• Title/Summary/Keyword: Partial image

Search Result 552, Processing Time 0.03 seconds

A Robust Method for Partially Occluded Face Recognition

  • Xu, Wenkai;Lee, Suk-Hwan;Lee, Eung-Joo
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • v.9 no.7
    • /
    • pp.2667-2682
    • /
    • 2015
  • Due to the wide application of face recognition (FR) in information security, surveillance, access control and others, it has received significantly increased attention from both the academic and industrial communities during the past several decades. However, partial face occlusion is one of the most challenging problems in face recognition issue. In this paper, a novel method based on linear regression-based classification (LRC) algorithm is proposed to address this problem. After all images are downsampled and divided into several blocks, we exploit the evaluator of each block to determine the clear blocks of the test face image by using linear regression technique. Then, the remained uncontaminated blocks are utilized to partial occluded face recognition issue. Furthermore, an improved Distance-based Evidence Fusion approach is proposed to decide in favor of the class with average value of corresponding minimum distance. Since this occlusion removing process uses a simple linear regression approach, the completely computational cost approximately equals to LRC and much lower than sparse representation-based classification (SRC) and extended-SRC (eSRC). Based on the experimental results on both AR face database and extended Yale B face database, it demonstrates the effectiveness of the proposed method on issue of partial occluded face recognition and the performance is satisfactory. Through the comparison with the conventional methods (eigenface+NN, fisherfaces+NN) and the state-of-the-art methods (LRC, SRC and eSRC), the proposed method shows better performance and robustness.

Gesture Recognition using Global and Partial Feature Information (전역 및 부분 특징 정보를 이용한 제스처 인식)

  • Lee, Yong-Jae;Lee, Chil-Woo
    • Journal of KIISE:Software and Applications
    • /
    • v.32 no.8
    • /
    • pp.759-768
    • /
    • 2005
  • This paper describes an algorithm that can recognize gestures constructing subspace gesture symbols with hybrid feature information. The previous popular methods based on geometric feature and appearance have resulted in ambiguous output in case of recognizing between similar gesture because they use just the Position information of the hands, feet or bodily shape features. However, our proposed method can classify not only recognition of motion but also similar gestures by the partial feature information presenting which parts of body move and the global feature information including 2-dimensional bodily motion. And this method which is a simple and robust recognition algorithm can be applied in various application such surveillance system and intelligent interface systems.

Fast PDE Algorithm Using Block Matching Error Prediction (블록 정합오차 예측을 이용한 고속 PDE 알고리즘)

  • Sin, Se-Ill;Oh, Jeong-Su
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.32 no.4C
    • /
    • pp.396-400
    • /
    • 2007
  • This paper proposes the fast partial difference elimination (PDE) algorithm. When the conventional PDE cannot skip the rest of matching procedure in a candidate block using a partial matching error, the proposed algorithm estimates to skip it again using the block matching error predicted from the computed partial matching error. The proposed algorithm can eliminate impossible candidate blocks earlier than the conventional PDE since the predicted block matching error is always bigger than the partial matching error. The simulation results show that the proposed algorithm can significantly reduce the computations while keeping image quality as good as the conventional PDE.

A Fast Full-Search Motion Estimation Algorithm using Adaptive Matching Scans based on Image Complexity (영상 복잡도와 다양한 매칭 스캔을 이용한 고속 전영역 움직임 예측 알고리즘)

  • Kim Jong-Nam
    • Journal of KIISE:Software and Applications
    • /
    • v.32 no.10
    • /
    • pp.949-955
    • /
    • 2005
  • In this Paper, we propose fast block matching algorithm by dividing complex areas based on complexity order of reference block and square sub-block to reduce an amount of computation of full starch(FS) algorithm for fast motion estimation, while keeping the same prediction quality compared with the full search algorithm. By using the fact that matching error is proportional to the gradient of reference block, we reduced unnecessary computations with square sub-block adaptive matching scan based image complexity instead of conventional sequential matching scan and row/column based matching scan. Our algorithm reduces about $30\%$ of computations for block matching error compared with the conventional partial distortion elimination(PDE) algorithm without any prediction quality, and our algorithm will be useful in real-time video coding applications using MPEG-4 AVC or MPEG-2.

Comparison of Match Candidate Pair Constitution Methods for UAV Images Without Orientation Parameters (표정요소 없는 다중 UAV영상의 대응점 추출 후보군 구성방법 비교)

  • Jung, Jongwon;Kim, Taejung;Kim, Jaein;Rhee, Sooahm
    • Korean Journal of Remote Sensing
    • /
    • v.32 no.6
    • /
    • pp.647-656
    • /
    • 2016
  • Growth of UAV technology leads to expansion of UAV image applications. Many UAV image-based applications use a method called incremental bundle adjustment. However, incremental bundle adjustment produces large computation overhead because it attempts feature matching from all image pairs. For efficient feature matching process we have to confine matching only for overlapping pairs using exterior orientation parameters. When exterior orientation parameters are not available, we cannot determine overlapping pairs. We need another methods for feature matching candidate constitution. In this paper we compare matching candidate constitution methods without exterior orientation parameters, including partial feature matching, Bag-of-keypoints, image intensity method. We use the overlapping pair determination method based on exterior orientation parameter as reference. Experiment results showed the partial feature matching method in the one with best efficiency.

Recognition of Occluded Face (가려진 얼굴의 인식)

  • Kang, Hyunchul
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.23 no.6
    • /
    • pp.682-689
    • /
    • 2019
  • In part-based image representation, the partial shapes of an object are represented as basis vectors, and an image is decomposed as a linear combination of basis vectors where the coefficients of those basis vectors represent the partial (or local) feature of an object. In this paper, a face recognition for occluded faces is proposed in which face images are represented using non-negative matrix factorization(NMF), one of part-based representation techniques, and recognized using an artificial neural network technique. Standard NMF, projected gradient NMF and orthogonal NMF were used in part-based representation of face images, and their performances were compared. Learning vector quantizer were used in the recognizer where Euclidean distance was used as the distance measure. Experimental results show that proposed recognition is more robust than the conventional face recognition for the occluded faces.

The Optimization of Reconstruction Method Reducing Partial Volume Effect in PET/CT 3D Image Acquisition (PET/CT 3차원 영상 획득에서 부분용적효과 감소를 위한 재구성법의 최적화)

  • Hong, Gun-Chul;Park, Sun-Myung;Kwak, In-Suk;Lee, Hyuk;Choi, Choon-Ki;Seok, Jae-Dong
    • The Korean Journal of Nuclear Medicine Technology
    • /
    • v.14 no.1
    • /
    • pp.13-17
    • /
    • 2010
  • Purpose: Partial volume effect (PVE) is the phenomenon to lower the accuracy of image due to low estimate, which is to occur from PET/CT 3D image acquisition. The more resolution is declined and the lesion is small, the more it causes a big error. So that it can influence the test result. Studied the optimum image reconstruction method by using variation of parameter, which can influence the PVE. Materials and Methods: It acquires the image in each size spheres which is injected $^{18}F$-FDG to hot site and background in the ratio 4:1 for 10 minutes by using NEMA 2001 IEC phantom in GE Discovey STE 16. The iterative reconstruction is used and gives variety to iteration 2-50 times, subset number 1-56. The analysis's fixed region of interest in detail part of image and compute % difference and signal to noise ratio (SNR) using $SUV_{max}$. Results: It's measured that $SUV_{max}$ of 10 mm spheres, which is changed subset number to 2, 5, 8, 20, 56 in fixed iteration to times, SNR is indicated 0.19, 0.30, 0.40, 0.48, 0.45. As well as each sphere's of total SNR is measured 2.73, 3.38, 3.64, 3.63, 3.38. Conclusion: In iteration 6th to 20th, it indicates similar value in % difference and SNR ($3.47{\pm}0.09$). Over 20th, it increases the phenomenon, which is placed low value on $SUV_{max}$ through the influence of noise. In addition, the identical iteration, it indicates that SNR is high value in 8th to 20th in variation of subset number. Therefore, to reduce partial volume effect of small lesion, it can be declined the partial volume effect in iteration 6 times, subset number 8~20 times, considering reconstruction time.

  • PDF

Design of Searchable Image Encryption System of Streaming Media based on Cloud Computing (클라우드 컴퓨팅 기반 스트리밍 미디어의 검색 가능 이미지 암호 시스템의 설계)

  • Cha, Byung-Rae;Kim, Dae-Kyu;Kim, Nam-Ho;Choi, Se-Ill;Kim, Jong-Won
    • The Journal of the Korea institute of electronic communication sciences
    • /
    • v.7 no.4
    • /
    • pp.811-819
    • /
    • 2012
  • In this paper, we design searchable image encryption system to provide the privacy and authentication on streaming media based on cloud computing. The searchable encryption system is the matrix of searchable image encryption system by extending the streaming search from text search, the search of the streaming service is available, and supports personal privacy and authentication using encryption/decryption and CBIR technique. In simple simulation of post-cut and image keyword creation, we can verify the possibilities of the searchable image encryption system based on streaming service.

Mediating Effects of Nursing Professionalism between Image of Nurses and Satisfaction with Nursing as a Major among Nursing Students (간호대학생의 간호사 이미지와 전공만족도의 관계에서 간호전문직관의 매개효과)

  • Choi, Hyun-Ju
    • The Korean Journal of Health Service Management
    • /
    • v.10 no.4
    • /
    • pp.225-237
    • /
    • 2016
  • Objectives : The purpose of this study was to identify mediating effects of nursing professionalism on the relationship between image of nurses and satisfaction with nursing as a major among nursing students. Methods : A self report questionnaire survey was completed by 429 nursing students in 1 university in K city. Data were collected between April 25 and May 06, 2016 and analyzed using the SPSS 21.0 program. Results : The nursing students recognized that image of nurses had a positive (+) effect on nursing professionalism and satisfaction with nursing as a major, and nursing professionalism had a positive (+) effect on satisfaction with nursing as a major. Further, nursing professionalism had significant partial mediating effect on the relationship between image of nurses and satisfaction with nursing as a major. Conclusions : These results indicate that nursing professionalism has a positive mediating role on the relationship between image of nurses and satisfaction with nursing as a major among nursing students. Therefore, in order to promote satisfaction with nursing as a major in nursing students, it is necessary to develop and implement educational programs that can form a desirable image of nurses and nursing professionalism.

Mediating effect of trust in relationships between perceived quality of the medical service and hospital image and revisit intent (지각된 의료서비스 품질과 병원이미지 및 재방문의도 관계에서 신뢰의 조절효과)

  • Choi, Chul-Jae;Cho, Hyoung-Rae
    • Korea Journal of Hospital Management
    • /
    • v.20 no.2
    • /
    • pp.57-71
    • /
    • 2015
  • In this research, by confirming the path relation between the patient's perceived quality of the medical service and their revisit intent, and by investigating the adjustment effect of the customer's trust of the hospital between the quality of the medical service and the image of the hospital and the revisit intent, this research has the objective of presenting basic data and documentation for the establishment of both a positive hospital image to medical care customers and also a differentiated medical service marketing strategy. The deduced results of the research are as follows. First, the quality of medical service was shown to have a significant influence on the image of the hospital, and second, the quality of medical service was shown to have a significant influence on the revisit intent, but only on certain dimensions. Third, it could be confirmed that there was a partial adjustment effect on the customer's trust of the hospital from the relationship between the revisit intent and the image of the hospital and its quality of the medical service. Finally, it was confirmed that the image of a hospital had a very significant influence on the revisit intent.