• Title/Summary/Keyword: Motion capture analysis

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A Review of Motion Capture Systems: Focusing on Clinical Applications and Kinematic Variables (모션 캡처 시스템에 대한 고찰: 임상적 활용 및 운동형상학적 변인 측정 중심으로)

  • Lim, Wootaek
    • Physical Therapy Korea
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    • v.29 no.2
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    • pp.87-93
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    • 2022
  • To solve the pathological problems of the musculoskeletal system based on evidence, a sophisticated analysis of human motion is required. Traditional optical motion capture systems with high validity and reliability have been utilized in clinical practice for a long time. However, expensive equipment and professional technicians are required to construct optical motion capture systems, hence they are used at a limited capacity in clinical settings despite their advantages. The development of information technology has overcome the existing limit and paved the way for constructing a motion capture system that can be operated at a low cost. Recently, with the development of computer vision-based technology and optical markerless tracking technology, webcam-based 3D human motion analysis has become possible, in which the intuitive interface increases the user-friendliness to non-specialists. In addition, unlike conventional optical motion capture, with this approach, it is possible to analyze motions of multiple people at simultaneously. In a non-optical motion capture system, an inertial measurement unit is typically used, which is not significantly different from a conventional optical motion capture system in terms of its validity and reliability. With the development of markerless technology and advent of non-optical motion capture systems, it is a great advantage that human motion analysis is no longer limited to laboratories.

Identification of user's Motion Patterns using Motion Capture System

  • Jung, Kwang Tae;Lee, Jaein
    • Journal of the Ergonomics Society of Korea
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    • v.33 no.6
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    • pp.453-463
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    • 2014
  • Objective:The purpose of this study is to identify motion patterns for cellular phone and propose a method to identify motion patterns using a motion capture system. Background: In a smart device, the introduction of tangible interaction that can provide new experience to user plays an important role for improving user's emotional satisfaction. Firstly, user's motion patterns have to be identified to provide an interaction type using user's gesture or motion. Method: In this study, a method to identify motion patterns using a motion capture system and user's motion patterns for using cellular phone was studied. Twenty-two subjects participated in this study. User's motion patterns were identified through motion analysis. Results: Typical motion patterns for shaking, shaking left and right, shaking up and down, and turning for using cellular phone were identified. Velocity and acceleration for each typical motion pattern were identified, too. Conclusion: A motion capture system could be effectively used to identify user's motion patterns for using cellular phone. Application: Typical motion patterns can be used to develop a tangible user interface for handheld device such as smart phone and a method to identify motion patterns using motion analysis can be applied in motion patterns identification of smart device.

Comparison and Analysis of Motion Capture and Key Animation - Focused on Animation of Countenance - (모션 캡처와 키 애니메이션의 비교분석 - 얼굴표정애니메이션을 중심으로 -)

  • Jang, Wook;Choi, Sung-Kyu;Lee, Tae-Gu
    • The Journal of the Korea Contents Association
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    • v.7 no.4
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    • pp.160-169
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    • 2007
  • Main problem in the domestic motion capture type production is that motion data are used even in the case when the human sensibility is needed. In other words it fails to give human images to the work, and production method only use motion capture data unconditionally and impetuously. Even though motion capture is effective and are various and applicable to various areas, it would cause enormous lose of capital and manual labor if these problems are not solved. In the present study, we compare motion capture with key animation production and analyze the merits and short comings of them. Also, we analyze them through the actual production and present the efficient method of key animation production when the expensive motion capturing devices are not available.

A Case Study on AI-Driven <DEEPMOTION> Motion Capture Technology

  • Chen Xi;Jeanhun Chung
    • International Journal of Internet, Broadcasting and Communication
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    • v.16 no.2
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    • pp.87-92
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    • 2024
  • The rapid development of artificial intelligence technology in recent years is evident, from the emergence of ChatGPT to innovations like Midjourney, Stable Diffution, and the upcoming SORA text-to-video technology by OPENai. Animation capture technology, driven by the AI technology trend, is undergoing significant advancements, accelerating the progress of the animation industry. Through an analysis of the current application of DEEPMOTION, this paper explores the development direction of AI motion capture technology, analyzes issues such as errors in multi-person object motion capture, and examines the vast prospects. With the continuous advancement of AI technology, the ability to recognize and track complex movements and expressions faster and more accurately, reduce human errors, enhance processing speed and efficiency. This advancement lowers technological barriers and accelerates the fusion of virtual and real worlds.

An Efficient Analysis Method of Multiple View Images for Motion Capture (모션 캡쳐를 위한 다시점 영상의 효율적인 분석법)

  • Seo, Yung-Ho;Park, You-Shin;Koo, Ddeo-Ol-Ra;Doo, Kyoung-Soo;Choi, Jong-Soo
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.45 no.6
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    • pp.44-56
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    • 2008
  • Previous hardware devices to capture human motion have many limitations; expensive equipment, complexity of manipulation or constraints of human motion. In order to overcome these problems, real-time motion capture algorithms based on computer vision have been actively proposed. This paper presents an efficient analysis method of multiple view images for real-time motion capture. First, we detect the skin color regions of human being, and then correct the image coordinates of the regions by using camera calibration and epipolar geometry. Finally, we track the human body part and capture human motion using kalman filter. Experimental results show that the proposed algorithm can estimate a precise position of the human body.

Motion Capture System for Digital Entertainment (디지털 엔터테인먼트에서의 모션 획득 시스템)

  • Lee, Man-Woo;Kim, Soon-Gohn
    • The Journal of the Korea Contents Association
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    • v.7 no.5
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    • pp.85-93
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    • 2007
  • The motion capture system has shown its great potential as a new image expression means for handling such challenging tasks as realistic animation of humans or animals in motion, which cannot be handled by the existing key frame method satisfactorily, and also projects involving a large scale or a burdensome economic expenses. Its applications also has been intensified and widened in the entertainment arena including motion pictures, TV, advertisements, documentaries, music videos, etc. centering around games. Despite of these merits, though, a number of issues have been surfaced in the digital image expression utilizing the motion capture system, such as a burdensome amount of preparatory work, the needs for attachment of markers and for remedial corrections of motion data, and the lack of trained manpower. We would like to present in this paper a new direction for making the digital image production more efficient, based on the extensive analysis of prior image production projects that used the motion capture system.

A Study on the Gait Test Human Dynamic Simulation Using Gait Motion Capture and Foot Pressure Measurement : Analysis of Gait Pattern with Wearing Military Equipment of Korean Male Adult (Gait Motion Capture 및 족압 측정을 이용한 보행특성시험 및 동력학적 인체 시뮬레이션 연구 : 한국인 성인 남자의 군장착용 보행 특성 해석)

  • Lee S.H.;Lee Y.S.;Choi Y.J.;Lee J.W.;Chae J.W.;Choi E.J.;Kim I.W.
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2005.06a
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    • pp.877-880
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    • 2005
  • This paper suggests gait analysis and gait simulation method using Gait Motion Capture equipment and plantar pressure measurement system. The gait of normal person and how it will be effected by added weight with wearing military equipments are studied by suggested method. It is measured that a change of gait pattern when wears military equipments with Korean male adult(height 180 cm, weight 70 kg) and simulated its results.

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Analysis of Pitching Motions by Human Pose Estimation Based on RGB Images (RGB 이미지 기반 인간 동작 추정을 통한 투구 동작 분석)

  • Yeong Ju Woo;Ji-Yong Joo;Young-Kwan Kim;Hie Yong Jeong
    • Smart Media Journal
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    • v.13 no.4
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    • pp.16-22
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    • 2024
  • Pitching is a major part of baseball, so much so that it can be said to be the beginning of baseball. Analysis of accurate pitching motions is very important in terms of performance improvement and injury prevention. When analyzing the correct pitching motion, the currently used motion capture method has several critical environmental drawbacks. In this paper, we propose analysis of pitching motion using the RGB-based Human Pose Estimation (HPE) model to replace motion capture, which has these shortcomings, and use motion capture data and HPE data to verify its reliability. The similarity of the two data was verified by comparing joint coordinates using the Dynamic Time Warping (DTW) algorithm.

A Study on the Development of Skateboard by Motion Capture and Theory of Inventive Problem Solving (TRIZ) (창의적 문제 해결이론(트리즈)과 모션캡쳐를 이용한 스케이트보드 개발)

  • Yoo, Byung-Chul;Lee, Kun-Sang
    • Journal of the Korean Society for Precision Engineering
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    • v.24 no.7 s.196
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    • pp.83-89
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    • 2007
  • This paper represents a study on the development of the conceptual design for a skateboard by TRIZ. At first the problems of a commercial skateboard was analyzed. And its development objective was defined in connection with the theory of the system improvement trend. The developed conceptual design was compared with a commercial skateboard. The skateboard riding action analysis with a motion capture equipment shows the here developed skateboard more efficient than commercial one.

Motion Capture using both Human Structural Characteristic and Inverse Kinematics (인체의 구조적 특성과 역운동학을 이용한 모션 캡처)

  • Seo, Yung-Ho;Doo, Kyoung-Soo;Choi, Jong-Soo;Lee, Chil-Woo
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.47 no.2
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    • pp.20-32
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    • 2010
  • Previous hardware devices to capture human motion have many limitations; expensive equipment, complexity of manipulation or constraints of human motion. In order to overcome these problems, real-time motion capture algorithms based on computer vision have been actively proposed. This paper presents an efficient analysis method of multiple view images for real-time motion capture. First, we detect the skin color regions of human being, and then correct the image coordinates of the regions by using camera calibration and epipolar geometry. Finally, we track the human body part and capture human motion using kalman filter. Experimental results show that the proposed algorithm can estimate a precise position of the human body.