• 제목/요약/키워드: squat motion

검색결과 49건 처리시간 0.029초

OpenPose기반 딥러닝을 이용한 운동동작분류 성능 비교 (Performance Comparison for Exercise Motion classification using Deep Learing-based OpenPose)

  • 손남례;정민아
    • 스마트미디어저널
    • /
    • 제12권7호
    • /
    • pp.59-67
    • /
    • 2023
  • 최근 인간의 자세와 행동을 추적하는 행동 분석 연구가 활발해지고 있다. 특히 2017년 CMU에서 개발한 오픈소스인 오픈포즈(OpenPose)는 사람의 외모와 행동을 추정하는 대표적인 방법이다. 오픈포즈는 사람의 키, 얼굴, 손 등의 신체부위를 실시간으로 감지하고 추정할 수 있어 스마트 헬스케어, 운 동 트레이닝, 보안시스템, 의료 등 다양한 분야에 적용될 수 있다. 본 논문에서는 헬스장에서 사용자들이 가장 많이 운동하는 Squat, Walk, Wave, Fall-down 4개 동작을 오픈포즈기반 딥러닝인 DNN과 CNN을 이용하여 운동 동작 분류 방법을 제안한다. 학습데이터는 녹화영상 및 실시간으로 카메라를 통해 사용자의 동작을 캡처해서 데이터 셋을 수집한다. 수집된 데이터 셋은 OpenPose을 이용하여 전처리과정을 진행하고, 전처리과정이 완료된 데이터 셋은 본 논문에서 제안한 DNN 및 CNN 모델 이용하여 운동 동작 분류를 학습한다. 제안한 모델에 대한 성능 오차는 MSE, RMSE, MAE를 사용한다. 성능 평가 결과, 제안한 DNN 모델 성능이 제안한 CNN 모델보다 우수한 것으로 나타났다.

누운자세에서 똑바로 일어서기 운동형태에서 족관절보조기와 체간보조기의 영향 (The Effect of Ankle-Foot Orthosis and Trunk Orthosis on Movement patterns used in a Supine to Stand Rising task)

  • 권미지
    • The Journal of Korean Physical Therapy
    • /
    • 제16권2호
    • /
    • pp.22-32
    • /
    • 2004
  • The purpose of this study was to examine the effect of ankle-foot orthosis and lumbosacral orthosis on movement patterns used to rise from the supine position to erect stance. Thirty-two healthy adults participated. Subjects were videotaped while rising from a supine position on a floor mat. Each subject performed 10 trials each of three condition;general condition, right ankle-foot orthosis, lumbosacral orthosis. subjects rose most commonly using a symmetrical push pattern of the upper extremities, a symmetrical squat pattern in the lower extremities, a symmetrical in the trunk under each of three conditions. Changes in the incidence of movement patterns occurred in lower extremities of the ankle-foot orthosis and lumbosacral orthosis condition and trunk of the ankle-foot orthosis condition. From a dynamic pattern theory perspective, ankle motion is a control variable for the supine position to erect standing movement.

  • PDF

퇴행성 슬관절염 환자에서 슬관절방(膝關節方) 1호(號)의 유효성 연구 (The Clinical Study on the Effect of Sulguanjul-bang No.1 on Osteoarthritis of Knee Joint)

  • 박민정;이경윤;박쾌환;정애경;신대희
    • Journal of Acupuncture Research
    • /
    • 제21권3호
    • /
    • pp.249-264
    • /
    • 2004
  • Objective : This study is designed to find out the effects of Sulguanjul-Bang No.1 on osteoarthritis in knee joint. Methods : 45 patients with symptomatic osteoarthritis of the knee joint were enrolled in a short term 8-week open clinical trial. The 45 patients were taken Sulguanjul-bang No.1 two times a day before meals for 8 week. After 8 week treatment period, the following parameters were analyzed ; Visual analogue Scale(VAS) as first effective parameter, Lysholm index score, patient's global assessment, passive movement range of the knee joint. Results : Sulguanjul-bang No.1 treatment led to significant improvement in the pain and symptoms of osteoarthritis as determined by all efficacy measures. After 8 weeks of therapy, there was significant improvement in VAS and Lysholm index; squat, sit down and up, crepitaion, swelling. The range of motion was improved in 6 of 9 cases. The improvement in patient's global assessment was seen in 84%. Conclusion : Sulguanjul-bang No.1 was very beneficial effect in pain relief and improvement functions on osteoarthritis.

  • PDF

2D Single-legged Dynamic Knee Valgus assessments Methods: Evaluating Risk Factor for Internal Derangement of the Knee; Literature Review

  • Hyun Lee;Jihye Jung;Seungwon Lee
    • Physical Therapy Rehabilitation Science
    • /
    • 제13권2호
    • /
    • pp.240-249
    • /
    • 2024
  • Objective: The objective of this study is to evaluate various research that have examined dynamic knee valgus and to pinpoint a straightforward, clinically practical 2D assessment method for dynamic knee valgus that is user-friendly. Design: A literature review Methods: This literature review was conducted in Pubmed, MEDLINE® and Google Scholar with the following key words: Knee valgus angle, Knee valgus evaluation, Knee valgus assessment, Dynamic knee valgus. After removing duplicate studies, 53 articles were initially chosen using this method, with 17 studies ultimately meeting the selection criteria. Results: Based on the comprehensive review of various studies, the Single Leg Squat (SLS) was identified as the most popular test method, followed by the Single Leg Landing (SLL) as the next most common test method. The Frontal Plane Projection Angle (FPPA) method was the most representative method for measuring dynamic knee valgus (DKV) during these tests. SLS was found in a total of 10 studies, while SLL was found in 7 studies. Conclusions: The most commonly proposed test for assessing DKV is measuring the SLS using the FPPA method. However, when applied to individuals without knee pathology, the discriminative power of this method may be limited. This suggests the need for further research to explore alternative methods for assessing DKV in this population.

균형 훈련 플레이트 시스템을 이용한 생체역학적 특성 연구 (Characteristics of ROM and EMG to Balance Training in Unstable Plate System: Primary Study)

  • 전성철;임희철;이창형;김태호;정덕영;전경진
    • 대한의용생체공학회:의공학회지
    • /
    • 제36권5호
    • /
    • pp.235-239
    • /
    • 2015
  • The purpose of this study was to investigate the unstable plate system for the advanced balance ability. 7 male volunteers (age $33.7{\pm}1.2$ years, height $174.7{\pm}3.8cm$, weight $86.0{\pm}3.6kg$, BMI $28.2{\pm}2.0kg/m^2$) performed the partial squat motion on the shape of CAP type(${\cap}$) and BOWL type(${\cup}$) plate system. The range of motion (ROM) and muscle activation were acquired by the motion analysis system and the EMG system. Results of ROMs of the CAP type plate system were shown the widely range of the deviation in the ankle joint on the sagittal plane (sagittal plane - hip joint $10.7^{\circ}$ > $5.4^{\circ}$, knee joint $16.3^{\circ}$ > $6.4^{\circ}$, ankle joint $18.8^{\circ}$ > $6.3^{\circ}$ ; transverse plane - hip joint $3.5^{\circ}$ > $1.8^{\circ}$, knee joint $5.3^{\circ}$ > $3.4^{\circ}$, ankle joint $11.3^{\circ}$ > $5.3^{\circ}$ ; frontal plane - hip joint $0.9^{\circ}$ > $0.5^{\circ}$, knee joint $0.8^{\circ}$ > $0.6^{\circ}$, ankle joint $4.8^{\circ}$ > $3.7^{\circ}$). Muscle activation results of the CAP type plate system were indicated higher in major muscles for balance performance than the BOWL type plate system (vastus lateralis 0.90 > 0.62, peroneus longus 0.49 > 0.21, biceps femoris 0.38 > 0.14, gastrocnemius 0.11 > 0.05). These findings may indicate that the CAP type plate system would expect better effectiveness in perform the balance training. This paper is primary study for developing balance skills enhancement training device.

치료적 운동이 축구 특이적 골반 앞 기울임을 가진 유소년 축구선수 엉덩관절의 관절가동범위, 도수근력, 기능적 움직임 및 방사선학적 평가에 미치는 영향: 증례보고 (Effects of Therapeutic Exercise on Hip Joint Range of Motion, Manual Muscle Test, Functional Movement Screen and Radiological Evaluation in a Youth Football Player with Football-specific Anterior Pelvic Tilt: A Case Report)

  • 유동훈;서상원;이호성
    • 대한물리의학회지
    • /
    • 제13권4호
    • /
    • pp.85-94
    • /
    • 2018
  • PURPOSE: This study was conducted to determine the effects of therapeutic exercise on range of motion (ROM), the manual muscle test (MMT), functional movement screen (FMS) and radiological evaluation in a youth football player with football-specific anterior pelvic tilt (APT). METHODS: The subject of this case report was a 12-year-old youth football player, who presented with football-specific APT. Therapeutic exercise consisted of hamstring stretch, prone hip extension, abdominal crunch, bridging with isometric hip abduction, plank exercise with posterior tilt and posterior pelvic tilting exercise using a swiss-ball for 40 min/day, twice a week for 8-weeks. ROM, MMT, FMS (deep squat, hurdle step, inline lunge, shoulder mobility, active straight-leg raise, rotary stability and trunk stability push-up) and radiographs (lumbar lordotic and sacral horizontal angle) were analyzed before and after week 8 of therapeutic exercise. RESULTS: The ROM, MMT, and FMS increased and the lumbar lordotic angle and sacral horizontal angle improved after 8-weeks of therapeutic exercise. CONCLUSION: The results of this case report suggest that therapeutic exercise improves ROM, MMT and radiography associated parameters in youth football players with football-specific APT. These findings have clinical implications for therapeutic exercise in youth football players with football-specific APT.

스트레치 센서를 이용한 스쿼트 시 발목 가동범위 체크 센서 양말에 관하여 -20대 후반 남성을 중심으로- (Using a Stretch Sensor About of Squat Ankle Range of Motion Check Socks -Focusing on Men in Their Late 20s-)

  • 송관우;박진희;김주용
    • 패션비즈니스
    • /
    • 제26권2호
    • /
    • pp.129-142
    • /
    • 2022
  • The purpose of this study is to develop socks to check the range of ankle movement during squats for men in their late 20s. Sensors of 6, 8, and 12 mm were selected, and each sample was impregnated 1 to 3 times. It was prepared using a CNT dispersion, and the GF value was measured using UTM. Among them, the sample with 2 impregnation showed the best GF value. As a result of applying each sample to the socks, the 12 mm sensor was wider than the area of the Achilles tendon, resulting in noise, and the 8 mm sensor was higher than the tensile strength of the socks, resulting in a decrease in the graph. Therefore, testing was performed using a 6 mm sensor. In order to determine the effectiveness of the sensor, the normal operating range was checked through squats, and significant changes were confirmed when the operating range was checked again through squats by performing operations that can increase the operating range through Gastrocnemius, Soleus stretching, and low lunge. Using the results of this study, it is expected that the average value of the ankle movement range of the user is checked prevent injury, to be provided as basic data for the production of shoe products and the promotion of physical health.

정수중 및 파랑중 저수심에서의 초대형 컨테이너선에 작용하는 유체력 특성에 관한 연구 (Study on Hydrodynamic Forces Acting on a Very Large Container Vessel at Lower Depths in Both Still Water and Waves)

  • 이상민
    • 해양환경안전학회지
    • /
    • 제23권6호
    • /
    • pp.613-619
    • /
    • 2017
  • 최근의 초대형 컨테이너선들은 점차 거대화되고 있으며, 흘수의 증가로 인한 연안해역 및 항만 등과 같은 저수심 수역에서의 안전항해에 많은 주의가 필요하다. 이러한 저수심 해역을 항행하는 초대형 컨테이너선은 정수중 뿐만 아니라 파랑중에서의 선박 운동 특성을 파악하여야 할 필요가 있다. 저수심 해역에서는 특히 선박의 상하운동에 의한 스쿼트 현상이 안전 항해의 중요한 평가 요소가 될 수 있으며, 수평방향으로 작용하는 파표류력은 선박의 조종성능에 미치는 영향이 매우 크다고 할 수 있다. 본 연구에서는 저수심 해역을 항행하는 초대형 컨테이너선을 대상으로 선박에 수직방향으로 작용하는 파랑강제력과 수평방향으로 작용하는 파표류력에 대하여 전산유체역학에 의한 수치시뮬레이션을 실시하였다. 그 결과 천수역에서 정수중 전저항 값이 큰 폭으로 증가하고 있는 것을 알 수 있었다. 파랑중 단파장 영역보다는 장파장 영역이 될수록 수심과 관계없이 파표류력은 작아지고 있는 모습을 보여주고 있다. 또한 파랑강제력은 천수역에서 다른 수심의 유체력 값에 비해 상당히 크게 작용하고 있는 것을 확인할 수 있었다. 그리고 선체중앙 부분의 파고는 낮아지고 선미쪽 파고는 더욱 높아지는 현상을 파악할 수 있었다.

The correlation between the physical power of golf players and the Titleist Performance Institute Level 1 test

  • Kim, Jaeeun;Yim, Jongeun;Do, Kwangsun
    • Physical Therapy Rehabilitation Science
    • /
    • 제7권1호
    • /
    • pp.13-17
    • /
    • 2018
  • Objective: This was a correlation study for predicting the power to improve the distance of golf players and developing an effective power program. Design: Cross-sectional study. Methods: The subjects of this study were 24 healthy males and females in their 20s and 30s who were golf athletes living in Seoul and Gyeonggi-do. In the Titleist Performance Institute (TPI) Level 1 test, the twelve swing characteristics include components of stability, mobility, body conditioning ability, and balance. The power test consisted of a vertical jump (VJ) in order to examine the power of the lower body, the seated chest pass (SCP) was used to examine upper body power, and the sit up and throw (SUAT) was used to examine the power of the upper body and core for the TPI Level 2 test. Results: The results of this study showed that the 90/90 was correlated with VJ, SUAT, and SCP scores (p<0.05). Single leg stance was correlated with VJ, SUAT, over head deep squat, and bridge with leg extension were correlated with VJ (p<0.05). The toe touch was correlated with SUAT results (p<0.05). Conclusions: The results of this study showed that the TPI Level 1 test and power test were correlated with the performance of the golf players. Future studies have shown that fitness program development and further research are needed.