• 제목/요약/키워드: retinal image

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망막 세포 특성에 의한 영상인식에 관한 연구 (A Study on Image Recognition based on the Characteristics of Retinal Cells)

  • 조재현;김도현;김광백
    • 한국정보통신학회논문지
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    • 제11권11호
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    • pp.2143-2149
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    • 2007
  • 최근 시각 장애인을 위한 인공망막 모델 구현에 관한 연구 중 시피질 자극기 기술은 시각 자극 전달의 중간 단계를 생략하고 직접 뇌세포를 자극하는 것이다. 본 논문에서는 망막에서 시각 피질로 시각정보를 전달할 때 발생하는 시각 피질의 특성, 즉 방향성에 대한 반응 특성을 특징 데이터로 구성하여 인식함으로써 인간 시각 정보 처리와 유사한 영상 추출 및 인식 모델을 제안한다. 제안된 방법은 영상의 특징을 추출 한 후 Delta-bar-delta 기반 오류 역전파 알고리즘을 적용하여 영상의 특징들을 인식한다. 제시된 방법의 성능을 분석하기 위하여 다양한 숫자 패턴들을 대상으로 실험한 결과, 제안된 망막 세포로부터 전달된 정보를 방향성에 대한 민감성을 고려하여 영상의 특성을 추출하여 인식하는 모델이 기존의 영상 추출 및 인식 모델보다 인식률에 있어서는 별 차이가 없지만 다양한 실험에서 확인할 수 있듯이 인간 시각과 같이 인식 성능이 민감하지 않는 것을 알 수 있었다.

형광 안저화상에 관한 특수 영역의 유출 및 모양 (Extraction and Shape Description of Feature Region on Ocular Fundus Fluorescein Angiogram)

  • 고창림;하영호;김수중
    • 대한의용생체공학회:의공학회지
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    • 제8권1호
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    • pp.81-86
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    • 1987
  • An image feature extraction method for the low contrast fluoresceln angiogram in dlabetes was studied. To obtain effective image segmentation, an adaptive local difference image is generated and relaxation process are applied to this difference Image. By the use of distance transformed data with segmented image, shape and location of feature regions were obtained. It was shown that the location and shape descriptions of Impaired blood vessel networks and retinal regions are can he utilized for the diagnosis of diabetes and other disease.

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Measurement of Leukocyte Motions in a Microvessel Using Spatiotemporal Image Analysis

  • Kim, Jin-Woo
    • Journal of information and communication convergence engineering
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    • 제6권3호
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    • pp.315-319
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    • 2008
  • This paper describes a method for recognizing and measuring the motion of each individual leukocyte in microvessel from a sequence of images. A spatiotemporal image is generated whose spatial axes are parallel and vertical to vessel region contours. In order to enhance and extract only leukocyte traces with a turned velocity range even under noisy background, we use a combination of a filtering process using Gabor filters with sharp orientation selectivity and a subsequent 3D spatiotemporal grouping process. The proposed method is shown to be effective by experiments using image sequences of two kinds of microcirculation, rat mesentery microvessels and human retinal capillaries.

비트 플레인을 이용한 자동 당뇨망막병증 진단 (Automated Diabetic Retinopathy Diagnosis using Bit-Plane)

  • 전영미;정석찬
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2021년도 추계학술대회
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    • pp.124-126
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    • 2021
  • 본 연구에서는 당뇨망막병증 의증 진단을 위해 영상처리 알고리즘을 이용하여 안저영상을 분석하고, 비트 플레인(Bit Plane) 기법을 활용한 당뇨망막병증 질환의 특징인 경성삼출물 및 망막 출혈 등의 특정 부위를 추출한다. 분석된 안저영상을 기반으로 당뇨망막병증의 특징을 수치화하고 자동으로 진단이 가능한 시스템을 제안한다.

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Analysis of Corneal Higher-order Aberrations after Myopic Refractive Surgery

  • Kim, Jeong-mee
    • Current Optics and Photonics
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    • 제3권1호
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    • pp.72-77
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    • 2019
  • This study was performed to analyze the optical aberrations of the cornea induced by myopic refractive surgery. Corneal total higher-order aberrations, spherical aberration and coma for 4-mm and 6-mm pupils were measured using a wave-front analyzer. The amount of aberrations of the oblate corneal optics by the achieved correction was found to be larger than for the prolate corneal shape with complete eye, in an emmetropia control group. The change in corneal shape acts as an optical factor that degrades the quality of the retinal image; it seems to be one of the important factors related to quality of vision.

병렬처리 그래픽 기술 기반의 Spectral Domain-Optical Coherence Tomography를 이용한 3차원 광 대역 망막 촬영 (High-Speed SD-OCT for Ultra Wide-field Human Retinal Three Dimensions Imaging using GPU)

  • 박기범;조남현;;김지현
    • 대한의용생체공학회:의공학회지
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    • 제34권3호
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    • pp.135-140
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    • 2013
  • We have developed an ultra wide-field of view Optical Coherence Tomography(OCT) which has capability to 2D and 3D views of cross-sectional structure of in vivo human retina. Conventional OCT has a limitation in visualizing the entire retina due to a reduced field of view. We designed an optical setup to significantly improve the lateral scanning range to be more than 20 mm. The entire human retinal structure in 2D and 3D was reported in this paper with the developed OCT system. Also, we empirically searched an optimized image size for real time visualization by analyzing variation of the frame rate with different lateral scan points. The size was concluded to be $1024{\times}2000{\times}300$ pixels which took 9 seconds for visualization.

Information Processing in Primate Retinal Ganglion

  • Je, Sung-Kwan;Cho, Jae-Hyun;Kim, Gwang-Baek
    • Journal of information and communication convergence engineering
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    • 제2권2호
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    • pp.132-137
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    • 2004
  • Most of the current computer vision theories are based on hypotheses that are difficult to apply to the real world, and they simply imitate a coarse form of the human visual system. As a result, they have not been showing satisfying results. In the human visual system, there is a mechanism that processes information due to memory degradation with time and limited storage space. Starting from research on the human visual system, this study analyzes a mechanism that processes input information when information is transferred from the retina to ganglion cells. In this study, a model for the characteristics of ganglion cells in the retina is proposed after considering the structure of the retina and the efficiency of storage space. The MNIST database of handwritten letters is used as data for this research, and ART2 and SOM as recognizers. The results of this study show that the proposed recognition model is not much different from the general recognition model in terms of recognition rate, but the efficiency of storage space can be improved by constructing a mechanism that processes input information.

딥러닝 기법을 이용한 망막 혈관 분할 (Retinal Blood Vessel Segmentation using Deep Learning)

  • 김범상;이익현
    • 한국정보기술학회논문지
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    • 제17권5호
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    • pp.77-82
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    • 2019
  • 당뇨망막증은 망막의 말초혈관에 순환장애가 일어나 발생하는 당뇨병의 합병증으로, 이를 진단하기 위하여 미세혈관류를 분할하였다. 기존 필터와 특징을 사용한 혈관분할은 두꺼운 혈관은 비교적 잘 분할을 하나, 미세한 혈관에 대해서는 정확도가 떨어진다는 단점이 있다. 그리하여 전처리로 노이즈 제거를 위한 필터, 영상 대비를 위한 히스토그램 평활화를 사용하였으며, 픽셀 단위 분할을 위해 딥러닝 기법을 이용하였다. 기존 방법의 정확도는 90% ~ 94%이며, 제안한 방법의 정확도는 95%이다. 결과 영상에서 시신경 유두 및 삼출몰 주변에서 분할 오류가 나타나는 문제점이 있으나, 이는 네트워크 깊이가 얕음에 의한 오류로 향후 네트워크 변경을 통해 정확도를 개선할 수 있다.

E.O.G.를 이용한 Corrective Saccadic 안구운동 특성 (Characteristics of Corrective Saccadic Eye Movement with E.O.G.)

  • 김윤수;박상희
    • 대한의용생체공학회:의공학회지
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    • 제2권1호
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    • pp.21-30
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    • 1981
  • In this study, measuring eye movements with E.O.G. to targets beyond 20$^{\circ}$ from fixation point, results are as follows. (1) When the eyes turn toward targets of more than 20$^{\circ}$ eccentricity, the first saccadic eye movement falls short of the target. The presence of image of the target off the fovea(visual error signal) subsequent to such an undershoot elicits, after short interval, corrective saccadic eye movements(usually one) which place the image of the target on the fovea. (2) There are different programming modes at retina for eye movement to targets within and beyond 20$^{\circ}$ from the fixation point. (3) Saccadic system, preparing the direction and amplitude of eye movement completes the corrective saccadic eye movements. (4) Distribution of latency and intersaccadic interval(I.S.I.)are frequently multi modal, with a seperation between modes of 25[msec]. (5) There are two types of saccadic eye movements for the double-step targets. This fact suggests that the visual information is sampled stochastically. (6) The new model of saccadic system including the dissociation of visual functions dependent on retinal eccentricity is required.

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Complex Conjugate Resolved Retinal Imaging by One-micrometer Spectral Domain Optical Coherence Tomography Using an Electro-optical Phase Modulator

  • Fabritius, Tapio E.J.;Makita, Shuichi;Yamanari, Masahiro;Myllyla, Risto A.;Yasuno, Yoshiaki
    • Journal of the Optical Society of Korea
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    • 제15권2호
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    • pp.111-117
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    • 2011
  • Full-range spectral domain optical coherence tomography (SD-OCT) with a 1-${\mu}m$ band light source is shown here. The phase of the reference beam is continuously stepped while the probing beam scans the sample laterally (B-scan). The two dimensional spectral interferogram obtained is processed by a Fourier transform method to obtain a complex spectrum leading to a full-range OCT image. A detailed mathematical explanation of the complex conjugate resolving method utilized is provided. The system's measurement speed was 7.96 kHz, the measured axial resolution was $9.6{\mu}m$ in air and the maximum sensitivity 99.4 dB. To demonstrate the effect of mirror image elimination, In vivo human eye pathology was measured.