• 제목/요약/키워드: 3D Hand model

검색결과 240건 처리시간 0.024초

인간의 행동 인식을 위한 얼굴 방향과 손 동작 해석 (Analysis of Face Direction and Hand Gestures for Recognition of Human Motion)

  • 김성은;조강현;전희성;최원호;박경섭
    • 제어로봇시스템학회논문지
    • /
    • 제7권4호
    • /
    • pp.309-318
    • /
    • 2001
  • In this paper, we describe methods that analyze a human gesture. A human interface(HI) system for analyzing gesture extracts the head and hand regions after taking image sequence of and operators continuous behavior using CCD cameras. As gestures are accomplished with operators head and hands motion, we extract the head and hand regions to analyze gestures and calculate geometrical information of extracted skin regions. The analysis of head motion is possible by obtaining the face direction. We assume that head is ellipsoid with 3D coordinates to locate the face features likes eyes, nose and mouth on its surface. If was know the center of feature points, the angle of the center in the ellipsoid is the direction of the face. The hand region obtained from preprocessing is able to include hands as well as arms. For extracting only the hand region from preprocessing, we should find the wrist line to divide the hand and arm regions. After distinguishing the hand region by the wrist line, we model the hand region as an ellipse for the analysis of hand data. Also, the finger part is represented as a long and narrow shape. We extract hand information such as size, position, and shape.

  • PDF

원형관 코팅장치에서 연소 입자의 응축성장에 미치는 2차원 열 및 물질전달의 영향 (Effects of Two-dimensional Heat and Mass Transports on Condensational Growth of Soot Particles in a Tubular Coater)

  • 박성훈
    • 한국입자에어로졸학회지
    • /
    • 제9권3호
    • /
    • pp.163-171
    • /
    • 2013
  • Soot particles emitted from combustion processes are often coated by non-absorbing organic materials, which enhance the global warming effect of soot particles. It is of importance to study the condensation characteristics of soot particles experimentally and theoretically to reduce the uncertainty of the climate impact of soot particles. In this study, the condensational growth of soot particles in a tubular coater was modeled by a one-dimensional (1D) plug flow model and a two-dimensional (2D) laminar flow model. The effects of 2D heat and mass transports on the predicted particle growth were investigated. The temperature and coating material vapor concentration distributions in radial direction, which the 1D model could not accounted for, affected substantially the particle growth in the coater. Under the simulated conditions, the differences between the temperatures and vapor concentrations near the wall and at the tube center were large. The neglect of these variations by the 1D model resulted in a large error in modeling the mass transfer and aerosol dynamics occurring in the coater. The 1D model predicted the average temperature and vapor concentration quite accurately but overestimated the average diameter of the growing particles considerably. At the outermost grid, at which condensation begins earliest due to the lowest temperature and saturation vapor concentration, condensing vapor was exhausted rapidly because of the competition between condensations on the wall and on the particle surface, decreasing the growth rate. At the center of the tube, on the other hand, the growth rate was low due to high temperature and saturation vapor concentration. The effects of Brownian diffusion and thermophoresis were not high enough to transport the coating material vapor quickly from the tube center to the wall. The 1D model based on perfect radial mixing could not take into account this phenomenon, resulting in a much higher growth rate than what the 2D model predicted. The result of this study indicates that contrary to a previous report for a thermodenuder, 2D heat and mass transports must be taken into account to model accurately the condensational particle growth in a coater.

건물모델 정규화를 적용한 항공라이다의 3차원 건물 모델링 (3D building modeling from airborne Lidar data by building model regularization)

  • 이정호;가칠오;김용일;이병길
    • 한국측량학회지
    • /
    • 제30권4호
    • /
    • pp.353-362
    • /
    • 2012
  • 건물모델의 정규화 없이 3차원 건물 모델링을 하면 건물모델에 왜곡이 발생하거나 위상적 불일치가 발생할 수 있다. 반면에, 정규성을 고려할 경우 제약조건으로 인하여 재구성이 가능한 건물 유형이 제한적일 수 있다. 이에 본 연구에서는 보다 다양한 건물을 고려한 건물모델 정규화 방법을 적용하여 항공라이다 데이터로부터 3차원 건물을 모델링하였다. 우선 특징공간에서의 군집화와 객체공간에서의 분할을 통해 건물점들을 지붕면으로 분할한다. 건물모델 구성요소 간의 평행성, 대칭성, 일치성 등을 충족시키기 위하여 면-선-점의 순차적 조정에 의한 정규화를 통해 3차원 건물을 재구성한다. 도시 지역에 대한 실험을 통해 기존의 방법들보다 다양한 형태의 건물에 대하여 정규성을 충족하는 3차원 모델을 생성할 수 있음을 확인하였다. 또한, 정규화가 건물모델의 정확도에 미치는 영향을 정량적으로 분석하였다.

Structural reliability analysis using temporal deep learning-based model and importance sampling

  • Nguyen, Truong-Thang;Dang, Viet-Hung
    • Structural Engineering and Mechanics
    • /
    • 제84권3호
    • /
    • pp.323-335
    • /
    • 2022
  • The main idea of the framework is to seamlessly combine a reasonably accurate and fast surrogate model with the importance sampling strategy. Developing a surrogate model for predicting structures' dynamic responses is challenging because it involves high-dimensional inputs and outputs. For this purpose, a novel surrogate model based on cutting-edge deep learning architectures specialized for capturing temporal relationships within time-series data, namely Long-Short term memory layer and Transformer layer, is designed. After being properly trained, the surrogate model could be utilized in place of the finite element method to evaluate structures' responses without requiring any specialized software. On the other hand, the importance sampling is adopted to reduce the number of calculations required when computing the failure probability by drawing more relevant samples near critical areas. Thanks to the portability of the trained surrogate model, one can integrate the latter with the Importance sampling in a straightforward fashion, forming an efficient framework called TTIS, which represents double advantages: less number of calculations is needed, and the computational time of each calculation is significantly reduced. The proposed approach's applicability and efficiency are demonstrated through three examples with increasing complexity, involving a 1D beam, a 2D frame, and a 3D building structure. The results show that compared to the conventional Monte Carlo simulation, the proposed method can provide highly similar reliability results with a reduction of up to four orders of magnitudes in time complexity.

3차원 인체 포즈 인식을 이용한 상호작용 게임 콘텐츠 개발 (Developing Interactive Game Contents using 3D Human Pose Recognition)

  • 최윤지;박재완;송대현;이칠우
    • 한국콘텐츠학회논문지
    • /
    • 제11권12호
    • /
    • pp.619-628
    • /
    • 2011
  • 일반적으로 비전기반 3차원 인체 포즈 인식 기술은 HCI(Human-Computer Interaction)에서 인간의 제스처를 전달하기 위한 방법으로 사용된다. 특수한 환경에서 단순한 2차원 움직임 포즈만 인식할 수 있는 2차원 포즈모델 기반 인식 방법에 비해 3차원 관절을 묘사한 포즈모델은 관절각에 대한 정보와 신체 부위의 모양정보를 선행지식으로 사용할 수 있어서 좀 더 일반적인 환경에서 복잡한 3차원 포즈도 인식할 수 있다는 장점이 있다. 이 논문은 인체의 3차원 관절 정보를 이용한 포즈 인식 기술을 인터페이스로 활용한 상호작용 게임 콘텐츠 개발에 관해 기술한다. 제안된 시스템에서 사용되는 포즈는 인체 관절 중 14개 관절의 3차원 위치정보를 이용해서 구성한 포즈 템플릿과 현재 사용자의 포즈를 비교해 인식된다. 이 방법을 이용하여 제작된 시스템은 사용자가 부가적인 장치의 사용 없이 사용자의 몸동작만으로 자연스럽게 게임 콘텐츠를 조작할 수 있도록 해준다. 제안된 3차원 인식 기술을 게임 콘텐츠에 적용하여 성능을 평가한다. 향후 다양한 환경에서 더욱 강건하게 포즈를 인식할 수 있는 연구를 수행할 계획이다.

머신러닝과 3D 프린팅을 이용한 저비용 인공의수 모형 (Low-cost Prosthetic Hand Model using Machine Learning and 3D Printing)

  • 신동욱;염호준;박상수
    • 문화기술의 융합
    • /
    • 제10권1호
    • /
    • pp.19-23
    • /
    • 2024
  • 양손 절단 환자들에게 미용적 목적과 함께 기능적 목적을 갖춘 의수가 필요하며 잔존 근육의 근전도를 이용한 인공 의수에 대한 연구가 활발하나 아직도 비싼 비용의 문제가 있다. 본 연구에서는 저비용의 부품과 소프트웨어인 표면 근전도 센서, 머신러닝 소프트웨어 Edge Impulse, Arduino Nano 33 BLE, 그리고 3D 프린팅을 이용하여 인공의수를 제작하고 성능을 평가하였다. 표면 근전도 센서로 획득하고 Edge Impulse에서 디지털 시그널 프로세싱 과정을 거친 신호들을 이용하여 머신러닝으로 손가락 운동의 종류를 판단하는 훈련을 통해 각 손가락의 굽힘 운동신호를 의수 모델의 손가락들에 전달하였다. 디지털 시그널 프로세싱 조건을 노치 필터 60 Hz, 대역필터 10-300 Hz, 그리고 샘플링 주파수 1,000 Hz로 했을 때, 머신 러닝의 정확도가 82.1%로 가장 높았다. 각 손가락 굴곡 운동간에 혼동될 수 있는 가능성은 약지가 가장 높아서 검지의 운동으로 혼동될 가능성이 44.7 %이었다. 저비용 인공의수의 성공적인 개발을 위해서는 더 많은 연구가 필요하다.

3차원 유한요소법을 이용한 Upsetting Type Spur Gear 냉간 단조 공정 해석 (Analysis of the upsetting type process for spur gear cold forging using 3D-FEM)

  • 천세환;이영선;권용남;이정환
    • 한국소성가공학회:학술대회논문집
    • /
    • 한국소성가공학회 2004년도 춘계학술대회 논문집
    • /
    • pp.135-138
    • /
    • 2004
  • Since the upsetting type is superior to an extrusion type to get the dimensional accuracy of cold forged spur gear, the upsetting type process far spur gear cold forging has been studied. FE analysis of upsetting type process fur spur gear cold forging was performed to investigate about flow pattern of workpiece and die stress. To analyze the elastic characteristics of die, both rigid and elastic material model were used during loading stage. Under-filled defects were detected In lower portions of spur gear forged by upsetting type in experimental. When the elastic material model for die was used, the under-filled defects could be predicted. On the other hand, if the material model of die was rigid, the defects could not been presented because the die deflection was not considered.

  • PDF

3차원 골격곡선을 이용한 가상혈관 탐색 방안 (Virtual Navigation of Blood Vessels using 3D Curve-Skeletons)

  • 박상진;박형준
    • 한국CDE학회논문집
    • /
    • 제22권1호
    • /
    • pp.89-99
    • /
    • 2017
  • In order to make a virtual endoscopy system effective for exploring the interior of the 3D model of a human organ, it is necessary to generate an accurate navigation path located inside the 3D model and to obtain consistent camera position and pose estimation along the path. In this paper, we propose an approach to virtual navigation of blood vessels, which makes proper use of orthogonal contours and skeleton curves. The approach generates the orthogonal contours and the skeleton curves from the 3D mesh model and its voxel model, all of which represent the blood vessels. For a navigation zone specified by two nodes on the skeleton curves, it computes the shortest path between the two nodes, estimates the positions and poses of a virtual camera at the nodes in the navigation zone, and interpolates the positions and poses to make the camera move smoothly along the path. In addition to keyboard and mouse input, intuitive hand gestures determined by the Leap Motion SDK are used as user interface for virtual navigation of the blood vessels. The proposed approach provides easy and accurate means for the user to examine the interior of 3D blood vessels without any collisions between the camera and their surface. With a simple user study, we present illustrative examples of applying the approach to 3D mesh models of various blood vessels in order to show its quality and usefulness.

광학식 표면스캐닝 및 X-선 CT를 활용한 유물의 3차원 융합모델 제작: 국립진주박물관 소장 삼총통 (Creation of Three-dimensional Convergence Model for Artifact Based on Optical Surface Scanning and X-ray CT: Sam-Chongtong Hand Canon in Jinju National Museum)

  • 조영훈;김다솔;김해솔;허일권;송민규
    • 박물관보존과학
    • /
    • 제22권
    • /
    • pp.15-26
    • /
    • 2019
  • 이 연구에서는 표면형상 취득에 최적화되어 있는 광학식 정밀스캐닝과 내부 형상획득에 사용되는 X-선 CT스캐닝 결과를 이용하여 삼총통의 내·외부 형상을 다각적으로 분석할 수 있는 3차원(이하 3D) 융합 모델을 제작하였다. 먼저 두 스캐닝 결과를 호환 가능한 확장자로 변환 한 다음 상호간의 정합성을 검증하고자 3D 편차분석을 수행하였다. 이 결과, 두 스캐닝 모델은 대부분(56.98%) ±0.1mm 이내의 편차를 보였으며, 이 수치는 ICP 알고리즘 기반의 정합 및 병합에 큰 영향을 주지 않았다. 병합된 데이터는 총통의 외부 표면색 및 미세형상, 내부 두께 및 구조를 잘 표현하였다. 광학식 표면스캐닝과 X-선 CT스캐닝의 3D 융합 모델은 문화유산의 디지털기록화뿐만 아니라 제작기법 해석에 유용하게 사용되었다. 향후 박물관 전시 영역에서 전시품의 과학적 조사 정보를 보다 쉽게 관람객에게 전달하는 효과를 발휘 할 것으로 기대된다.

The utility of three-dimensional models in complex microsurgical reconstruction

  • Ogunleye, Adeyemi A.;Deptula, Peter L.;Inchauste, Suzie M.;Zelones, Justin T.;Walters, Shannon;Gifford, Kyle;LeCastillo, Chris;Napel, Sandy;Fleischmann, Dominik;Nguyen, Dung H.
    • Archives of Plastic Surgery
    • /
    • 제47권5호
    • /
    • pp.428-434
    • /
    • 2020
  • Background Three-dimensional (3D) model printing improves visualization of anatomical structures in space compared to two-dimensional (2D) data and creates an exact model of the surgical site that can be used for reference during surgery. There is limited evidence on the effects of using 3D models in microsurgical reconstruction on improving clinical outcomes. Methods A retrospective review of patients undergoing reconstructive breast microsurgery procedures from 2017 to 2019 who received computed tomography angiography (CTA) scans only or with 3D models for preoperative surgical planning were performed. Preoperative decision-making to undergo a deep inferior epigastric perforator (DIEP) versus muscle-sparing transverse rectus abdominis myocutaneous (MS-TRAM) flap, as well as whether the decision changed during flap harvest and postoperative complications were tracked based on the preoperative imaging used. In addition, we describe three example cases showing direct application of 3D mold as an accurate model to guide intraoperative dissection in complex microsurgical reconstruction. Results Fifty-eight abdominal-based breast free-flaps performed using conventional CTA were compared with a matched cohort of 58 breast free-flaps performed with 3D model print. There was no flap loss in either group. There was a significant reduction in flap harvest time with use of 3D model (CTA vs. 3D, 117.7±14.2 minutes vs. 109.8±11.6 minutes; P=0.001). In addition, there was no change in preoperative decision on type of flap harvested in all cases in 3D print group (0%), compared with 24.1% change in conventional CTA group. Conclusions Use of 3D print model improves accuracy of preoperative planning and reduces flap harvest time with similar postoperative complications in complex microsurgical reconstruction.