03이승호_ok.hwp
|
|
- 유리 도
- 6 years ago
- Views:
Transcription
1 (JBE Vol. 19, No. 2, March 2014) (Special Paper) 19 2, (JBE Vol. 19, No. 2, March 2014) ISSN (Online) ISSN (Print) Rough Mode Decision Most Probable Mode HEVC a), a), a) Fast Intra Prediction Mode Decision based on Rough Mode Decision and Most Probable Mode in HEVC Seung-ho Lee a), Sang-hyo Park a), and Euee Seon Jang a) HEVC (High Efficiency Video Coding) AVC/H , HEVC AVC/H HEVC RMD (Rough Mode Decision) MPM (Most Probable Mode). RMD MPM. All-Intra, 0.8% BD-rate 26%. Abstract High Efficiency Video Coding (HEVC), the latest video coding standard, has twice of the compression efficiency compared to AVC/H.264 under the same image quality condition. To obtain the improved efficiency, however, it was adopted for many methods which need complicated calculation, and the time complexity of HEVC was increased more than that of AVC/H.264. To solve this problem, the various fast algorithms have been researched. In this paper, we propose a fast intra prediction mode decision method which uses result of Rough Mode Decision (RMD) and Most Probable Mode (MPM). The proposed method selects a best predicted mode by comparing each predicted directions which are calculated through RMD and MPM. We applied the proposed method to HM 10.0 and conducted an comparing experiment in All-Intra environment. The experiment result showed that total encoding time is reduced by about 26% on average with about a 0.8% loss of BD-rate. Keyword : HEVC, intra prediction, rough mode decision, most probable mode a) (Digital Media Laboratory, Hanyang University) Corresponding Author : (Euee Seon Jang) esjang@hanyang.ac.kr Tel: ( , MPEG Type-1 ) Manuscript received January 3, 2014 Revised March Accepted March 18, 2014
2 2 : Rough Mode Decision Most Probable Mode HEVC (Seung-ho Lee et al. : Fast Intra Prediction Mode Decision based on Rough Mode Decision and Most Probable Mode in HEVC).. ISO/IEC Moving Picture Experts Group (MPEG) ITU-T Video Coding Experts Group (VCEG) Joint Collaborative Team on Video Coding (JCT-VC) High Efficiency Video Coding (HEVC), HEVC [1]. HEVC AVC/H [2]. HEVC [3]. AVC/H.264 9, HEVC 35.,. HEVC [4]. AVC/H [5]. [6], RD (Rate-Distortion) cost [7][8][9]. BD-rate.. 2 HEVC Rough Mode Decision Most Probable Mode HEVC HEVC AVC/H.264, PU (Prediction Unit). AVC/H.264 PU 16x16 HEVC PU 64x64 PU. AVC/H HEVC 35., HEVC AVC/H.264, RDO. HEVC Rough Mode Decision (RMD) Most Probable Mode (MPM). RMD SATD (Sum of Absolute Transformed Difference) cost RMD. 35 RDO [10]. MPM PU PU. PU, DC Planar. MPM RMD HEVC MPM, RMD RDO
3 (JBE Vol. 19, No. 2, March 2014) [11]. 1 All-Intra HEVC. RMD RDO. 1, HEVC.. 1. All-Intra Table 1. The run time portion of intra prediction in All-Intra environment Sequence Portion [%] Kimono BasketballDrill RaceHorses Overall [7][8]. CU (Coding Unit) TU (Transform Unit) PU MPM. CU CU, 64x64 CU. RMD RMD PU MPM RDO.. 2 PU RMD RDO. 2. PU RMD Table 2. RMD subset size for each PU size PU size RMD subset size 4x4 8 8x8 8 16x x x64 3 MPM RDO. RDO, RDO RMD MPM. 3 RMD MPM. 3 P_A, P_B A, P_B (1), (2), (3). X X 의조건을만족하는인트라블록의수 Best intra mode. RMD MPM HEVC RMD MPM, HEVC RMD_best RMD SATD cost, P_A RMD_best MPM. P_B A A, RMD
4 2 : Rough Mode Decision Most Probable Mode HEVC (Seung-ho Lee et al. : Fast Intra Prediction Mode Decision based on Rough Mode Decision and Most Probable Mode in HEVC) MPM RDO RMD_best. P_B RMD_best MPM. 3 Class A 1, Class B 1, Class C 2, Class D 3. Class A Traffic, Class B Cactus, Class C PartyScene, BasketballDrill, Class D RaceHorses, BlowingBubbles, BasketballPass 7. HEVC reference model (HM) 10.0 QP 22, 27, 32, 37 All-Intra. QP, 7 P_A, P_B A, P_B. 3. RMD SATD cost MPM Table 3. Ratio of prediction mode which has the least SATD cost value through RMD and Most Probable Mode 1, RMD_ best MPM RDO., HEVC 35 RMD PU MPM. RMD RMD_best MPM, CU RDO., MPM PU DC Planar. CU CU. RMD_best MPM, HEVC RMD MPM RDO, CU. Sequence P_A [%] P_B A [%] P_B [%] Traffic Cactus PartyScene BasketballDrill RaceHorses BlowingBubbles BasketballPass Overall , P_A 71% RMD_best MPM 71%. P_B A 78% RMD_best MPM, RMD_best RMD MPM RDO 78%. 1. Fig. 1. Algorithm of the proposed method
5 (JBE Vol. 19, No. 2, March 2014), 3 P_B 55%. HEVC 55%. P_A (100 P_B A) 16%, HEVC 16%., RMD_best BD-rate., 55% 16% % HEVC 84%.. HM Table 4. Test environment CPU RAM OS Compiler Intel (R) Xeon(R) CPU 2.40 GHz 12.0 GB Microsoft Windows 7 64-bit Visual C x86 Test model HM 10.0 Configure All intra main 5. Table 5. Test sequence Sequence Frames Frame rate Resolution Traffic x1600 PeopleOnStreet x1600 Kimono x1080 ParkScene x1080 BasketballDrive x1080 BQTerrace x1080 BasketballDrill x480 BQMall x480 PartyScene x480 RaceHorses x480 BasketballPass x240 BQSquare x240 BlowingBubbles x240 RaceHorses x240 HM 10.0 [8], [9] HM HM 10.0 BD-rate. [8], RMD MPM RDO, CU. [8] RMD MPM, CU RMD_best MPM CU CU CU. QP, Class. HEVC t_hm10.0 t_fast t (4). QP 22, 27, 32, 37
6 2 : Rough Mode Decision Most Probable Mode HEVC (Seung-ho Lee et al. : Fast Intra Prediction Mode Decision based on Rough Mode Decision and Most Probable Mode in HEVC) 6. BD-rate Table 6. Reduction of BD-rate and encoding time Class A B C D Sequence HM 10.0 vs Ref. [8] HM 10.0 vs Ref. [9] HM 10.0 vs Proposed BD-rate Y [%] QP Time [%] BD-rate Y [%] QP Time [%] BD-rate Y [%] QP Time [%] Traffic PeopleOnStreet Overall Kimono ParkScene BasketballDrive BQTerrace Overall BasketballDrill BQMall PartyScene RaceHorses Overall BasketballPass BQSquare BlowingBubbles RaceHorses Overall Overall
7 (JBE Vol. 19, No. 2, March 2014) 6 HM 10.0 HM 10.0 HM 10.0., HM % BD-rate 26%. Class, BD-rate, BD-rate.. [9], 8%. [9] RDO 2 5. [9] 64x64 CU, 64x64 CU [9].. HEVC RMD MPM. RDO., BD-rate 1% 26%. RMD SATD cost MPM, [9] MPM.. (References) [1] JCT-VC, High Efficiency Video Coding (HEVC) text specification draft 10 (for FDIS & Last Call), Document JCTVC-L1003, Geneva, January 2013 [2] JCT-VC, Comparison of Compression Performance of HEVC Draft 10 with AVC for UHD-1 material, Document JCTVC-M0166, Incheon, April 2013 [3] JCT-VC, Report on the evaluation of HM versus JM, Document JCTVC-D181, Daegu, January 2011 [4] F. Bossen, B. Bross, K. Suhring, D. Flynn, HEVC Complexity and Implementation Analysis, Circuits and Systems for Video Technology, IEEE Transactions on, Vol. 22, Issue 12, p1685-p1696, December 2012 [5] J. Vanne, M. Viitanen, T. Hamalainen, A. Hallpuro, Comparative Rate-Distortion-Complexity Analysis of HEVC and AVC Video Codecs, Circuits and Systems for Video Technology, IEEE Transactions on, Vol. 22, Issue 12, p1885-p1898, December 2012 [6] D. Gwon, S. Lee, H. Choi, HEVC Intra Prediction Performance Analysis and Complexity Reduction Method, Proceeding of the Korean Society of Broadcast Engineer Conference, Vol. 2012, No. 11, p176-p179, November 2012 [7] J. Kim, J. Yang, H. Lee, B. Jeon, Fast Intra Mode Decision of HEVC based on Hierarchical Structure, Information, Communications and Signal Processing (ICICS) th International Conference on, December 2011 [8] L. Shen, Z. Zhang, P. An, Fast CU Size Decision and Mode Decision Algorithm for HEVC Intra Coding, Consumer Electronics, IEEE Transactions on, Vol. 59, Issue 1, p207-p213, February 2013 [9] M. Zhang, C. Zhao, J. Xu, An Adaptive Fast Intra Mode Decision in HEVC, Image Processing (ICIP), th IEEE International Conference on, September 2012 [10] JCT-VC, Encoder improvement of unified intra prediction, Document JCTVC-C207, Guangzhou, October 2010 [11] L. Zhao, L. Zhang, S. Ma, D. Zhao, Fast Mode Decision Algorithm for Intra Prediction in HEVC, Visual Communications and Image Processing (VCIP) Conference, November 2011
8 이승호 외 인 과 에 기반을 둔 고속 인트라 예측 모드 결정 방법 2 : Rough Mode Decision Most Probable Mode HEVC (Seung-ho Lee et al. : Fast Intra Prediction Mode Decision based on Rough Mode Decision and Most Probable Mode in HEVC) 저자소개 이승호 : 한양대학교 컴퓨터공학부 학사 ~ 현재 : 한양대학교 컴퓨터ž소프트웨어학과 석사과정 주관심분야 : 영상압축, HEVC/H 박상효 : 한양대학교 컴퓨터전공 학사 ~ 현재 : 한양대학교 컴퓨터ž소프트웨어학과 석박사통합과정 주관심분야 : 영상압축, MPEG-H HEVC/H.265, MPEG IVC, MPEG VCB 장의선 - 전북대학교 전자계산기학 학사 전기컴퓨터공학 석사 전기컴퓨터공학 박사 삼성종합기술원 책임연구원 공로상 수상 현재 한양대학교 컴퓨터공학부 교수 의장 대통령 표창 수상 현재 현재 주관심분야 영상처리 표준 그래픽스 미디어 부호화 하드웨어 소프트웨어 동시설계 1991 : 1994 : State University of New York at Buffalo, 1995 : U.S. Army Research Lab, Research Associate 1996 : State University of New York at Buffalo, 1996 ~ 2002 : 1996 ~ 2000 : MPEG-4 Project Editor 1999, 2003, 2011 : ISO/IEC Certificate of Appreciation ( ) 2002 ~ : 2004 ~ 2010 : MPEG RVC AdHoc Group 2005 : 2005 ~ : SIGNAL PROCESSING: IMAGE COMMUNICATION, Area Editor 2011 ~ : IEEE Senior member :, MPEG, 3D,, / 165
19_9_767.hwp
(Special Paper) 19 6, 2014 11 (JBE Vol. 19, No. 6, November 2014) http://dx.doi.org/10.5909/jbe.2014.19.6.836 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) HEVC a), a) Scheme for Reducing HEVC Intra Coding
More information1 : 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 information그림 2. 최근 출시된 스마트폰의 최대 확장 가능한 내장 및 외장 메모리 용량 원한다. 예전의 피쳐폰에 비해 대용량 메모리를 채택하고 있지 만, 아직 데스크톱 컴퓨터 에 비하면 턱없이 부족한 용량이다. 또한, 대용량 외장 메모리는 그 비용이 비싼 편이다. 그러므로 기존
스마트폰을 위한 A/V 신호처리기술 편집위원 : 김홍국 (광주과학기술원) 스마트폰을 위한 동영상 압축 기술 호요성, 최정아 광주과학기술원 요 약 스마트폰이 대중화되면서 이동통신 시장은 일대 혁신을 맞이 했다. 최근 출시되는 스마트폰이 크고 선명한 화면과 빠른 프로 세서를 잇따라 탑재하면서 고해상도 및 고품질 영상에 대한 사 용자들의 수요가 급증하고 있다. 하지만
More information2 : (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 information13김상민_ok.hwp
3 : HEVC GPU (Sangmin Kim et al. : Adaptive Search Range Decision for Accelerating GPU-based Integer-pel Motion Estimation in HEVC Encoders) (Regular Paper) 19 5, 2014 9 (JBE Vol. 19, No. 5, September
More information3 : S-JND HEVC (JaeRyun Kim et al.: A Perceptual Rate Control Algorithm with S-JND Model for HEVC Encoder) (Regular Paper) 21 6, (JBE Vol. 21,
3 : S-JND HEVC (Regular Paper) 21 6, 2016 11 (JBE Vol. 21, No. 6, November 2016) http://dx.doi.org/10.5909/jbe.2016.21.6.929 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) S-JND HEVC a), a), a), a) A Perceptual
More information05안용조.hwp
(Regular Paper) 18 6, 2013 11 (JBE Vol. 18, No. 6, November 2013) http://dx.doi.org/10.5909/jbe.2013.18.6.835 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) HEVC a), a), b), b), b), a) Study of Parallelization
More information2 : HEVC (Woo-Jin Han et al. : Early Decision of Inter-prediction Modes in HEVC Encoder) (Regular Paper) 20 1, (JBE Vol. 20, No. 1, January 201
2 : HEVC (Woo-Jin Han et al. : Early Decision of Inter-prediction Modes in HEVC Encoder) (Regular Paper) 20 1, 2015 1 (JBE Vol. 20, No. 1, January 2015) http://dx.doi.org/10.5909/jbe.2015.20.1.171 ISSN
More information5 : HEVC GOP R-lambda (Dae-Eun Kim et al.: R-lambda Model based Rate Control for GOP Parallel Coding in A Real-Time HEVC Software Encoder) (Special Pa
5 : HEVC GOP R-lambda (Dae-Eun Kim et al.: R-lambda Model based Rate Control for GOP Parallel Coding in A Real-Time HEVC Software Encoder) (Special Paper) 222, 2017 3 (JBE Vol. 22, No. 2, March 2017) https://doi.org/10.5909/jbe.2017.22.2.193
More information1 : S-JND HEVC (JaeRyun Kim et al.: S-JND based Perceptual Rate Control Algorithm of HEVC) (Regular Paper) 22 3, (JBE Vol. 22, No. 3, May 2017)
1 : S-JND HEVC (JaeRyun Kim et al.: S-JND based Perceptual Rate Control Algorithm of HEVC) (Regular Paper) 22 3, 2017 5 (JBE Vol. 22, No. 3, May 2017) https://doi.org/10.5909/jbe.2017.22.3.381 ISSN 2287-9137
More information03홍성욱.hwp
(JBE Vol. 18, No. 6, November 2013) (Special Paper) 18 6, 2013 11 (JBE Vol. 18, No. 6, November 2013) http://dx.doi.org/10.5909/jbe.2013.18.6.816 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) HEVC UHD
More information(JBE Vol. 24, No. 2, March 2019) (Regular Paper) 24 2, (JBE Vol. 24, No. 2, March 2019) ISSN
(Regular Paper) 24 2, 2019 3 (JBE Vol. 24, No. 2, March 2019) https://doi.org/10.5909/jbe.2019.24.2.306 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) HEVC a), a), b), b), c), c),, a) Performance Analysis
More information1 : MV-HEVC (Jae-Yung Lee et al.: Fast Disparity Motion Vector Searching Method for the MV-HEVC) High Efficiency Video Coding (HEVC) [1][2]. VCEG MPEG
(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.2017.22.2.240 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) MV-HEVC a), a) Fast
More information09권오설_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. 20, No. 2, March 2015) (Special Paper) 20 2, (JBE Vol. 20, No. 2, March 2015) ISSN
(JBE Vol. 20, No. 2, March 2015) (Special Paper) 20 2, 2015 3 (JBE Vol. 20, No. 2, March 2015) http://dx.doi.org/10.5909/jbe.2015.20.2.224 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) SIMD HEVC RExt
More information(JBE Vol. 21, No. 1, January 2016) (Regular Paper) 21 1, (JBE Vol. 21, No. 1, January 2016) ISSN 228
(JBE Vol. 1, No. 1, January 016) (Regular Paper) 1 1, 016 1 (JBE Vol. 1, No. 1, January 016) http://dx.doi.org/10.5909/jbe.016.1.1.60 ISSN 87-9137 (Online) ISSN 16-7953 (Print) a), a) An Efficient Method
More information08김현휘_ok.hwp
(Regular Paper) 21 3, 2016 5 (JBE Vol. 21, No. 3, May 2016) http://dx.doi.org/10.5909/jbe.2016.21.3.369 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a) An Audio Coding Technique Employing the Inter-channel
More information1 : HEVC (Jeonghwan Heo et al.: Fast Partition Decision Using Rotation Forest for Intra-Frame Coding in HEVC Screen Content Coding Extension) (Regular
(Regular Paper) 23 1, 2018 1 (JBE Vol. 23, No. 1, January 2018) https://doi.org/10.5909/jbe.2018.23.1.115 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) HEVC a), a) Fast Partition Decision Using Rotation
More informationDBPIA-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 information02손예진_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 information14최해철_ok.hwp
1 : 3D-HEVC (Regular Paper) 19 5, 2014 9 (JBE Vol. 19, No. 5, September 2014) http://dx.doi.org/10.5909/jbe.2014.19.5.713 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) 3D-HEVC a), a) Performance Analysis
More information(JBE Vol. 20, No. 6, November 2015) (Regular Paper) 20 6, (JBE Vol. 20, No. 6, November 2015) ISSN
(JBE Vol. 20, No. 6, November 2015) (Regular Paper) 20 6, 2015 11 (JBE Vol. 20, No. 6, November 2015) http://dx.doi.org/10.5909/jbe.2015.20.6.880 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a) Frame
More informationTHE 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 informationTHE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Nov.; 26(11),
THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2015 Nov.; 26(11), 985991. http://dx.doi.org/10.5515/kjkiees.2015.26.11.985 ISSN 1226-3133 (Print)ISSN 2288-226X (Online) Analysis
More information1. 3DTV Fig. 1. Tentative terrestrial 3DTV broadcasting system. 3D 3DTV. 3DTV ATSC (Advanced Television Sys- tems Committee), 18Mbps [1]. 2D TV (High
3DTV a), a) Dual Codec Based Joint Bit Rate Control Scheme for Terrestrial Stereoscopic 3DTV Broadcast Yongjun Chang a) and Munchurl Kim a) 3 3 (3DTV). ATSC 18Mbps. 3D, 2DTV,. 3DTV. - (quadratic rate-quantization
More information(JBE Vol. 20, No. 6, November 2015) ISO/IEC HEVC [1]. LG 7680x4320 8k UHD TV 4 HEVC. HEVC H.264/AVC 3 2 [2]. UHD,,, HEVC.,,. Davinci Resolve
2 : HEVC (Yumi Eom et al.: An analysis of Detection using HEVC coding additional information) (Special Paper) 20 6, 2015 11 (JBE Vol. 20, No. 6, November 2015) http://dx.doi.org/10.5909/jbe.2015.20.6.871
More informationTHE 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 information인문사회과학기술융합학회
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 informationTHE 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 information디지털포렌식학회 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 information07.... 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 information2 : MMT QoS (Bokyun Jo et al. : Adaptive QoS Study for Video Streaming Service In MMT Protocol). MPEG-2 TS (Moving Picture Experts Group-2 Transport S
(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.2015.20.1.40 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) MMT QoS a),
More informationÀ±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歯1.PDF
200176 .,.,.,. 5... 1/2. /. / 2. . 293.33 (54.32%), 65.54(12.13%), / 53.80(9.96%), 25.60(4.74%), 5.22(0.97%). / 3 S (1997)14.59% (1971) 10%, (1977).5%~11.5%, (1986)
More information01이국세_ok.hwp
x264 GPU 3 a), a), a) Fast Stereoscopic 3D Broadcasting System using x264 and GPU Jung-Ah Choi a), In-Yong Shin a), and Yo-Sung Ho a) 3 2. 2 3. H.264/AVC x264. GPU(Graphics Processing Unit) CUDA API, GPU
More information<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 information04-다시_고속철도61~80p
Approach for Value Improvement to Increase High-speed Railway Speed An effective way to develop a highly competitive system is to create a new market place that can create new values. Creating tools and
More information8-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 information04서종철fig.6(121~131)ok
Development of Mobile Applications Applying Digital Storytelling About Ecotourism Resources Seo, Jongcheol* Lee, Seungju**,,,. (mobile AIR)., 3D.,,.,.,,, Abstract : In line with fast settling trend of
More informationDBPIA-NURIMEDIA
The e-business Studies Volume 17, Number 4, August, 30, 2016:319~332 Received: 2016/07/28, Accepted: 2016/08/28 Revised: 2016/08/27, Published: 2016/08/30 [ABSTRACT] This paper examined what determina
More information6.24-9년 6월
리눅스 환경에서Solid-State Disk 성능 최적화를 위한 디스크 입출력요구 변환 계층 김태웅 류준길 박찬익 Taewoong Kim Junkil Ryu Chanik Park 포항공과대학교 컴퓨터공학과 {ehoto, lancer, cipark}@postech.ac.kr 요약 SSD(Solid-State Disk)는 여러 개의 낸드 플래시 메모리들로 구성된
More information°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 informationÆ÷Àå½Ã¼³94š
Cho, Mun Jin (E-mail: mjcho@ex.co.kr) ABSTRACT PURPOSES : The performance of tack coat, commonly used for layer interface bonding, is affected by application rate and curing time. In this study, bonding
More information(JBE Vol. 24, No. 1, January 2019) (Regular Paper) 24 1, (JBE Vol. 24, No. 1, January 2019) ISSN 2287
(JBE Vol. 24, No. 1, January 2019) (Regular Paper) 241, 2019 1 (JBE Vol. 24, No. 1, January 2019) https://doi.org/10.5909/jbe.2019.24.1.118 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) UHD a), a), a)
More informationTHE 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 information2013........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 informationLumbar spine
Lumbar spine CT 32 111 DOI : 10.3831/KPI.2010.13.2.111 Lumbar Spine CT 32 Received : 10. 05. 23 Revised : 10. 06. 04 Accepted : 10. 06. 11 Key Words: Disc herniation, CT scan, Clinical analysis The Clinical
More information10(3)-09.fm
w y wz 10«3y 253~258 (2010.12.) Journal of Korean Society of Urban Environment ³ w Á» Á Á y w y œw (2010 11 22, 2010 12 9 k) Study on Determine of Detention Pond in Small Developed Area In-Soo Chang ½
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,.
: 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 informationTHE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Mar.; 25(3),
THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2014 Mar.; 25(3), 304310. http://dx.doi.org/10.5515/kjkiees.2014.25.3.304 ISSN 1226-3133 (Print)ISSN 2288-226X (Online) Analysis
More informationDBPIA-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 informationTHE 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 informationLeft Center Right 3차원 L 비디오 C 부호화시스템 R LCR 가상시점영상 N- 시점영상출력 깊이정보맵생성 L C R 깊이정보맵 가상시점영상합성 1. 3 N- Fig. 1. N-view system with the 3-view configuration.
a), a) A Depth-map Coding Method using the Adaptive XOR Operation Kyung Yong Kim a) and Gwang Hoon Park a).,., /. XOR. DCT (H.264/AVC). H.264/AVC BD-PSNR 0.9 db ~ 1.5 db BD-rate 11.8 % ~ 20.8 %. BD-PSNR
More information19_9_767.hwp
(Regular Paper) 19 6, 2014 11 (JBE Vol. 19, No. 6, November 2014) http://dx.doi.org/10.5909/jbe.2014.19.6.866 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) RGB-Depth - a), a), b), a) Real-Virtual Fusion
More informationTHE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Sep.; 30(9),
THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2019 Sep.; 30(9), 712 717. http://dx.doi.org/10.5515/kjkiees.2019.30.9.712 ISSN 1226-3133 (Print) ISSN 2288-226X (Online) MOS
More information#Ȳ¿ë¼®
http://www.kbc.go.kr/ A B yk u δ = 2u k 1 = yk u = 0. 659 2nu k = 1 k k 1 n yk k Abstract Web Repertoire and Concentration Rate : Analysing Web Traffic Data Yong - Suk Hwang (Research
More informationJournal of Educational Innovation Research 2017, Vol. 27, No. 2, pp DOI: : Researc
Journal of Educational Innovation Research 2017, Vol. 27, No. 2, pp.251-273 DOI: http://dx.doi.org/10.21024/pnuedi.27.2.201706.251 : 1997 2005 Research Trend Analysis on the Korean Alternative Education
More information07변성우_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 information3. 클라우드 컴퓨팅 상호 운용성 기반의 서비스 평가 방법론 개발.hwp
보안공학연구논문지 Journal of Security Engineering Vol.11, No.4 (2014), pp.299-312 http://dx.doi.org/10.14257/jse.2014.08.03 클라우드 컴퓨팅 상호 운용성 기반의 서비스 평가 방법론 개발 이강찬 1), 이승윤 2), 양희동 3), 박철우 4) Development of Service
More information03-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<342DC8A3BFE4BCBA28C3D6C1A4BEC D C3DFB0A134292E687770>
논문번호 12-37A-03-04 한국통신학회논문지 '12-03 Vol.37A No.03 HEVC 에서후보모드표를이용한화면내모드부호화 정회원최정아 *, 종신회원호요성 * Intra Mode Coding using Candidate Mode Table in HEVC Jung-Ah Choi * Regular Member, Yo-Sung Ho * Lifelong Member
More information<313920C0CCB1E2BFF82E687770>
韓 國 電 磁 波 學 會 論 文 誌 第 19 卷 第 8 號 2008 年 8 月 論 文 2008-19-8-19 K 대역 브릭형 능동 송수신 모듈의 설계 및 제작 A Design and Fabrication of the Brick Transmit/Receive Module for K Band 이 기 원 문 주 영 윤 상 원 Ki-Won Lee Ju-Young Moon
More information1 : (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 information14.531~539(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` Companies need to play various roles as the network of supply chain gradually expands. Companies are required to form a supply chain with outsourcing or partnerships since a company can not
More information08년요람001~016
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(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 information학습영역의 Taxonomy에 기초한 CD-ROM Title의 효과분석
,, Even the short history of the Web system, the techniques related to the Web system have b een developed rapidly. Yet, the quality of the Webbased application software has not improved. For this reason,
More informationDBPIA-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(JBE Vol. 21, No. 3, May 2016) HE-AAC v2. DAB+ 120ms..,. DRM+(Digital Radio Mondiale plus) [3] xhe-aac (extended HE-AAC). DRM+ DAB HE-AAC v2 xhe-aac..
3 : xhe-aac (Bongho Lee et al.: A Study on the Variable Transmission of xhe-aac Audio Frame) (Special Paper) 21 3, 2016 5 (JBE Vol. 21, No. 3, May 2016) http://dx.doi.org/10.5909/jbe.2016.21.3.357 ISSN
More information(JBE Vol. 21, No. 6, November 2016) (Special Paper) 21 6, (JBE Vol. 21, No. 6, November 2016) ISSN
(JBE Vol. 21, No. 6, November 2016) (Special Paper) 21 6, 2016 11 (JBE Vol. 21, No. 6, November 2016) http://dx.doi.org/10.5909/jbe.2016.21.6.878 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) 3 a), a),
More information???? 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 information04 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 informationRRH Class-J 5G [2].,. LTE 3G [3]. RRH, W-CDMA(Wideband Code Division Multiple Access), 3G, LTE. RRH RF, RF. 1 RRH, CPRI(Common Public Radio Interface)
THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2015 Mar.; 26(3), 276 282. http://dx.doi.org/10.5515/kjkiees.2015.26.3.276 ISSN 1226-3133 (Print) ISSN 2288-226X (Online) RRH
More informationµðÇÃÇ¥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 informationOutput file
240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 An Application for Calculation and Visualization of Narrative Relevance of Films Using Keyword Tags Choi Jin-Won (KAIST) Film making
More information07.045~051(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 information지능정보연구제 16 권제 1 호 2010 년 3 월 (pp.71~92),.,.,., Support Vector Machines,,., KOSPI200.,. * 지능정보연구제 16 권제 1 호 2010 년 3 월
지능정보연구제 16 권제 1 호 2010 년 3 월 (pp.71~92),.,.,., Support Vector Machines,,., 2004 5 2009 12 KOSPI200.,. * 2009. 지능정보연구제 16 권제 1 호 2010 년 3 월 김선웅 안현철 社 1), 28 1, 2009, 4. 1. 지능정보연구제 16 권제 1 호 2010 년 3 월 Support
More information2 : HEVC (Young-Ho Seo et al.: H.265/HEVC Video Watermarking Method with High Image Quality) (Regular Paper) 24 1, (JBE Vol. 24, No. 1, January
2: HEVC (Young-Ho Seo et al.: H.265/HEVC Video Watermarking Method with High Image Quality) (Regular Paper) 24 1, 2019 1 (JBE Vol. 24, No. 1, January 2019) https://doi.org/10.5909/jbe.2019.24.1.97 ISSN
More informationHigh 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<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 information878 Yu Kim, Dongjae Kim 지막 용량수준까지도 멈춤 규칙이 만족되지 않아 시행이 종료되지 않는 경우에는 MTD의 추정이 불가 능하다는 단점이 있다. 최근 이 SM방법의 단점을 보완하기 위해 O Quigley 등 (1990)이 제안한 CRM(Continu
한 국 통 계 학 회 논 문 집 2012, 19권, 6호, 877 884 DOI: http://dx.doi.org/10.5351/ckss.2012.19.6.877 Maximum Tolerated Dose Estimation Applied Biased Coin Design in a Phase Ⅰ Clinical Trial Yu Kim a, Dongjae Kim
More information06_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 informationAnalysis of objective and error source of ski technical championship Jin Su Seok 1, Seoung ki Kang 1 *, Jae Hyung Lee 1, & Won Il Son 2 1 yong in Univ
Analysis of objective and error source of ski technical championship Jin Su Seok 1, Seoung ki Kang 1 *, Jae Hyung Lee 1, & Won Il Son 2 1 yong in University & 2 Kang Won University [Purpose] [Methods]
More information05(533-537) CPLV12-04.hwp
모바일 OS 환경의 사용자 반응성 향상 기법 533 모바일 OS 환경의 사용자 반응성 향상 기법 (Enhancing Interactivity in Mobile Operating Systems) 배선욱 김정한 (Sunwook Bae) 엄영익 (Young Ik Eom) (Junghan Kim) 요 약 사용자 반응성은 컴퓨팅 시스템에서 가장 중요 한 요소 중에 하나이고,
More information1 : 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 information1. 서론 1-1 연구 배경과 목적 1-2 연구 방법과 범위 2. 클라우드 게임 서비스 2-1 클라우드 게임 서비스의 정의 2-2 클라우드 게임 서비스의 특징 2-3 클라우드 게임 서비스의 시장 현황 2-4 클라우드 게임 서비스 사례 연구 2-5 클라우드 게임 서비스에
IPTV 기반의 클라우드 게임 서비스의 사용성 평가 - C-Games와 Wiz Game 비교 중심으로 - Evaluation on the Usability of IPTV-Based Cloud Game Service - Focus on the comparison between C-Games and Wiz Game - 주 저 자 : 이용우 (Lee, Yong Woo)
More information1. KT 올레스퀘어 미디어파사드 콘텐츠 개발.hwp
Journal of Next-generation Convergence Information Services Technology Vol.4, No.1, June (2015), pp. 1-8 차세대컨버전스정보서비스기술논문지 KT 올레스퀘어 미디어파사드 콘텐츠 개발 Media Fasade Contents Development of KT Olleh Square 김동조
More information<31325FB1E8B0E6BCBA2E687770>
88 / 한국전산유체공학회지 제15권, 제1호, pp.88-94, 2010. 3 관내 유동 해석을 위한 웹기반 자바 프로그램 개발 김 경 성, 1 박 종 천 *2 DEVELOPMENT OF WEB-BASED JAVA PROGRAM FOR NUMERICAL ANALYSIS OF PIPE FLOW K.S. Kim 1 and J.C. Park *2 In general,
More information3 : (Won Jang et al.: Musical Instrument Conversion based Music Ensemble Application Development for Smartphone) (Special Paper) 22 2, (JBE Vol
3 (Special Paper) 22 2, 2017 3 (JBE Vol. 22, No. 2, March 2017) https//doi.org/10.5909/jbe.2017.22.2.173 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a), a), a) Musical Instrument Conversion based
More information02이주영_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.2014.19.2.148 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) 3DTV a), a), a),
More information<32382DC3BBB0A2C0E5BED6C0DA2E687770>
논문접수일 : 2014.12.20 심사일 : 2015.01.06 게재확정일 : 2015.01.27 청각 장애자들을 위한 보급형 휴대폰 액세서리 디자인 프로토타입 개발 Development Prototype of Low-end Mobile Phone Accessory Design for Hearing-impaired Person 주저자 : 윤수인 서경대학교 예술대학
More informationDBPIA-NURIMEDIA
27(2), 2007, 96-121 S ij k i POP j a i SEXR j i AGER j i BEDDAT j ij i j S ij S ij POP j SEXR j AGER j BEDDAT j k i a i i i L ij = S ij - S ij ---------- S ij S ij = k i POP j a i SEXR j i AGER j i BEDDAT
More information012임수진
Received : 2012. 11. 27 Reviewed : 2012. 12. 10 Accepted : 2012. 12. 12 A Clinical Study on Effect of Electro-acupuncture Treatment for Low Back Pain and Radicular Pain in Patients Diagnosed with Lumbar
More information(JBE Vol. 23, No. 1, January 2018) (Regular Paper) 23 1, (JBE Vol. 23, No. 1, January 2018) ISSN 2287
(Regular Paper) 23 1, 2018 1 (JBE Vol. 23, No. 1, January 2018) https://doi.org/10.5909/jbe.2018.23.1.104 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) DASH ANFIS a), a), a) A Video-Quality Control Scheme
More information정보기술응용학회 발표
, hsh@bhknuackr, trademark21@koreacom 1370, +82-53-950-5440 - 476 - :,, VOC,, CBML - Abstract -,, VOC VOC VOC - 477 - - 478 - Cost- Center [2] VOC VOC, ( ) VOC - 479 - IT [7] Knowledge / Information Management
More information30이지은.hwp
VR의 가상광고에 나타난 그래픽영상 연구 -TV 스포츠 방송을 중심으로- A study of the graphic image that is presented in Virtual Advertising of VR(Virtual Reality) - Focused on TV Sports broadcasts - 이지은(Lee, ji eun) 조일산업(주) 디자인 실장
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, 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<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 informationDBPIA-NURIMEDIA
The e-business Studies Volume 17, Number 6, December, 30, 2016:3~20 Received: 2016/12/04, Accepted: 2016/12/27 Revised: 2016/12/27, Published: 2016/12/30 [ABSTRACT] This study aims to comprehensively analyze
More information