(JBE Vol. 23, No. 5, September 2018) (Special Paper) 23 5, (JBE Vol. 23, No. 5, September 2018) ISSN

Save this PDF as:
 WORD  PNG  TXT  JPG

Size: px
Start display at page:

Download "(JBE Vol. 23, No. 5, September 2018) (Special Paper) 23 5, (JBE Vol. 23, No. 5, September 2018) ISSN"

Transcription

1 (JBE Vol. 23, No. 5, September 2018) (Special Paper) 23 5, (JBE Vol. 23, No. 5, September 2018) ISSN (Online) ISSN (Print) Generative Adversarial Network a), a), a) Depth Image Restoration Using Generative Adversarial Network John Junyeop Nah a), Chang Hun Sim a), and In Kyu Park a) generative adversarial network (GAN). 3D morphable model convolutional neural network (3DMM CNN) largescale CelebFaces Attribute (CelebA) FaceWarehouse deep convolutional GAN (DCGAN) (generator) Wasserstein distance (discriminator).. Abstract This paper proposes a method of restoring corrupted depth image captured by depth camera through unsupervised learning using generative adversarial network (GAN). The proposed method generates restored face depth images using 3D morphable model convolutional neural network (3DMM CNN) with large-scale CelebFaces Attribute (CelebA) and FaceWarehouse dataset for training deep convolutional generative adversarial network (DCGAN). The generator and discriminator equip with Wasserstein distance for loss function by utilizing minimax game. Then the DCGAN restore the loss of captured facial depth images by performing another learning procedure using trained generator and new loss function. Keyword : Deep learning, generative adversarial network, depth image, depth camera, restoration a) (Inha University, Department of Information and Communication Engineering) Corresponding Author : (In Kyu Park) Tel: ORCID: IPIU ( ) (NRF-2016R1A2B ). This work was supported by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIP) (No. NRF-2016R1A2B ). Manuscript received May 8, 2018; Revised July 13, 2018; Accepted July 16, Copyright 2016 Korean Institute of Broadcast and Media Engineers. All rights reserved. This is an Open-Access article distributed under the terms of the Creative Commons BY-NC-ND ( which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited and not altered.

2 2 : Generative Adversarial Network (John Junyeop Nah et al.: Depth Image Restoration Using Generative Adversarial Network). Time-of-flight (ToF).,.. [1][2]. RGB (inpainting) [3].. DCGAN [4] RGB [5]. DCGAN Jensen-Shannon divergence.. DCGAN [4]. DCGAN Jensen-Shannon divergence (weak) Wasserstein distance [6]. DCGAN GAN [7] convolutional neural network (CNN) [4]. DCGAN 3DMM CNN [8] CelebA FaceWarehouse [9] 23, RGB DCGAN Wasserstein distance, DCGAN, DMM CNN CNN [8] (principal component analysis, PCA) 3 Basel face model (BFM) [10] 3D. CelebA 15,000 3D FaceWarehouse [9] 8, ,500 3D 1 (-1, 1).

3 (JBE Vol. 23, No. 5, September 2018) (a) (b) 1.. (a) 3DMM CNN CelebA, (b) FaceWarehouse Fig. 1. Depth image used in minimax game. (a) Extracted depth image by using 3DMM CNN and CelebA dataset, (b) Depth image from FaceWarehouse dataset 2. 20cm 150 cm Intel Real- Sense SR300 [11] Fig. 2. Facial depth image captured by depth camera. DCGAN , 23,500., [7]. DCGAN Jensen-Shannon divergence (1) Wasserstein distance [6] 4 (b). 3. Fig. 3. Training procedure using minimax game

4 2 : Generative Adversarial Network (John Junyeop Nah et al.: Depth Image Restoration Using Generative Adversarial Network) (a) (b) 4.. (a) DCGAN, (b) Wasserstein distance DCGAN (: , : 10,000) Fig. 4. Comparison of generated facial depth image after performing minimax game using two different loss functions. (a) Original DCGAN, (b) DCGAN with Wasserstein distance (Learning rate: , iteration count: 10,000) P P P, P (joint probability distribution). (lower bound). Wasserstein distance (metric) [6] [5]. [3]. L L log (2)., -1 1,. (3) GAN [7].. (2) (3). L L L (4) 5. Fig. 5. Depth image restoration using trained generator

5 (JBE Vol. 23, No. 5, September 2018) (5). L (6).. TensorFlow NVIDIA GeForce GTX 1080 Ti GPU 5 DCGAN (hyper parameter) (b) 25, Table 1. Hyper parameters used in minimax game and restoration Hyper Parameters Values Iteration Number 25,000 Batch Size 64 Regularization Weight ( ) 0.1 Learning Rate Optimization Function , , , , Adam optimizer 7.,, Fig. 7. Eye, nose, mouth region of obtained facial depth image (a) (b) (c) (d) (e) 6.. (a) , (b) , (c) , (d) , (e) Fig. 6. Generated facial depth image by trained generator using five different learning rates. (a) , (b) , (c) , (d) , (e)

6 나준엽 외 2인: Generative Adversarial Network를 이용한 손실된 깊이 영상 복원 (John Junyeop Nah et al.: Depth Image Restoration Using Generative Adversarial Network) 켜 합성 실험 영상을 얻기 위해 눈, 코, 입에 이진 마스크를 어떻게 적용했는 지를 나타낸다. 각 부위는 얼굴 영역의 맨 윗부분을 기준으로 눈은 30% ~ 45% (빨간 부분), 코는 35% ~ 55% (초록 부분), 입은 57% ~ 75% (파란 부분)으로 지정하였으며 각 부위에 대해 이진 마스크의 619 높이를 고정시 너비를 변화시켜가며 손실된 깊이 영상을 생성하였다. 그림 8은 위 그림 7에서 설명한 눈, 코, 입 부분에 각각 이진 마스크를 여러 비율에 따라 적용시켜 합성 실험 영상 키고 (a) (b) (c) (d) (e) (f) (g) (h) (i) (j) 그림 8. 실제 깊이 영상에 각 부위 별 여러 비율의 이진 마스크를 적용하여 영상을 손상시킨 후 다시 복원한 결과. (a) 원본 깊이 영상, (b), (c), (d) 눈 부위에 각각 너비의 40%, 50%, 60%를 이진 마스크 삭제한 뒤 복원한 결과, (e), (f), (g) 코 부위에 각각 너비의 20%, 30%, 40%를 이진 마스크로 삭제한 뒤 복원한 결과, (h), (i), (j) 입 부위에 각각 너비의 20%, 30%, 40%를 이진 마스크로 삭제한 뒤 복원한 결과 (미니맥스 게임에 사용된 학습률: , 복원 과정에 사용된 학습률: ) Fig. 8. Results of depth image restoration after corrupting the original depth image with binary masks with different area. (a) Original depth image, (b), (c), (d) Restoration result after corrupting 40%, 50%, and 60% of eyes part width, (e), (f), (g) Restoration result after corrupting 20%, 30%, and 40% on nose part width, (h), (i), (j) Restoration result after corrupting 20%, 30%, and 40% on mouth part width (Learning rate used in minimax game: , learning rate used in restoration: )

7 (JBE Vol. 23, No. 5, September 2018). 40%, 50%, 60%, 20%, 30%, 40% , , 8 PSNR 2. PSNR PSNR cm 40cm 0.. DCGAN Wasserstein distance.. (References) [1] K. Xu, J. Zhou, and Z. Wang, "A method of hole-filling for the depth map generated by Kinect with moving objects detection," Proceeding of IEEE international Symposium on Broadband Multimedia Systems and Broadcasting, pp. 1-5, June Table 2. Comparison of restoration results and original depth images for each part Eyes Nose Mouth Image Corruption Ratio (%) PSNR (db) (a) (b) (c) 9.. (a) RGB, (b), (c) Fig. 9. Restoration result of real corrupted facial depth image. (a) RGB image, (b) Obtained corrupted facial depth image, (c) Restoration result on loss part

8 나준엽 외 2인: Generative Adversarial Network를 이용한 손실된 깊이 영상 복원 (John Junyeop Nah et al.: Depth Image Restoration Using Generative Adversarial Network) [2] [3] [4] [5] [6] L. Feng, L.-M. Po, X. Xu, K.-H. Ng, C.-H. Cheung, and K.-w. Cheung, An adaptive background biased depth map hole-filling method for Kinect, Proceeding of IEEE Industrial Electronics Society, pp , November S. Ikehata, J. Cho, and K. Aizawa, "Depth map inpainting and super-resolution based on internal statistics of geometry and appearance," Proceeding of IEEE International Conference on Image Processing, pp , September A. Radford, L. Metz, and S. Chintala, Unsupervised representation learning with deep convolutional generative adversarial networks, Proceeding of International Conference on Learning Representations, May R. A. Yeh, C. Chen, T. Yian Lim, A. G. Schwing, M. HasegawaJohnson, and M. N. Do, Semantic image inpainting with deep generative models, Proceeding of IEEE Conference on Computer Vision and Pattern Recognition, July M. Arjovsky, S.Chintala, and L. Bottou, Wasserstein GAN, Proceeding of International Conference on Machine Learning, vol. 70, pp , August 나준엽 [7] I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D.Warde-Farley, S. Ozair, A. Courville, and Y. Bengio, Generative adversarial networks, Proceeding of Advances in Neural Information Processing Systems, December [8] A. T. Tran, T. Hassner, I. Masi, and G. Medioni, Regressing robust and discriminative 3D morphable models with a very deep neural net-work, Proceeding of IEEE Conference on Computer Vision and Pattern Recognition, July [9] C. Cao, Y. Weng, S. Zhou, Y. Tong, and K.Zhou, FaceWarehouse: a 3D facial expression database for visual computing, IEEE Transaction on Visualization and Computer Graphics, vol. 20, no. 3, pp , March [10] P. Paysan, R. Knothe, B. Amberg, S. Romdhani, and T. Vetter, A 3D face model for pose and illumination invariant face recognition, Proceeding of IEEE International Conference on Advanced Video and Signal Based Surveillance, October [11] Intel RealSense Camera SR300, de-fault/files/managed/ 0c/ec/realsense-sr30 0-pro duct- datasheet-rev-1-0.pdf (accessed August 13, 2018). 저자소개 년 월 인하대학교 정보통신공학과 학사 년 월 현재 인하대학교 정보통신공학과 석사과정 주관심분야 컴퓨터비전 : ~ : - ORCID : :, deep learning, GPGPU 심창훈 년 월 인하대학교 정보통신공학과 학사 주관심분야 컴퓨터비전 : - ORCID : :, deep learning, GPGPU 박인규 - 년 2월 : 서울대학교 제어계측공학과 학사 년 2월 : 서울대학교 제어계측공학과 석사 년 8월 : 서울대학교 전기컴퓨터공학부 박사 년 9월 ~ 2004년 3월 : 삼성종합기술원 멀티미디어랩 전문연구원 년 1월 ~ 2008년 2월 : Mitsubishi Electric Research Laboratories (MERL) 방문연구원 년 9월 ~ 2015년 8월 : MIT Media Lab 방문부교수 년 7월 ~ 2019년 2월 : University of California San Diego (UCSD) 방문연구원 년 3월 ~ 현재 : 인하대학교 정보통신공학과 교수 : 주관심분야 : 컴퓨터 그래픽스 및 비젼 (영상기반 3차원 형상 복원, 증강현실, computational photography), GPGPU ORCID 621

09권오설_ok.hwp

09권오설_ok.hwp (JBE Vol. 19, No. 5, September 2014) (Regular Paper) 19 5, 2014 9 (JBE Vol. 19, No. 5, September 2014) http://dx.doi.org/10.5909/jbe.2014.19.5.656 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a) Reduction

More information

(JBE Vol. 22, No. 2, March 2017) (Regular Paper) 22 2, (JBE Vol. 22, No. 2, March 2017) ISSN

(JBE Vol. 22, No. 2, March 2017) (Regular Paper) 22 2, (JBE Vol. 22, No. 2, March 2017)   ISSN (JBE Vol. 22, No. 2, March 2017) (Regular Paper) 22 2, 2017 3 (JBE Vol. 22, No. 2, March 2017) https://doi.org/10.5909/jbe.2017.22.2.234 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a), a) Real-time

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. vol. 29, no. 10, Oct ,,. 0.5 %.., cm mm FR4 (ε r =4.4)

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. vol. 29, no. 10, Oct ,,. 0.5 %.., cm mm FR4 (ε r =4.4) THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2018 Oct.; 29(10), 799 804. http://dx.doi.org/10.5515/kjkiees.2018.29.10.799 ISSN 1226-3133 (Print) ISSN 2288-226X (Online) Method

More information

2 : (JEM) QTBT (Yong-Uk Yoon et al.: A Fast Decision Method of Quadtree plus Binary Tree (QTBT) Depth in JEM) (Special Paper) 22 5, (JBE Vol. 2

2 : (JEM) QTBT (Yong-Uk Yoon et al.: A Fast Decision Method of Quadtree plus Binary Tree (QTBT) Depth in JEM) (Special Paper) 22 5, (JBE Vol. 2 (Special Paper) 22 5, 2017 9 (JBE Vol. 22, No. 5, Sepember 2017) https://doi.org/10.5909/jbe.2017.22.5.541 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) (JEM) a), a), a) A Fast Decision Method of Quadtree

More information

High Resolution Disparity Map Generation Using TOF Depth Camera In this paper, we propose a high-resolution disparity map generation method using a lo

High Resolution Disparity Map Generation Using TOF Depth Camera In this paper, we propose a high-resolution disparity map generation method using a lo High Resolution Disparity Map Generation Using TOF Depth Camera In this paper, we propose a high-resolution disparity map generation method using a low-resolution Time-Of- Flight (TOF) depth camera and

More information

2 : 3 (Myeongah Cho et al.: Three-Dimensional Rotation Angle Preprocessing and Weighted Blending for Fast Panoramic Image Method) (Special Paper) 23 2

2 : 3 (Myeongah Cho et al.: Three-Dimensional Rotation Angle Preprocessing and Weighted Blending for Fast Panoramic Image Method) (Special Paper) 23 2 (Special Paper) 232, 2018 3 (JBE Vol. 23, No. 2, March 2018) https://doi.org/10.5909/jbe.2018.23.2.235 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) 3 a), a), a) Three-Dimensional Rotation Angle Preprocessing

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Dec.; 27(12),

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Dec.; 27(12), THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2016 Dec.; 27(12), 1036 1043. http://dx.doi.org/10.5515/kjkiees.2016.27.12.1036 ISSN 1226-3133 (Print) ISSN 2288-226X (Online)

More information

(JBE Vol. 23, No. 2, March 2018) (Special Paper) 23 2, (JBE Vol. 23, No. 2, March 2018) ISSN

(JBE Vol. 23, No. 2, March 2018) (Special Paper) 23 2, (JBE Vol. 23, No. 2, March 2018)   ISSN (Special Paper) 23 2, 2018 3 (JBE Vol. 23, No. 2, March 2018) https://doi.org/10.5909/jbe.2018.23.2.246 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) CNN a), a), a) CNN-Based Hand Gesture Recognition

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. vol. 29, no. 6, Jun Rate). STAP(Space-Time Adaptive Processing)., -

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. vol. 29, no. 6, Jun Rate). STAP(Space-Time Adaptive Processing)., - THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2018 Jun.; 29(6), 457463. http://dx.doi.org/10.5515/kjkiees.2018.29.6.457 ISSN 1226-3133 (Print)ISSN 2288-226X (Online) Sigma-Delta

More information

2 : (Juhyeok Mun et al.: Visual Object Tracking by Using Multiple Random Walkers) (Special Paper) 21 6, (JBE Vol. 21, No. 6, November 2016) ht

2 : (Juhyeok Mun et al.: Visual Object Tracking by Using Multiple Random Walkers) (Special Paper) 21 6, (JBE Vol. 21, No. 6, November 2016) ht (Special Paper) 21 6, 2016 11 (JBE Vol. 21, No. 6, November 2016) http://dx.doi.org/10.5909/jbe.2016.21.6.913 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a), a) Visual Object Tracking by Using Multiple

More information

<30312DC1A4BAB8C5EBBDC5C7E0C1A4B9D7C1A4C3A52DC1A4BFB5C3B62E687770>

<30312DC1A4BAB8C5EBBDC5C7E0C1A4B9D7C1A4C3A52DC1A4BFB5C3B62E687770> Journal of the Korea Institute of Information and Communication Engineering 한국정보통신학회논문지(J. Korea Inst. Inf. Commun. Eng.) Vol. 19, No. 2 : 258~264 Feb. 2015 ID3 알고리즘 기반의 귀납적 추론을 활용한 모바일 OS의 성공과 실패에 대한

More information

07.... 01V28.

07.... 01V28. National Election Commission 9 September S M T W T F S 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23/30 24 25 26 27 28 29 11 November S M T W T F S 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16

More information

(JBE Vol. 23, No. 6, November 2018) (Special Paper) 23 6, (JBE Vol. 23, No. 6, November 2018) ISSN 2

(JBE Vol. 23, No. 6, November 2018) (Special Paper) 23 6, (JBE Vol. 23, No. 6, November 2018)   ISSN 2 (JBE Vol. 23, No. 6, November 2018) (Special Paper) 23 6, 2018 11 (JBE Vol. 23, No. 6, November 2018) https://doi.org/10.5909/jbe.2018.23.6.760 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) Generative

More information

(JBE Vol. 23, No. 6, November 2018) (Special Paper) 23 6, (JBE Vol. 23, No. 6, November 2018) ISSN 2

(JBE Vol. 23, No. 6, November 2018) (Special Paper) 23 6, (JBE Vol. 23, No. 6, November 2018)   ISSN 2 (JBE Vol. 23, No. 6, November 2018) (Special Paper) 23 6, 2018 11 (JBE Vol. 23, No. 6, November 2018) https://doi.org/10.5909/jbe.2018.23.6.790 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) ATSC 3.0 UHD

More information

(JBE Vol. 23, No. 1, January 2018). (VR),. IT (Facebook) (Oculus) VR Gear IT [1].,.,,,,..,,.. ( ) 3,,..,,. [2].,,,.,,. HMD,. HMD,,. TV.....,,,,, 3 3,,

(JBE Vol. 23, No. 1, January 2018). (VR),. IT (Facebook) (Oculus) VR Gear IT [1].,.,,,,..,,.. ( ) 3,,..,,. [2].,,,.,,. HMD,. HMD,,. TV.....,,,,, 3 3,, 1 : : (Deokwoo Lee: Recent Advances in Virtual and Augmented Reality for Broadcast Production: Focused on In-depth Interviews) (Special Paper) 23 1, 2018 1 (JBE Vol. 23, No. 1, January 2018) https://doi.org/10.5909/jbe.2018.23.1.11

More information

°í¼®ÁÖ Ãâ·Â

°í¼®ÁÖ Ãâ·Â Performance Optimization of SCTP in Wireless Internet Environments The existing works on Stream Control Transmission Protocol (SCTP) was focused on the fixed network environment. However, the number of

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Jun.; 27(6),

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Jun.; 27(6), THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2016 Jun.; 276), 504511. http://dx.doi.org/10.5515/kjkiees.2016.27.6.504 ISSN 1226-3133 Print)ISSN 2288-226X Online) Near-Field

More information

(JBE Vol. 7, No. 4, July 0)., [].,,. [4,5,6] [7,8,9]., (bilateral filter, BF) [4,5]. BF., BF,. (joint bilateral filter, JBF) [7,8]. JBF,., BF., JBF,.

(JBE Vol. 7, No. 4, July 0)., [].,,. [4,5,6] [7,8,9]., (bilateral filter, BF) [4,5]. BF., BF,. (joint bilateral filter, JBF) [7,8]. JBF,., BF., JBF,. : 565 (Special Paper) 7 4, 0 7 (JBE Vol. 7, No. 4, July 0) http://dx.doi.org/0.5909/jbe.0.7.4.565 a), b), a) Depth Map Denoising Based on the Common Distance Transform Sung-Yeol Kim a), Manbae Kim b),

More information

<4D6963726F736F667420576F7264202D20B1E2C8B9BDC3B8AEC1EE2DC0E5C7F5>

<4D6963726F736F667420576F7264202D20B1E2C8B9BDC3B8AEC1EE2DC0E5C7F5> 주간기술동향 2016. 5.18. 컴퓨터 비전과 인공지능 장혁 한국전자통신연구원 선임연구원 최근 많은 관심을 받고 있는 인공지능(Artificial Intelligence: AI)의 성과는 뇌의 작동 방식과 유사한 딥 러닝의 등장에 기인한 바가 크다. 이미 미국과 유럽 등 AI 선도국에서는 인공지능 연구에서 인간 뇌 이해의 중요성을 인식하고 관련 대형 프로젝트들을

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Feb.; 29(2), IS

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Feb.; 29(2), IS THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2018 Feb.; 29(2), 93 98. http://dx.doi.org/10.5515/kjkiees.2018.29.2.93 ISSN 1226-3133 (Print) ISSN 2288-226X (Online) UHF-HF

More information

1 : UHD (Heekwang Kim et al.: Segment Scheduling Scheme for Efficient Bandwidth Utilization of UHD Contents Streaming in Wireless Environment) (Specia

1 : UHD (Heekwang Kim et al.: Segment Scheduling Scheme for Efficient Bandwidth Utilization of UHD Contents Streaming in Wireless Environment) (Specia (Special Paper) 23 6, 2018 11 (JBE Vol. 23, No. 6, November 2018) https://doi.org/10.5909/jbe.2018.23.6.813 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) UHD a), a) Segment Scheduling Scheme for Efficient

More information

À±½Â¿í Ãâ·Â

À±½Â¿í Ãâ·Â Representation, Encoding and Intermediate View Interpolation Methods for Multi-view Video Using Layered Depth Images The multi-view video is a collection of multiple videos, capturing the same scene at

More information

µðÇÃÇ¥Áö±¤°í´Ü¸é

µðÇÃÇ¥Áö±¤°í´Ü¸é Review 2 2013 JAN.FEB. vol. 23 Display Focus 3 Review 4 2013 JAN.FEB. vol. 23 Display Focus 5 Review 6 2013 JAN.FEB. vol. 23 Display Focus 7 Review 8 2013 JAN.FEB. vol. 23 Display Focus 9 Preview 2013.1

More information

DBPIA-NURIMEDIA

DBPIA-NURIMEDIA 논문 10-35-03-03 한국통신학회논문지 '10-03 Vol. 35 No. 3 원활한 채널 변경을 지원하는 효율적인 IPTV 채널 관리 알고리즘 준회원 주 현 철*, 정회원 송 황 준* Effective IPTV Channel Control Algorithm Supporting Smooth Channel Zapping HyunChul Joo* Associate

More information

07.045~051(D04_신상욱).fm

07.045~051(D04_신상욱).fm J. of Advanced Engineering and Technology Vol. 1, No. 1 (2008) pp. 45-51 f m s p» w Á xá zá Ÿ Á w m œw Image Retrieval Based on Gray Scale Histogram Refinement and Horizontal Edge Features Sang-Uk Shin,

More information

DBPIA-NURIMEDIA

DBPIA-NURIMEDIA Journal of the Korea Institute of Information and Communication Engineering 한국정보통신학회논문지(J. Korea Inst. Inf. Commun. Eng.) Vol. 19, No. 5 : 1031~1039 May. 2015 정보보호 산업의 경제적 파급효과 및 기여도 분석 김방룡 1 홍재표 2* Economic

More information

03-16-김용일.indd

03-16-김용일.indd Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography Vol. 33, No. 2, 95-101, 2015 http://dx.doi.org/10.7848/ksgpc.2015.33.2.95 ISSN 1598-4850(Print) ISSN 2288-260X(Online)

More information

<372DBCF6C1A42E687770>

<372DBCF6C1A42E687770> 67 [논문] - 공학기술논문집 Journal of Engineering & Technology Vol.21 (October 2011) 눈 폐쇄상태 인지 및 시선 탐지 기반의 운전자 졸음 감지 시스템 여 호 섭*, 임 준 홍** Driver Drowsiness Monitoring System Based on Eye Closure State Identification

More information

<313120C0AFC0FCC0DA5FBECBB0EDB8AEC1F2C0BB5FC0CCBFEBC7D15FB1E8C0BAC5C25FBCF6C1A42E687770>

<313120C0AFC0FCC0DA5FBECBB0EDB8AEC1F2C0BB5FC0CCBFEBC7D15FB1E8C0BAC5C25FBCF6C1A42E687770> 한국지능시스템학회 논문지 2010, Vol. 20, No. 3, pp. 375-379 유전자 알고리즘을 이용한 강인한 Support vector machine 설계 Design of Robust Support Vector Machine Using Genetic Algorithm 이희성 홍성준 이병윤 김은태 * Heesung Lee, Sungjun Hong,

More information

2013........10

2013........10 06 07 04 13 14 18 22 26 28 32 36 40 44 72 86 87 88 48 80 82 90 GongGam Human Rights Law Foundation 02+03 인사글 하늘은 욕망 없는 생명을 만들지 아니하고 대지는 이름 없는 풀을 키우지 아니한다. (天不 세월과 권력과 부침에 흔들리지 않고 한국 사회에 뿌리 깊이 내린 한 그루 나무가

More information

07변성우_ok.hwp

07변성우_ok.hwp 2 : (Regular Paper) 19 5, 2014 9 (JBE Vol. 19, No. 5, September 2014) http://dx.doi.org/10.5909/jbe.2014.19.5.631 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a), b) Metadata Management System Implementation

More information

(JBE Vol. 23, No. 4, July 2018) (Special Paper) 23 4, (JBE Vol. 23, No. 4, July 2018) ISSN

(JBE Vol. 23, No. 4, July 2018) (Special Paper) 23 4, (JBE Vol. 23, No. 4, July 2018)   ISSN (JBE Vol. 23, No. 4, July 2018) (Special Paper) 23 4, 2018 7 (JBE Vol. 23, No. 4, July 2018) https://doi.org/10.5909/jbe.2018.23.4.484 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a) Uniform Motion

More information

02손예진_ok.hwp

02손예진_ok.hwp (JBE Vol. 20, No. 1, January 2015) (Special Paper) 20 1, 2015 1 (JBE Vol. 20, No. 1, January 2015) http://dx.doi.org/10.5909/jbe.2015.20.1.16 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) UHD MMT a),

More information

04 김영규.hwp

04 김영규.hwp THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 214 Nov.; 25(11), 1121 1127. http://dx.doi.org/1.5515/kjkiees.214.25.11.1121 ISSN 1226-3133 (Print) ISSN 2288-226X (Online) Planar

More information

04_이근원_21~27.hwp

04_이근원_21~27.hwp 1) KIGAS Vol. 16, No. 5, pp 21~27, 2012 (Journal of the Korean Institute of Gas) http://dx.doi.org/10.7842/kigas.2012.16.5.21 실험실의 사례 분석에 관한 연구 이근원 이정석 한국산업안전보건공단 산업안전보건연구원 (2012년 9월 5일 투고, 2012년 10월 19일

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Jul.; 27(7),

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Jul.; 27(7), THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2016 Jul.; 27(7), 625634. http://dx.doi.org/10.5515/kjkiees.2016.27.7.625 ISSN 1226-3133 (Print)ISSN 2288-226X (Online) Near-Field

More information

김기남_ATDC2016_160620_[키노트].key

김기남_ATDC2016_160620_[키노트].key metatron Enterprise Big Data SKT Metatron/Big Data Big Data Big Data... metatron Ready to Enterprise Big Data Big Data Big Data Big Data?? Data Raw. CRM SCM MES TCO Data & Store & Processing Computational

More information

1 : (Sunmin Lee et al.: Design and Implementation of Indoor Location Recognition System based on Fingerprint and Random Forest)., [1][2]. GPS(Global P

1 : (Sunmin Lee et al.: Design and Implementation of Indoor Location Recognition System based on Fingerprint and Random Forest)., [1][2]. GPS(Global P (JBE Vol. 23, No. 1, January 2018) (Regular Paper) 23 1, 2018 1 (JBE Vol. 23, No. 1, January 2018) https://doi.org/10.5909/jbe.2018.23.1.154 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a) Design

More information

04 최진규.hwp

04 최진규.hwp THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2015 Aug.; 26(8), 710717. http://dx.doi.org/10.5515/kjkiees.2015.26.8.710 ISSN 1226-3133 (Print)ISSN 2288-226X (Online) RF ESPAR

More information

3 : ATSC 3.0 (Jeongchang Kim et al.: Study on Synchronization Using Bootstrap Signals for ATSC 3.0 Systems) (Special Paper) 21 6, (JBE Vol. 21

3 : ATSC 3.0 (Jeongchang Kim et al.: Study on Synchronization Using Bootstrap Signals for ATSC 3.0 Systems) (Special Paper) 21 6, (JBE Vol. 21 3: ATSC 3.0 (Jeongchang Kim et al.: Study on Synchronization Using Bootstrap Signals for ATSC 3.0 Systems) (Special Paper) 21 6, 2016 11 (JBE Vol. 21, No. 6, November 2016) http://dx.doi.org/10.5909/jbe.2016.21.6.899

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Mar.; 30(3),

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Mar.; 30(3), THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2019 Mar.; 30(3), 223 228. http://dx.doi.org/10.5515/kjkiees.2019.30.3.223 ISSN 1226-3133 (Print) ISSN 2288-226X (Online) Analysis

More information

인문사회과학기술융합학회

인문사회과학기술융합학회 Vol.5, No.5, October (2015), pp.471-479 http://dx.doi.org/10.14257/ajmahs.2015.10.50 스마트온실을 위한 가상 외부기상측정시스템 개발 한새론 1), 이재수 2), 홍영기 3), 김국환 4), 김성기 5), 김상철 6) Development of Virtual Ambient Weather Measurement

More information

지속가능경영보고서도큐_전체

지속가능경영보고서도큐_전체 C o n t e n t s 03 06 07 10 30 38 43 55 56 60 62 70 71 Korea Foundation for Women Annual Report 2010 SLOGAN VISION 2 3 MISSION 1 MISSION 3 MISSION 2 4 5 Korea Foundation for Women Annual Report 2010 Korea

More information

08년요람001~016

08년요람001~016 Challenge to the Greatness, Beautiful Leader 2008 2009 06 07 JANUARY 01 JUNE 06 FEBRUARY MARCH 02 03 JULY AUGUST 07 08 APRIL MAY 04 05 SEPTEMBER OCTOBER 09 10 2008 schooling schedule 08 09 2008 schooling

More information

DBPIA-NURIMEDIA

DBPIA-NURIMEDIA The e-business Studies Volume 17, Number 6, December, 30, 2016:275~289 Received: 2016/12/02, Accepted: 2016/12/22 Revised: 2016/12/20, Published: 2016/12/30 [ABSTRACT] SNS is used in various fields. Although

More information

디지털포렌식학회 논문양식

디지털포렌식학회 논문양식 ISSN : 1976-5304 http://www.kdfs.or.kr Virtual Online Game(VOG) 환경에서의 디지털 증거수집 방법 연구 이 흥 복, 정 관 모, 김 선 영 * 대전지방경찰청 Evidence Collection Process According to the Way VOG Configuration Heung-Bok Lee, Kwan-Mo

More information

Ⅱ. Embedded GPU 모바일 프로세서의 발전방향은 저전력 고성능 컴퓨팅이다. 이 러한 목표를 달성하기 위해서 모바일 프로세서 기술은 멀티코 어 형태로 발전해 가고 있다. 예를 들어 NVIDIA의 최신 응용프 로세서인 Tegra3의 경우 쿼드코어 ARM Corte

Ⅱ. Embedded GPU 모바일 프로세서의 발전방향은 저전력 고성능 컴퓨팅이다. 이 러한 목표를 달성하기 위해서 모바일 프로세서 기술은 멀티코 어 형태로 발전해 가고 있다. 예를 들어 NVIDIA의 최신 응용프 로세서인 Tegra3의 경우 쿼드코어 ARM Corte 스마트폰을 위한 A/V 신호처리기술 편집위원 : 김홍국 (광주과학기술원) 스마트폰에서의 영상처리를 위한 GPU 활용 박인규, 최호열 인하대학교 요 약 본 기고에서는 최근 스마트폰에서 요구되는 다양한 멀티미 디어 어플리케이션을 embedded GPU(Graphics Processing Unit)를 이용하여 고속 병렬처리하기 위한 GPGPU (General- Purpose

More information

<30345F283439372D353034295F313135375FC0CCB5BFC8F15FB5B5B7CEC5CDB3CEC0C720B0BBB1B8BACE20B0E6B0FCBCB3B0E8B0A120C5CDB3CE20B3BBBACEC1B6B8ED2E687770>

<30345F283439372D353034295F313135375FC0CCB5BFC8F15FB5B5B7CEC5CDB3CEC0C720B0BBB1B8BACE20B0E6B0FCBCB3B0E8B0A120C5CDB3CE20B3BBBACEC1B6B8ED2E687770> J of Korean Tunn Undergr Sp Assoc 15(5)497-504(2013) eissn: 2287-4747 http://dx.doi.org/10.9711/ktaj.2013.15.5.497 pissn: 2233-8292 도로터널의 갱구부 경관설계가 터널 내부조명에 미치는 영향에 관한 연구 이미애 1 ㆍ이동희 2 * 1 아이라이트 대표이사 2

More information

<353420B1C7B9CCB6F52DC1F5B0ADC7F6BDC7C0BB20C0CCBFEBC7D120BEC6B5BFB1B3C0B0C7C1B7CEB1D7B7A52E687770>

<353420B1C7B9CCB6F52DC1F5B0ADC7F6BDC7C0BB20C0CCBFEBC7D120BEC6B5BFB1B3C0B0C7C1B7CEB1D7B7A52E687770> Journal of the Korea Academia-Industrial cooperation Society Vol. 13, No. 2 pp. 866-871, 2012 http://dx.doi.org/10.5762/kais.2012.13.2.866 증강현실을 이용한 아동교육프로그램 모델제안 권미란 1*, 김정일 2 1 나사렛대학교 아동학과, 2 한세대학교 e-비즈니스학과

More information

DBPIA-NURIMEDIA

DBPIA-NURIMEDIA 무선 센서 네트워크 환경에서 링크 품질에 기반한 라우팅에 대한 효과적인 싱크홀 공격 탐지 기법 901 무선 센서 네트워크 환경에서 링크 품질에 기반한 라우팅에 대한 효과적인 싱크홀 공격 탐지 기법 (A Effective Sinkhole Attack Detection Mechanism for LQI based Routing in WSN) 최병구 조응준 (Byung

More information

<35335FBCDBC7D1C1A42DB8E2B8AEBDBAC5CDC0C720C0FCB1E2C0FB20C6AFBCBA20BAD0BCAE2E687770>

<35335FBCDBC7D1C1A42DB8E2B8AEBDBAC5CDC0C720C0FCB1E2C0FB20C6AFBCBA20BAD0BCAE2E687770> Journal of the Korea Academia-Industrial cooperation Society Vol. 15, No. 2 pp. 1051-1058, 2014 http://dx.doi.org/10.5762/kais.2014.15.2.1051 멤리스터의 전기적 특성 분석을 위한 PSPICE 회로 해석 김부강 1, 박호종 2, 박용수 3, 송한정 1*

More information

(JBE Vol. 23, No. 6, November 2018) (Regular Paper) 23 6, (JBE Vol. 23, No. 6, November 2018) ISSN 2

(JBE Vol. 23, No. 6, November 2018) (Regular Paper) 23 6, (JBE Vol. 23, No. 6, November 2018)   ISSN 2 (Regular Paper) 23 6, 2018 11 (JBE Vol. 23, No. 6, November 2018) https://doi.org/10.5909/jbe.2018.23.6.914 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a), a), a) Mobile Augmented Reality Application

More information

(JBE Vol. 23, No. 5, September 2018) (Regular Paper) 23 5, (JBE Vol. 23, No. 5, September 2018) ISSN

(JBE Vol. 23, No. 5, September 2018) (Regular Paper) 23 5, (JBE Vol. 23, No. 5, September 2018)   ISSN (JBE Vol. 23, No. 5, September 2018) (Regular Paper) 23 5, 2018 9 (JBE Vol. 23, No. 5, September 2018) https://doi.org/10.5909/jbe.2018.23.5.642 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a) Online

More information

14.531~539(08-037).fm

14.531~539(08-037).fm G Journal of the Korea Concrete Institute Vol. 20, No. 4, pp. 531~539, August, 2008 š x y w m š gj p { sƒ z 1) * 1) w w Evaluation of Flexural Strength for Normal and High Strength Concrete with Hooked

More information

<333820B1E8C8AFBFEB2D5A6967626565B8A620C0CCBFEBC7D120BDC7BFDC20C0A7C4A1C3DFC1A42E687770>

<333820B1E8C8AFBFEB2D5A6967626565B8A620C0CCBFEBC7D120BDC7BFDC20C0A7C4A1C3DFC1A42E687770> Journal of the Korea Academia-Industrial cooperation Society Vol. 13, No. 1 pp. 306-310, 2012 http://dx.doi.org/10.5762/kais.2012.13.1.306 Zigbee를 이용한 실외 위치추정 시스템 구현 김환용 1*, 임순자 1 1 원광대학교 전자공학과 Implementation

More information

8-VSB (Vestigial Sideband Modulation)., (Carrier Phase Offset, CPO) (Timing Frequency Offset),. VSB, 8-PAM(pulse amplitude modulation,, ) DC 1.25V, [2

8-VSB (Vestigial Sideband Modulation)., (Carrier Phase Offset, CPO) (Timing Frequency Offset),. VSB, 8-PAM(pulse amplitude modulation,, ) DC 1.25V, [2 VSB a), a) An Alternative Carrier Phase Independent Symbol Timing Offset Estimation Methods for VSB Receivers Sung Soo Shin a) and Joon Tae Kim a) VSB. VSB.,,., VSB,. Abstract In this paper, we propose

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Nov.; 28(11),

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Nov.; 28(11), THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2017 Nov.; 28(11), 837 842. http://dx.doi.org/10.5515/kjkiees.2017.28.11.837 ISSN 1226-3133 (Print) ISSN 2288-226X (Online) 8PSK-TCM

More information

09김수현_ok.hwp

09김수현_ok.hwp 2 : TOF DSLR (Soohyeon Kim et al. : Hybrid Camera System with a TOF and DSLR Cameras) (Regular Paper) 19 4, 2014 7 (JBE Vol. 19, No. 4, July 2014) http://dx.doi.org/10.5909/jbe.2014.19.4.533 ISSN 2287-9137

More information

#유한표지F

#유한표지F www.yuhan.ac.kr www.yuhan.ac.kr 대 학 요 람 2008 422-749 경기도 부천시 소사구 경인로 636(괴안동 185-34) Tel : 02)2610-0600 / 032)347-0600 유 한 대 학 대학요람 2008 2008 대학요람 설립자 유일한 박사의 숭고한 정신과 철학을 실천하는 대학 눈으로 남을 볼 줄 아는 사람은 훌륭한

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Jan.; 26(1),

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Jan.; 26(1), THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2015 Jan.; 26(1), 113118. http://dx.doi.org/10.5515/kjkiees.2015.26.1.113 ISSN 1226-3133 (Print)ISSN 2288-226X (Online) A Retro-Directive

More information

???? 1

???? 1 The Korean Journal of Applied Statistics (2014) 27(1), 13 20 DOI: http://dx.doi.org/10.5351/kjas.2014.27.1.013 Maximum Tolerated Dose Estimation by Stopping Rule and SM3 Design in a Phase I Clinical Trial

More information

3 : OpenCL Embedded GPU (Seung Heon Kang et al. : Parallelization of Feature Detection and Panorama Image Generation using OpenCL and Embedded GPU). e

3 : OpenCL Embedded GPU (Seung Heon Kang et al. : Parallelization of Feature Detection and Panorama Image Generation using OpenCL and Embedded GPU). e (JBE Vol. 19, No. 3, May 2014) (Special Paper) 19 3, 2014 5 (JBE Vol. 19, No. 3, May 2014) http://dx.doi.org/10.5909/jbe.2014.19.3.316 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) OpenCL Embedded GPU

More information

¿ì¾ç-ÃÖÁ¾

¿ì¾ç-ÃÖÁ¾ Website : www.wooyang.org Email : wy-welcome@hanmail.net 우양홈페이지www.wooyang.org를 방문하셔서 더 다양한 내용에 관심 가져 주세요. 혹은 QR코드를 스캔해주세요. 2010 우양재단 사업보고서 닮고 싶은 청년 우양의 즐거운 섬김 발행일 2011년 5월 발행처 우양재단 발행인 정의승 주소 서울시 마포구

More information

(JBE Vol. 23, No. 6, November 2018) (Regular Paper) 23 6, (JBE Vol. 23, No. 6, November 2018) ISSN 2

(JBE Vol. 23, No. 6, November 2018) (Regular Paper) 23 6, (JBE Vol. 23, No. 6, November 2018)   ISSN 2 (JBE Vol. 23, No. 6, November 2018) (Regular Paper) 23 6, 2018 11 (JBE Vol. 23, No. 6, November 2018) https://doi.org/10.5909/jbe.2018.23.6.824 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) TV 8VSB a),

More information

融合先验信息到三维重建 组会报 告[2]

融合先验信息到三维重建  组会报 告[2] [1] Crandall D, Owens A, Snavely N, et al. "Discrete-continuous optimization for large-scale structure from motion." (CVPR), 2011 [2] Crandall D, Owens A, Snavely N, et al. SfM with MRFs: Discrete-Continuous

More information

03이승호_ok.hwp

03이승호_ok.hwp (JBE Vol. 19, No. 2, March 2014) (Special Paper) 19 2, 2014 3 (JBE Vol. 19, No. 2, March 2014) http://dx.doi.org/10.5909/jbe.2014.19.2.158 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) Rough Mode Decision

More information

1 : HEVC Rough Mode Decision (Ji Hun Jang et al.: Down Sampling for Fast Rough Mode Decision for a Hardware-based HEVC Intra-frame encoder) (Special P

1 : HEVC Rough Mode Decision (Ji Hun Jang et al.: Down Sampling for Fast Rough Mode Decision for a Hardware-based HEVC Intra-frame encoder) (Special P 1 : HEVC Rough Mode Decision (Ji Hun Jang et al.: Down Sampling for Fast Rough Mode Decision for a Hardware-based HEVC Intra-frame encoder) (Special Paper) 21 3, 2016 5 (JBE Vol. 21, No. 3, May 2016) http://dx.doi.org/10.5909/jbe.2016.21.3.341

More information

µðÇÃÇ¥Áö±¤°í´Ü¸é

µðÇÃÇ¥Áö±¤°í´Ü¸é 2013. JAN. FEB. VOL.23 2013. JAN. FEB. VOL.23 Review Preview Company Technical Point Focus Issue Market Trend Industrial Trend Policy Report KDIA News Tour Statistics KDIA 02 10 11 12 15 16 22 28 36 38

More information

R을 이용한 텍스트 감정분석

R을 이용한 텍스트 감정분석 R Data Analyst / ( ) / kim@mindscale.kr (kim@mindscale.kr) / ( ) ( ) Analytic Director R ( ) / / 3/45 4/45 R? 1. : / 2. : ggplot2 / Web 3. : slidify 4. : 5. Matlab / Python -> R Interactive Plots. 5/45

More information

05 목차(페이지 1,2).hwp

05 목차(페이지 1,2).hwp THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2014 Oct.; 25(10), 10771086. http://dx.doi.org/10.5515/kjkiees.2014.25.10.1077 ISSN 1226-3133 (Print)ISSN 2288-226X (Online)

More information

1. 서 론

1. 서 론 두 장의 영상을 이용한 저조도 환경에서의 실용적 계산 사진 기법과 Mosaic 에의 응용 Practical Computational Photography with A Pair of Images under Low Illumination and Its Application to Mosaic 안택현 O, 홍기상 포항공과대학교 정보통신학과 O, 포항공과대학교 전자전기공학과

More information

03 장태헌.hwp

03 장태헌.hwp THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2013 Aug.; 24(8), 772 780. http://dx.doi.org/10.5515/kjkiees.2013.24.8.772 ISSN 1226-3133 (Print) ISSN 2288-226X (Online) HEMP

More information

04김호걸(39~50)ok

04김호걸(39~50)ok Journal of Environmental Impact Assessment, Vol. 22, No. 1(2013) pp.39~50 Prediction of Landslides Occurrence Probability under Climate Change using MaxEnt Model Kim, Hogul* Lee, Dong-Kun** Mo, Yongwon*

More information

06_ÀÌÀçÈÆ¿Ü0926

06_ÀÌÀçÈÆ¿Ü0926 182 183 184 / 1) IT 2) 3) IT Video Cassette Recorder VCR Personal Video Recorder PVR VCR 4) 185 5) 6) 7) Cloud Computing 8) 186 VCR P P Torrent 9) avi wmv 10) VCR 187 VCR 11) 12) VCR 13) 14) 188 VTR %

More information

Software Requirrment Analysis를 위한 정보 검색 기술의 응용

Software Requirrment Analysis를 위한 정보 검색 기술의 응용 EPG 정보 검색을 위한 예제 기반 자연어 대화 시스템 김석환 * 이청재 정상근 이근배 포항공과대학교 컴퓨터공학과 지능소프트웨어연구실 {megaup, lcj80, hugman, gblee}@postech.ac.kr An Example-Based Natural Language System for EPG Information Access Seokhwan Kim

More information

(JBE Vol. 23, No. 5, September 2018) (Special Paper) 23 5, (JBE Vol. 23, No. 5, September 2018) ISSN

(JBE Vol. 23, No. 5, September 2018) (Special Paper) 23 5, (JBE Vol. 23, No. 5, September 2018)   ISSN (JBE Vol. 23, No. 5, September 2018) (Special Paper) 23 5, 2018 9 (JBE Vol. 23, No. 5, September 2018) https://doi.org/10.5909/jbe.2018.23.5.606 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), b) Implementation

More information

<372E20B9DAC0B1C8F12DB0E62E687770>

<372E20B9DAC0B1C8F12DB0E62E687770> 7 사회과학연구 2010; 36(2) Journal of Social Science Vol.36, No.2, 2010; 45-69 사 회 과 학 연 구 의원 웹사이트의 네트워크 분석에 관한 연구 : 17대 국회의원과 7대 서울시의회 의원 웹사이트 비교 분석을 중심으로 박윤희 (Yun-Hee Park) 동국대학교 정치학과 박사과정 수료 mihoo@hanmail.net

More information

DBPIA-NURIMEDIA

DBPIA-NURIMEDIA 박건수 *, 서태영 **, 김종욱 *** ". 요약 Abstract The induction melting furnace using electric generator has been introduced since 1920s, and it began to be widely applied to industrial applications due to increasing

More information

2 : (Rahoon Kang et al.: Image Filtering Method for an Effective Inverse Tone-mapping) (Special Paper) 24 2, (JBE Vol. 24, No. 2, March 2019) h

2 : (Rahoon Kang et al.: Image Filtering Method for an Effective Inverse Tone-mapping) (Special Paper) 24 2, (JBE Vol. 24, No. 2, March 2019) h 2: (Rahoon Kang : Image Filtering Method for an Effective Inverse Tone-mapping) (Special Paper) 24 2, 2019 3 (JBE Vol. 24, No. 2, March 2019) https://doi.org/10.5909/jbe.2019.24.2.217 ISSN 2287-9137 (Online)

More information

,. 3D 2D 3D. 3D. 3D.. 3D 90. Ross. Ross [1]. T. Okino MTD(modified time difference) [2], Y. Matsumoto (motion parallax) [3]. [4], [5,6,7,8] D/3

,. 3D 2D 3D. 3D. 3D.. 3D 90. Ross. Ross [1]. T. Okino MTD(modified time difference) [2], Y. Matsumoto (motion parallax) [3]. [4], [5,6,7,8] D/3 Depth layer partition 2D 3D a), a) 3D conversion of 2D video using depth layer partition Sudong Kim a) and Jisang Yoo a) depth layer partition 2D 3D. 2D (depth map). (edge directional histogram). depth

More information

Abstract Musculoskeletal Symptoms and Related Factors for Nurses and Radiological Technologists Wearing a Lead Apron for Radiation Pro t e c t i o n Jung-Im Yoo, Jung-Wan Koo 1 ) Angio Unit, Team of Radiology,

More information

03-서연옥.hwp

03-서연옥.hwp 농업생명과학연구 49(4) pp.31-37 Journal of Agriculture & Life Science 49(4) pp.31-37 Print ISSN 1598-5504 Online ISSN 2383-8272 http://dx.doi.org/10.14397/jals.2015.49.4.31 국가산림자원조사 자료를 적용한 충남지역 사유림경영율 추정 서연옥

More information

12.077~081(A12_이종국).fm

12.077~081(A12_이종국).fm J. of Advanced Engineering and Technology Vol. 1, No. 1 (2008) pp. 77-81 y w» e wx Á w œw Fabrication of Ceramic Batch Composition for Porcelain by Using Recycled Waste Ceramic Powder Hyun Guen Han, and

More information

45-51 ¹Ú¼ø¸¸

45-51 ¹Ú¼ø¸¸ A Study on the Automation of Classification of Volume Reconstruction for CT Images S.M. Park 1, I.S. Hong 2, D.S. Kim 1, D.Y. Kim 1 1 Dept. of Biomedical Engineering, Yonsei University, 2 Dept. of Radiology,

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Feb.; 28(2),

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Feb.; 28(2), THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2017 Feb.; 28(2), 129138. http://dx.doi.org/10.5515/kjkiees.2017.28.2.129 ISSN 1226-3133 (Print)ISSN 2288-226X (Online) PT- Doppler

More information

DBPIA-NURIMEDIA

DBPIA-NURIMEDIA 한국소음진동공학회 2015추계학술대회논문집년 Study of Noise Pattern and Psycho-acoustics Characteristic of Household Refrigerator * * ** ** Kyung-Soo Kong, Dae-Sik Shin, Weui-Bong Jeong, Tae-Hoon Kim and Se-Jin Ahn Key Words

More information

<30312DC1A4BAB8C5EBBDC5C7E0C1A4B9D7C1A4C3A528B1E8C1BEB9E8292E687770>

<30312DC1A4BAB8C5EBBDC5C7E0C1A4B9D7C1A4C3A528B1E8C1BEB9E8292E687770> Journal of the Korea Institute of Information and Communication Engineering 한국정보통신학회논문지(J. Korea Inst. Inf. Commun. Eng.) Vol. 18, No. 11 : 2593~2599 Nov. 2014 오픈소스 모바일 UI컴포넌트 선정 절차 프레임워크 손효정 1 이민규 2 성백민

More information

<30362E20C6EDC1FD2DB0EDBFB5B4EBB4D420BCF6C1A42E687770>

<30362E20C6EDC1FD2DB0EDBFB5B4EBB4D420BCF6C1A42E687770> 327 Journal of The Korea Institute of Information Security & Cryptology ISSN 1598-3986(Print) VOL.24, NO.2, Apr. 2014 ISSN 2288-2715(Online) http://dx.doi.org/10.13089/jkiisc.2014.24.2.327 개인정보 DB 암호화

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE May; 27(5),

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE May; 27(5), THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2016 May; 27(5), 454462. http://dx.doi.org/10.5515/kjkiees.2016.27.5.454 ISSN 1226-3133 (Print)ISSN 2288-226X (Online) Research

More information

Kor. J. Aesthet. Cosmetol., 및 자아존중감과 스트레스와도 밀접한 관계가 있고, 만족 정도 에 따라 전반적인 생활에도 영향을 미치므로 신체는 갈수록 개 인적, 사회적 차원에서 중요해지고 있다(안희진, 2010). 따라서 외모만족도는 개인의 신체는 타

Kor. J. Aesthet. Cosmetol., 및 자아존중감과 스트레스와도 밀접한 관계가 있고, 만족 정도 에 따라 전반적인 생활에도 영향을 미치므로 신체는 갈수록 개 인적, 사회적 차원에서 중요해지고 있다(안희진, 2010). 따라서 외모만족도는 개인의 신체는 타 RESEARCH ARTICLE Kor. J. Aesthet. Cosmetol., 20-40대 여성의 외모만족도가 미용관리태도에 미치는 영향 홍수남 1, 김효숙 2 * 1 건국대학교 뷰티사이언스디자인학과, 2 건국대학교 의상디자인과 Effects of Extrinsic Body Satisfaction on Beauty Management Behavior of

More information

<91E6308FCD5F96DA8E9F2E706466>

<91E6308FCD5F96DA8E9F2E706466> 㓙 ࡐ ࡓ 㧢 㧝 ޓ ㅢ 㓙 ࡐ ࡓ 㓙 ࡐ ࡓ Si 8th Int. Conf. on Si Epitaxy and Hetero- structures (ICSI-8) & 6th Int. Symp. Control of Semiconductor Interfaces 25 6 2 6 5 250 Si 2 19 50 85 172 Si SiGeC Thin Solid Films

More information

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Dec.; 26(12),

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Dec.; 26(12), THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2015 Dec.; 26(12), 1100 1107. http://dx.doi.org/10.5515/kjkiees.2015.26.12.1100 ISSN 1226-3133 (Print) ISSN 2288-226X (Online)

More information

???? 1

???? 1 The Korean Journal of Applied Statistics (2013) 26(1), 201 208 DOI: http://dx.doi.org/10.5351/kjas.2013.26.1.201 A Note on Model Selection in Mixture Experiments with Process Variables Jung Il Kim a,1

More information

2 : 2.4GHz (Junghoon Paik et al.: Medium to Long Range Wireless Video Transmission Scheme in 2.4GHz Band with Beamforming) (Regular Paper) 23 5, 2018

2 : 2.4GHz (Junghoon Paik et al.: Medium to Long Range Wireless Video Transmission Scheme in 2.4GHz Band with Beamforming) (Regular Paper) 23 5, 2018 2 : 2.4GHz (Junghoon Paik et al.: Medium to Long Range Wireless Video Transmission Scheme in 2.4GHz Band with Beamforming) (Regular Paper) 23 5, 2018 9 (JBE Vol. 23, No. 5, September 2018) https://doi.org/10.5909/jbe.2018.23.5.693

More information

<B8F1C2F72E687770>

<B8F1C2F72E687770> Transactions of the KSNVE, 23(12) : 1056~1065, 2013 23 12, pp. 1056~1065, 2013 http://dx.doi.org/10.5050/ksnve.2013.23.12.1056 ISSN 1598-2785(Print), ISSN 2287-5476(Online) A Study on the Improvement Plan

More information

09È«¼®¿µ 5~152s

09È«¼®¿µ5~152s Korean Journal of Remote Sensing, Vol.23, No.2, 2007, pp.45~52 Measurement of Backscattering Coefficients of Rice Canopy Using a Ground Polarimetric Scatterometer System Suk-Young Hong*, Jin-Young Hong**,

More information

<5B313132385D32303039B3E220C1A634B1C720C1A632C8A320B3EDB9AEC1F628C3D6C1BE292E687770>

<5B313132385D32303039B3E220C1A634B1C720C1A632C8A320B3EDB9AEC1F628C3D6C1BE292E687770> 디지털 영상에서의 자막추출을 이용한 자막 특성 분석에 관한 연구 이세열 * 요약 본 연구는 방송 프로그램 제작에 있어서 중요한 역할을 담당하고 있는 영상 자막의 특성과 영상 커 뮤니케이션 기능적인 관점에서 나타나고 있는 현상을 살펴본다. 다양한 방송 프로그램에서 활용되고 있는 디지털 영상 자막의 기능은 단순하게 간략한 정보를 전달하는 기능적인 역할을 수행하였다.

More information

자기공명영상장치(MRI) 자장세기에 따른 MRI 품질관리 영상검사의 개별항목점수 실태조사 A B Fig. 1. High-contrast spatial resolution in phantom test. A. Slice 1 with three sets of hole arr

자기공명영상장치(MRI) 자장세기에 따른 MRI 품질관리 영상검사의 개별항목점수 실태조사 A B Fig. 1. High-contrast spatial resolution in phantom test. A. Slice 1 with three sets of hole arr Original Article pissn 1738-2637 J Korean Soc Radiol 2012;67(2):129-134 The Survey of Magnetic Resonance Imaging Quality according to in Korea 1 자기공명영상장치(MRI) 자장세기에 따른 MRI 품질관리 영상검사의 개별항목점수 실태조사 1 Hyun-Hae

More information

03-최신데이터

03-최신데이터 Database Analysis II,,. II.. 3 ( ),.,..,, ;. (strong) (weak), (identifying relationship). (required) (optional), (simple) (composite), (single-valued) (multivalued), (derived), (identifier). (associative

More information

02(848-853) SAV12-19.hwp

02(848-853) SAV12-19.hwp 848 정보과학회논문지 : 소프트웨어 및 응용 제 39 권 제 11 호(2012.11) 3차원 객체인식을 위한 보완적 특징점 기반 기술자 (Complementary Feature-point-based Descriptors for 3D Object Recognition) 장영균 김 주 환 문 승 건 (Youngkyoon Jang) (Ju-Whan Kim) (Seung

More information