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Fitness exercises are very beneficial to personal health and fitness; however, they can also be ineffective and potentially dangerous if performed incorrectly by the user. Exercise mistakes are made when the user does not use the proper…

计算机视觉与模式识别 · 计算机科学 2020-06-23 Steven Chen , Richard R. Yang

Unsupervised self-rehabilitation exercises and physical training can cause serious injuries if performed incorrectly. We introduce a learning-based framework that identifies the mistakes made by a user and proposes corrective measures for…

计算机视觉与模式识别 · 计算机科学 2022-08-08 Ziyi Zhao , Sena Kiciroglu , Hugues Vinzant , Yuan Cheng , Isinsu Katircioglu , Mathieu Salzmann , Pascal Fua

We propose a real-time 3D human pose estimation and motion analysis method termed RePose for rehabilitation training. It is capable of real-time monitoring and evaluation of patients'motion during rehabilitation, providing immediate…

计算机视觉与模式识别 · 计算机科学 2026-01-05 Junxiao Xue , Pavel Smirnov , Ziao Li , Yunyun Shi , Shi Chen , Xinyi Yin , Xiaohan Yue , Lei Wang , Yiduo Wang , Feng Lin , Yijia Chen , Xiao Ma , Xiaoran Yan , Qing Zhang , Fengjian Xue , Xuecheng Wu

Keeping fit has been increasingly important for people nowadays. However, people may not get expected exercise results without following professional guidance while hiring personal trainers is expensive. In this paper, an effective…

计算机视觉与模式识别 · 计算机科学 2019-11-20 Yun Chen , Yiyue Chen , Zhengzhong Tu

Home-based physical therapies are effective if the prescribed exercises are correctly executed and patients adhere to these routines. This is specially important for older adults who can easily forget the guidelines from therapists.…

Isometric exercises appeal to individuals seeking convenience, privacy, and minimal dependence on equipments. However, such fitness training is often overdependent on unreliable digital media content instead of expert supervision,…

计算机视觉与模式识别 · 计算机科学 2025-06-16 Abhishek Jaiswal , Armeet Singh Luthra , Purav Jangir , Bhavya Garg , Nisheeth Srivastava

This work presents an efficient algorithmic framework for real-time identification, classification, and evaluation of human physiotherapy exercises using mobile devices. The proposed method interprets a kinetic movement as a sequence of…

计算机视觉与模式识别 · 计算机科学 2025-12-12 Stylianos Kandylakis , Christos Orfanopoulos , Georgios Siolas , Panayiotis Tsanakas

In the context of fitness coaching or for rehabilitation purposes, the motor actions of a human participant must be observed and analyzed for errors in order to provide effective feedback. This task is normally carried out by human coaches,…

人工智能 · 计算机科学 2017-09-27 Felix Hülsmann , Stefan Kopp , Mario Botsch

We present Fitness tutor, an application for maintaining correct posture during workout exercises or doing yoga. Current work on fitness focuses on suggesting food supplements, accessing workouts, workout wearables does a great job in…

计算机视觉与模式识别 · 计算机科学 2021-09-06 Mahendran N

Human motion synthesis is an important problem with applications in graphics, gaming and simulation environments for robotics. Existing methods require accurate motion capture data for training, which is costly to obtain. Instead, we…

计算机视觉与模式识别 · 计算机科学 2022-08-15 Kevin Xie , Tingwu Wang , Umar Iqbal , Yunrong Guo , Sanja Fidler , Florian Shkurti

Recommendation systems play an important role in today's digital world. They have found applications in various applications such as music platforms, e.g., Spotify, and movie streaming services, e.g., Netflix. Less research effort has been…

机器学习 · 计算机科学 2022-04-05 Arash Mahyari , Peter Pirolli , Jacqueline A. LeBlanc

Maintaining proper form while exercising is important for preventing injuries and maximizing muscle mass gains. Detecting errors in workout form naturally requires estimating human's body pose. However, off-the-shelf pose estimators…

计算机视觉与模式识别 · 计算机科学 2022-10-24 Paritosh Parmar , Amol Gharat , Helge Rhodin

Automated pose correction remains a significant challenge in AI-driven fitness systems, despite extensive research in activity recognition. This work presents PosePilot, a novel system that integrates pose recognition with real-time…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Rushiraj Gadhvi , Priyansh Desai , Siddharth

Force estimation in human-object interactions is crucial for various fields like ergonomics, physical therapy, and sports science. Traditional methods depend on specialized equipment such as force plates and sensors, which makes accurate…

计算机视觉与模式识别 · 计算机科学 2025-03-31 Nandakishor M , Vrinda Govind , Anuradha Puthalath , Anzy L , Swathi P S , Aswathi R , Devaprabha A R , Varsha Raj , Midhuna Krishnan K , Akhila Anilkumar T , Yamuna P

Even though it is well known that physical exercises have numerous emotional and physical health benefits, maintaining a regular exercise routine is quite challenging. Fortunately, there exist technologies that promote physical activity.…

人机交互 · 计算机科学 2020-04-22 Shun Ishii , Kizito Nkurikiyeyezu , Anna Yokokubo , Guillaume Lopez

This research focuses on developing a real-time posture monitoring and risk assessment system for manual lifting tasks using advanced AI and computer vision technologies. Musculoskeletal disorders (MSDs) are a significant concern for…

人工智能 · 计算机科学 2024-08-26 Ereena Bagga , Ang Yang

Artificial intelligence technology has made its way absolutely necessary in a variety of industries including the fitness industry. Human pose estimation is one of the important researches in the field of Computer Vision for the last few…

计算机视觉与模式识别 · 计算机科学 2020-05-08 Talal Alatiah , Chen Chen

This study presents significant enhancements in human pose estimation using the MediaPipe framework. The research focuses on improving accuracy, computational efficiency, and real-time processing capabilities by comprehensively optimising…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Sandeep Singh Sengar , Abhishek Kumar , Owen Singh

There has been significant progress in machine learning algorithms for human pose estimation that may provide immense value in rehabilitation and movement sciences. However, there remain several challenges to routine use of these tools for…

计算机视觉与模式识别 · 计算机科学 2022-03-17 R. James Cotton

Yoga is widely recognized for improving physical fitness, flexibility, and mental well being. However, these benefits depend strongly on correct posture execution. Improper alignment during yoga practice can reduce effectiveness and…

计算机视觉与模式识别 · 计算机科学 2026-05-06 Chandramouli Haldar
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