body can provide quantitative information about the movement or impact e.g. with the ball. However, the scope of these technologies is not to…

人机交互 · 计算机科学 2018-04-27 Boris Bačić

Many semantic events in team sport activities e.g. basketball often involve both group activities and the outcome (score or not). Motion patterns can be an effective means to identify different activities. Global and local motions have…

计算机视觉与模式识别 · 计算机科学 2020-07-14 Lifang Wu , Zhou Yang , Qi Wang , Meng Jian , Boxuan Zhao , Junchi Yan , Chang Wen Chen

This paper presents a computationally efficient method for vehicle speed estimation from traffic camera footage. Building upon previous work that utilizes 3D bounding boxes derived from 2D detections and vanishing point geometry, we…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Andrej Macko , Lukáš Gajdošech , Viktor Kocur