• 제목/요약/키워드: The 3D image

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딥러닝기반 입체 영상의 획득 및 처리 기술 동향 (Recent Technologies for the Acquisition and Processing of 3D Images Based on Deep Learning)

  • 윤민성
    • 전자통신동향분석
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    • 제35권5호
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    • pp.112-122
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    • 2020
  • In 3D computer graphics, a depth map is an image that provides information related to the distance from the viewpoint to the subject's surface. Stereo sensors, depth cameras, and imaging systems using an active illumination system and a time-resolved detector can perform accurate depth measurements with their own light sources. The 3D image information obtained through the depth map is useful in 3D modeling, autonomous vehicle navigation, object recognition and remote gesture detection, resolution-enhanced medical images, aviation and defense technology, and robotics. In addition, the depth map information is important data used for extracting and restoring multi-view images, and extracting phase information required for digital hologram synthesis. This study is oriented toward a recent research trend in deep learning-based 3D data analysis methods and depth map information extraction technology using a convolutional neural network. Further, the study focuses on 3D image processing technology related to digital hologram and multi-view image extraction/reconstruction, which are becoming more popular as the computing power of hardware rapidly increases.

A standardization model based on image recognition for performance evaluation of an oral scanner

  • Seo, Sang-Wan;Lee, Wan-Sun;Byun, Jae-Young;Lee, Kyu-Bok
    • The Journal of Advanced Prosthodontics
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    • 제9권6호
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    • pp.409-415
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    • 2017
  • PURPOSE. Accurate information is essential in dentistry. The image information of missing teeth is used in optically based medical equipment in prosthodontic treatment. To evaluate oral scanners, the standardized model was examined from cases of image recognition errors of linear discriminant analysis (LDA), and a model that combines the variables with reference to ISO 12836:2015 was designed. MATERIALS AND METHODS. The basic model was fabricated by applying 4 factors to the tooth profile (chamfer, groove, curve, and square) and the bottom surface. Photo-type and video-type scanners were used to analyze 3D images after image capture. The scans were performed several times according to the prescribed sequence to distinguish the model from the one that did not form, and the results confirmed it to be the best. RESULTS. In the case of the initial basic model, a 3D shape could not be obtained by scanning even if several shots were taken. Subsequently, the recognition rate of the image was improved with every variable factor, and the difference depends on the tooth profile and the pattern of the floor surface. CONCLUSION. Based on the recognition error of the LDA, the recognition rate decreases when the model has a similar pattern. Therefore, to obtain the accurate 3D data, the difference of each class needs to be provided when developing a standardized model.

Linear accuracy of cone-beam computed tomography and a 3-dimensional facial scanning system: An anthropomorphic phantom study

  • Oh, Song Hee;Kang, Ju Hee;Seo, Yu-Kyeong;Lee, Sae Rom;Choi, Hwa-Young;Choi, Yong-Suk;Hwang, Eui-Hwan
    • Imaging Science in Dentistry
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    • 제48권2호
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    • pp.111-119
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    • 2018
  • Purpose: This study was conducted to evaluate the accuracy of linear measurements of 3-dimensional (3D) images generated by cone-beam computed tomography (CBCT) and facial scanning systems, and to assess the effect of scanning parameters, such as CBCT exposure settings, on image quality. Materials and Methods: CBCT and facial scanning images of an anthropomorphic phantom showing 13 soft-tissue anatomical landmarks were used in the study. The distances between the anatomical landmarks on the phantom were measured to obtain a reference for evaluating the accuracy of the 3D facial soft-tissue images. The distances between the 3D image landmarks were measured using a 3D distance measurement tool. The effect of scanning parameters on CBCT image quality was evaluated by visually comparing images acquired under different exposure conditions, but at a constant threshold. Results: Comparison of the repeated direct phantom and image-based measurements revealed good reproducibility. There were no significant differences between the direct phantom and image-based measurements of the CBCT surface volume-rendered images. Five of the 15 measurements of the 3D facial scans were found to be significantly different from their corresponding direct phantom measurements(P<.05). The quality of the CBCT surface volume-rendered images acquired at a constant threshold varied across different exposure conditions. Conclusion: These results proved that existing 3D imaging techniques were satisfactorily accurate for clinical applications, and that optimizing the variables that affected image quality, such as the exposure parameters, was critical for image acquisition.

헬스케어 정보 관리 시스템의 3D 의료영상 데이터 다중 워터마킹 기법 (3D Medical Image Data Watermarking Applied to Healthcare Information Management System)

  • 이석환;권기룡
    • 한국통신학회논문지
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    • 제34권11A호
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    • pp.870-881
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    • 2009
  • 의료 IT 기술 발전과 함께 의료 디지털 도서관, 3D PACS, 3D 의료진단기기 등의 헬스케어 정보 관리 기술이 급격히 발전되면서 이에 대한 보안 이슈가 제기되고 있다. 본 논문에서는 헬스케어 정보 관리 시스템에서 3D 의료영상 데이터의 저작권 보호, 인증, 인덱싱 및 진단 정보 은닉 등을 위한 다중 워터마킹 기법을 제안한다. 제안한 기법에서는 POCS 워터마킹 기반으로 의료진의 디지털 서명 및 정보 검색 인덱싱을 위한 강인한 워터마크를 꼭지점 정규곡률 분포에 삽입하고, 진단 정보와 인증 기준 메시지를 위한 연약한 워터마크를 꼭지점 거리 차이에 삽입한다. 이 때 강인성, 연약성 및 비가시성에 대한 각각의 볼록 집합들을 설계한 다음, 3D 의료영상 데이터들을 이들 집합으로 반복 투영함으로써 다중 워터마크를 삽입한다. 실험 결과부터 제안한 기법이 다양한 3D 기하학 및 메쉬 변형에 대한 강인성과 연약성을 모두 만족함을 확인하였다.

의료영상 재구성의 속도개선에 관한 연구 (A Study on Speed Improvement of Medical Image Reconstruction)

  • 유종현;백승화
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1998년도 하계학술대회 논문집 G
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    • pp.2489-2491
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    • 1998
  • The study of 3D image reconstruction re has developed along the progress of computer. Therfore Great deal of research on it have been done. 3D medical image reconstruction techniques are useful to figure out human's complex 3D structures from the set of 2D section. But 3D medical image reconstruction require a lot of calculation, it takes long time and expensive system. That gives a reason to the improvement of study on speed. In this paper. applying the interpolation to only the part which can appear as cube, I come up with a method that calculates the speed by reducing the a mount of calculation.

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방송 및 모바일 실감형 2D/3D 컨텐츠 변환 방법 및 플랫폼 (2D/3D conversion algorithm on broadcast and mobile environment and the platform)

  • 송혁;배진우;유지상;최병호
    • 한국정보통신설비학회:학술대회논문집
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    • 한국정보통신설비학회 2007년도 학술대회
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    • pp.386-389
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    • 2007
  • TV technology started from black and white TV. Color TV invented and users request more realistic TV technology. The next technology is 3DTV. For 3DTV, 3D display technology, 3D coding technology, digital mux/demux technology in broadcast and 3D video acquisition are needed. Moreover, Almost every contents now exist are 2D contents. It causes necessity to convert from 2D to 3D. This article describes 2D/3D conversion algorithm and H/W platform on FPGA board. Time difference makes 3D effect and convolution filter increased the effect. Distorted image and original image give 3D effect. The algorithm is shown on 3D display. The display device shows 3D effect by parallax barrier method and has FPGA board.

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아크릴로나이트릴·뷰타다이엔·스타이렌 수지와 용융적층조형 방식의 3차원 프린팅 기술로 제작된 전산화단층영상장치 팬톰에서 영상 균일성 및 X선 투과성 평가 (Evaluation of Image Uniformity and Radiolucency for Computed Tomography Phantom Made of 3-Dimensional Printing of Fused Deposition Modeling Technology by Using Acrylonitrile Butadiene Styrene Resin)

  • 성열훈
    • 대한방사선기술학회지:방사선기술과학
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    • 제39권3호
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    • pp.337-344
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    • 2016
  • 본 연구에서는 3차원(3-dimensional, 3D) 프린팅 기술로 출력된 팬톰에 대한 X선 투과성을 평가하고자 하였다. 3D 프린팅 방식은 용융적층조형(fused deposition modeling, FDM) 방식을 이용했으며 소재는 아크릴로나이트릴 뷰타다이엔 스타이렌(acrylonitrile butadiene styrene, ABS)을 사용하였다. 팬톰은 원통 모양으로 설계하였으며 전산화단층영상장비(computed tomography, CT)에서 획득한 단면영상으로 균일도를 측정하였다. X선 투과성 평가는 3D 출력된 팬톰 내부에 이온챔버를 삽입하여 실시하였다. 그 결과, 평균 균일도가 2.70 HU이었으며 기존 폴리메틸 메타크릴레이트(poly methyl methacrylate, PMMA) CT 팬톰과 3D 프린터로 출력된 팬톰에서 측정된 X선 투과성의 상관관계는 0.976로 높은 상관관계가 있는 것으로 나타났다. 향후 3D 프린팅 기술을 이용한 방사선정도관리 팬톰 제작에 기초자료로 활용할 수 있으리라 기대한다.

하지기형 교정 수술을 위한 2D-3D 영상 정합기술 (Development of 2D-3D Image Registration Techniques for Corrective Osteotomy for Lower Limbs)

  • 라인찬;봉재환;박신석
    • 한국정밀공학회지
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    • 제30권9호
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    • pp.991-999
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    • 2013
  • Lower limbs deformity is a congenital disease and can also be occurred by an acquired factor. This paper suggests a new technique for surgical planning of Corrective Osteotomy for Lower Limbs (COLL) using 2D-3D medical image registration. Converting to a 3D modeling data of lower limb based on CT (computed tomography) scan, and divide it into femur, tibia and fibula; which composing the lower limb. By rearranging the model based on the biplane 2D images of X-ray data, a 3D upright bone structure was acquired. There are two ways to array the 3D data on the 2D image: Intensity-based registration and feature-based registration. Even though registering Intensity-based method takes more time, this method will provide more precise results, and will improve the accuracy of surgical planning.

레이저 구조광 영상기반 3차원 스캐너 개발 (Development of 3D Scanner Based on Laser Structured-light Image)

  • 고영준;이수영;이준오
    • 제어로봇시스템학회논문지
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    • 제22권3호
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    • pp.186-191
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    • 2016
  • This paper addresses the development of 3D data acquisition system (3D scanner) based laser structured-light image. The 3D scanner consists of a stripe laser generator, a conventional camera, and a rotation table. The stripe laser onto an object has distortion according to 3D shape of an object. By analyzing the distortion of the laser stripe in a camera image, the scanner obtains a group of 3D point data of the object. A simple semiconductor stripe laser diode is adopted instead of an expensive LCD projector for complex structured-light pattern. The camera has an optical filter to remove illumination noise and improve the performance of the distance measurement. Experimental results show the 3D data acquisition performance of the scanner with less than 0.2mm measurement error in 2 minutes. It is possible to reconstruct a 3D shape of an object and to reproduce the object by a commercially available 3D printer.

Convergence Control of Moving Object using Opto-Digital Algorithm in the 3D Robot Vision System

  • Ko, Jung-Hwan;Kim, Eun-Soo
    • Journal of Information Display
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    • 제3권2호
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    • pp.19-25
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    • 2002
  • In this paper, a new target extraction algorithm is proposed, in which the coordinates of target are obtained adaptively by using the difference image information and the optical BPEJTC(binary phase extraction joint transform correlator) with which the target object can be segmented from the input image and background noises are removed in the stereo vision system. First, the proposed algorithm extracts the target object by removing the background noises through the difference image information of the sequential left images and then controlls the pan/tilt and convergence angle of the stereo camera by using the coordinates of the target position obtained from the optical BPEJTC between the extracted target image and the input image. From some experimental results, it is found that the proposed algorithm can extract the target object from the input image with background noises and then, effectively track the target object in real time. Finally, a possibility of implementation of the adaptive stereo object tracking system by using the proposed algorithm is also suggested.