2 : (EunJu Lee et al.: Speed-limit Sign Recognition Using Convolutional Neural Network Based on Random Forest). (Advanced Driver Assistant System, ADA
|
|
|
- 서진 이
- 6 years ago
- Views:
Transcription
1 (JBE Vol. 20, No. 6, November 2015) (Regular Paper) 20 6, (JBE Vol. 20, No. 6, November 2015) ISSN (Online) ISSN (Print) a), a), a) Speed-limit Sign Recognition Using Convolutional Neural Network Based on Random Forest EunJu Lee a), Jae-Yeal Nam a), and ByoungChul Ko a). CNN (Convolutional neural network). CNN MLP(Multi-layer perceptron) (fully-connected). 2 CNN (Random forest). GTSRB(German Traffic Sign Recognition Benchmark) 8 SVM (Support Vector Machine) MLP. Abstract In this paper, we propose a robust speed-limit sign recognition system which is durable to any sign changes caused by exterior damage or color contrast due to light direction. For recognition of speed-limit sign, we apply CNN which is showing an outstanding performance in pattern recognition field. However, original CNN uses multiple hidden layers to extract features and uses fully-connected method with MLP(Multi-layer perceptron) on the result. Therefore, the major demerit of conventional CNN is to require a long time for training and testing. In this paper, we apply randomly-connected classifier instead of fully-connected classifier by combining random forest with output of 2 layers of CNN. We prove that the recognition results of CNN with random forest show best performance than recognition results of CNN with SVM (Support Vector Machine) or MLP classifier when we use eight speed-limit signs of GTSRB (German Traffic Sign Recognition Benchmark). Keyword : Convolutional Neural Network, Random forest, speed-limit sign recognition, feature extraction, ADAS a) (Dept. of Computer Engineering, Keimyung University) Corresponding Author : (ByoungChul Ko) niceko@kmu.ac.kr Tel: ORCID: (B ). Manuscript received September 12, 2015; revised November 4, 2015; accepted November 4, 2015.
2 2 : (EunJu Lee et al.: Speed-limit Sign Recognition Using Convolutional Neural Network Based on Random Forest). (Advanced Driver Assistant System, ADAS) [1].,,, ADAS. ADAS,. EU [2] 10 50km 31km 33% 5%.. GPS.. HOG (Histogram of Gradient) [3] RSD(Radial Symmetry Detection) [4], SVM [5] (Neural Networks) [6], [7]. Mathias [8] HOG Multi-Class SVM. HOG. Barns [9] RSD(Radial Symmetry Detector), (Cross Correlation).,,. Aoyagi Asakura [10]., CNN (Deep Learning),. CNN Caffe [11] MNIST(Mixed National Institute of Standards and Technology database) [12]. MNIST 0~9. CNN,,. CNN,, (parameters). CNN 2
3 (JBE Vol. 20, No. 6, November 2015) CNN 4.. l l CNN l MLP. 2 CNN... 2 CNN 1. CNN CNN MNN (Multi-layer Neural Network). MNN. (fully-connected). 1) : MNN (hidden layer). 2) :. 3) : 2. LeCun CNN [13] [13] CNN. CNN ILSVRC (Imagenet Large Scale Visual Recognition Challenge) [9]. CNN (Local receptive field), (Shared weight), (Subsampling, Pooling), (Convolution 1. CNN [13] Fig. 1. Traditional CNN structure designed for handwriting recognition
4 2 : (EunJu Lee et al.: Speed-limit Sign Recognition Using Convolutional Neural Network Based on Random Forest) layer) (Fully Connected Layer) (Convolution layer) MNN (Local) 2 N N., (Feature map).. 2 [14]. 2 N N ( - +1) (Subsampling, Pooling layer) (Subsampling, Pooling) D., 2 2. Max-pooling. 1.3 (Fully connected (FC) layer),. (Correlation) [15], [14], SVM [5], [16] (Error Correcting Output Code) [17]. (Decision tree). 2., (a) (b) (c) Fig. 2. Convolution Operation using a filter, (a) Receptive field, (b) Convolution layer, (c) Output
![30 30. 3 3 5. 9 9 LeCun [14]. 0~255 9 3. 2 CNN (a) (b) Fig. 3. The proposed 2-layer CNN achitecture, (a) convolution](/docs-images/82/86423242/images/5-1.jpg "and subsampling layer for feature extraction, (b) random forest layer for classification")
5 (JBE Vol. 20, No. 6, November 2015) 2. 2 CNN 2.1 CNN 3 2 CNN. CNN, 1 (C1), 1 (S1), 2 (C2), 2 (S2),. 1 CNN % 1% (Histogram stretching). 4. C1. 4. (a) (b) Fig. 4. (a) original speed-limited signs and (b) histogram stretched signs C1 C1 4. C LeCun [14]. 0~ CNN (a) (b) Fig. 3. The proposed 2-layer CNN achitecture, (a) convolution and subsampling layer for feature extraction, (b) random forest layer for classification
6 2 : (EunJu Lee et al.: Speed-limit Sign Recognition Using Convolutional Neural Network Based on Random Forest) 9., % 3. 5-(c) (c) 4. 3 C1 1:1. (1) (Non-linear activation) ReLU(Rectified Linear hidden Unit) [18]. ( ), ReLU. ReLU Gradient vanishing [19]. max 5. C1 Fig. 5. C1 layer filters S1 CNN.,. C Max pooling (a) 8x6, (b) 2x2 max-pooling, (c) max-pooling Fig. 6. Max pooling method (a) feature map of 8x6 pixel size, (b) appling max-pooling after 2x2 division, (c) max-pooling result
7 (JBE Vol. 20, No. 6, November 2015). Mean-pooling, Max-pooling, Max-pooling.. 6 Max-pooling.. S C C2 C2 C1. C1 S1 6. C2 S1 7. C2 Fig. 7. Weight combination method for C2 layer feature map S2 3 C2 S2 S1. C2 2 2 max-pooling RF (Randomly connected RF) CNN MLP.,. SVM Adaboost. S2 216 ( : 36 : 6). 8 12, N. N Adaboost (BRF, Boosted Random Forest) [20].
![2 : (EunJu Lee et al.: Speed-limit Sign Recognition Using Convolutional Neural Network Based on Random Forest) 80.. BRF C1~S2 8.. 1. 2 CNN GTSRB (German Traffic Sign Recognition Benchmark) [21].](/docs-images/82/86423242/images/8-1.jpg "GTSRB 30. 15 15 180 180, 51,883 13,490,,,. GTSRB 20, 30, 50, 60, 70, 80, 100, 120 8. 1. GTSRB Table 1.")
8 2 : (EunJu Lee et al.: Speed-limit Sign Recognition Using Convolutional Neural Network Based on Random Forest) 80.. BRF C1~S CNN GTSRB (German Traffic Sign Recognition Benchmark) [21]. GTSRB , 51,883 13,490,,,. GTSRB 20, 30, 50, 60, 70, 80, 100, GTSRB Table 1. GTSRB Dataset Specification GTSRB Data Resolution of speed limit signs Number of signs Image Training set ~ Fig. 8. Speed-limit sign classification using Random forest Test set ~
9 (JBE Vol. 20, No. 6, November 2015) CNN GPU CPU CPU. Intel i7 CPU 3.6GHZ 32GB Windows 7 64 R2010a CNN Table 2 Comparison of speed-limit sign recognition according to the preprocessing Preprocessing method Average precision original image histogram equalization histogram stretching 85.73% 79.75% 91.2% 5.47%, (Histogram equalization) 11.45% ,490 12,550, 940, CNN. C1 0~ CNN S2. 2 CNN (2CNN), 3. (2CNN+RF) Multi-layer Perceptron (2CNN+MLP) Support Vector Machine (2CNN+SVM) 9. (a) (b) (c) Fig. 9. Comparison of image pre-processing result (a) original image (b) histogram equalization (c) histogram stretching Precision. 91.2% 2CNN+SVM 5.2%, 2CNN+MLP 1.3%., 20, 30,
10 2 : (EunJu Lee et al.: Speed-limit Sign Recognition Using Convolutional Neural Network Based on Random Forest) 10. Fig. 10, Result of performance comparison 50, 60, 80, % Precision., % precision precision. 2CNN+MLP % 100%. Penalty( value)=5, variance( )=1 RBF(Radial Basis Function) 2CNN+SVM CPU ms, 2CNN+MLP 0.3ms, 2CNN+SVM 2.46ms., SVM,. 2CNN+SVM. IV.,,,,, 2 Randomly-CNN.,. CNN
11 (JBE Vol. 20, No. 6, November 2015) CNN. CNN.,.,.,. Spatial Pyramid Pooling(SPP), CNN. (References) [1] L. Kwangyoung, K. Seunggyu and B. Hyeran, Real-time Traffic Sign Detection using Color and Shape Feature, Korea Computer Congress 2012, Vol 39, No 1. pp , June, [2] G. J. L. Lawrence, B. J. Hardy, J. A. Carroll, W. M. S. Donaldson, C. Visvikis and D. A. Peel, A study on the feasibility of measures relating to the protection of pedestrians and other vulnerable road users, Final Tech. Report, TRL. Limited, pp. 206, June, [3] N. Dalal and B. Triggs, Histograms of oriented gradients for human detection, IEEE Con. Computer Vision and Pattern Recognition, vol. 1, pp , [4] N. Barnes, A. Zelinsky and L. Fletcher, Real-time speed sign detection using the radial symmetry detector, IEEE Trans. Intelligent Transportation Systems, Vol. 9, No. 2, pp , [5] S. Maldonado-Bascon, S. Lafuente-Arroyo, P. Gil-Jimenez, H. Gomez-Moreno and F. Lopez -Ferreras, Road-Sign Detection and Recognition Based on Support Vector Machines, IEEE Tran. Intelligent Transportation Systems, Vol. 8, No. 2, pp , June, [6] Y. Aoyagi and T. Asakura, A Study on Traffic Sign Recognition in Scene Image Using Genetic Algorithms and Neural Networks, IEEE Int. Conf. Industrial Electronics, Control, and Instrumentation, Vol. 3, pp , Aug [7] G. JaWon, H. MinCheol, K. Byoung Chul and N. Jae-Yeal, Real-time Speed-Limit Sign Detection and Recognition using Spatial Pyramid Feature and Boosted Random Forest, 12th International Conference on Image Analysis and Recognition, pp , July, [8] M. Mathias, R. Timofte, R. Benenson and L.V. Gool, Traffic sign recognition How far are we from the solution?, IEEE Int. Con. Neural Networks, pp. 1-8, [9] N. Barnes, A Zelinsky and L.S. Fletcher, Real-time speed sign detection using the radial symmetry detector, IEEE Trans. Intelligent Transportation Systems, pp , [10] Y. Aoyagi and T. Asakura. Detection and recognition of traffic sign in scene image using genetic algorithms and neural networks., SICE-ANNUAL CONF. pp , [11] Y. Jia, E. Shelhamer, J. Donahue, S. Karayev, J. Long, R. Girshick and T. Darrell, Caffe: Convolutional architecture for fast feature embedding, in Proceedings of the ACM International Conference on Multimedia, pp , November, [12] Y. LeCun, C. Cortes and C.J. Burges, The MNIST database of handwritten digits, [13] Y. LeCun, L. Bottou, Y. Bengio and P. Haffner, Gradient-based learning applied to document recognition, in Proceedings of the IEEE, pp , [14] P. Sermanet, Y. LeCun, Traffic sign recognition with multi-scale convolutional networks, IEEE Int. Conf. Neural Networks, pp , [15] A. de la Escalera, J. Armingol, J. Pastor and F. Rodriguez, Visual Sign Information Extraction and Identification by Deformable Models for Intelligent Vehicles, IEEE Tran. Intelligent Transportation Systems, Vol. 5, No. 2, pp , June, [16] D.S. Kang, N.C. Griswold and N. Kehtarnavaz, An invariant traffic sign recognition system based on sequential color processing and geometrical transformation, Proc of IEEE Southwest Symposium on Image Analysis and Interpretation, pp , [17] X. Baro, S. Escalera, J. Vitria, O. Pujol and P. Radeva, Traffic Sign Recognition Using Evolutionary Adaboost Detection and Forest-ECOC Classification, IEEE Trans. Intelligent Transportation Systems, Vol. 10, No. 1, pp , Mar, [18] X. Glorot, A. Bordes and Y. Bengio, Deep sparse rectifier networks, in Proceedings of the 14th International Conference on Artificial
![2 : (EunJu Lee et al.: Speed-limit Sign Recognition Using Convolutional Neural Network Based on Random Forest) Intelligence and Statistics, Vol. 15, pp. 315-323, 2011. [19] K.](/docs-images/82/86423242/images/12-0.jpg "Kyungmin, H. Jungwoo and Z.")
12 2 : (EunJu Lee et al.: Speed-limit Sign Recognition Using Convolutional Neural Network Based on Random Forest) Intelligence and Statistics, Vol. 15, pp , [19] K. Kyungmin, H. Jungwoo and Z. Byoungtak, Character-based Subtitle Generation by Learning of Multimodal Concept Hierarchy from Cartoon Videos, Journal of korea Intelligent Information System Society, Vol. 42, No. 4, pp , [20] L. Breiman, Random Forests, Machine Learning, vol. 45, pp. 5-32, [21] J. Stallkamp, M.. Schlipsing, J. Salmen and C. Igel, The German traffic sign recognition benchmark: a multi-class classification competition, IEEE Conf. Neural Networks, pp , July, : () : ( ) : - ORCID : - : 년 : 경북대학교전자공학과졸업 ( 공학사 ) : ( ) : University of Texas at Arlington ( ) ~ : ~ : ~ : - ORCID : - :,, : () : ( ) : ( ) : : 9 ~ : - ORCID : - :,,
<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
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
2 : (Seungsoo Lee et al.: Generating a Reflectance Image from a Low-Light Image Using Convolutional Neural Network) (Regular Paper) 24 4, (JBE
2: (Seungsoo Lee et al.: Generating a Reflectance Image from a Low-Light Image Using Convolutional Neural Network) (Regular Paper) 24 4, 2019 7 (JBE Vol. 24, No. 4, July 2019) https://doi.org/10.5909/jbe.2019.24.4.623
(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
(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.2018.23.2.186 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a) Robust Online Object Tracking via Convolutional
(JBE Vol. 24, No. 2, March 2019) (Special Paper) 24 2, (JBE Vol. 24, No. 2, March 2019) ISSN
(Special Paper) 24 2, 2019 3 (JBE Vol. 24, No. 2, March 2019) https://doi.org/10.5909/jbe.2019.24.2.234 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) SIFT a), a), a), a) SIFT Image Feature Extraction
THE 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
08김현휘_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
<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,
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
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
(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
(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
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,
(JBE Vol. 22, No. 3, May 2017) (Special Paper) 22 3, (JBE Vol. 22, No. 3, May 2017) ISSN (O
(JBE Vol. 22, No. 3, May 2017) (Special Paper) 22 3, 2017 5 (JBE Vol. 22, No. 3, May 2017) https://doi.org/10.5909/jbe.2017.22.3.282 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a), a), a), a) Vehicle
6.24-9년 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
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
방송공학회논문지 제18권 제2호
방송공학회논문지 제 20권 6호 (2015년 11월) 특집논문 : 2015년 하계학술대회 좌장추천 우수논문 프레넬 회절을 이용한 디지털 홀로그램 암호화 알고리즘 새로운 광적응 효과 모델을 이용한 정교한 영상 화질 측정 민방위 경보 방송에 대한 정보 수용자 인식 연구 UHDTV 방송을 위한 공간 변조 다중 안테나 시스템 수신 성능 분석 홍보동영상 제작 서비스를
19_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
<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
2 : (Minsong Ki et al.: Lower Tail Light Learning-based Forward Vehicle Detection System Irrelevant to the Vehicle Types) (Regular) 21 4, (JBE
2 : (Minsong Ki et al.: Lower Tail Light Learning-based Forward Vehicle Detection System Irrelevant to the Vehicle Types) (Regular) 21 4, 2016 7 (JBE Vol. 21, No. 4, July 2016) http://dx.doi.org/10.5909/jbe.2016.21.4.609
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
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
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
°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
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)
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](/thumbs/92/110961789.jpg "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
THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Jul.; 29(7),
THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2018 Jul.; 29(7), 550 559. http://dx.doi.org/10.5515/kjkiees.2018.29.7.550 ISSN 1226-3133 (Print) ISSN 2288-226X (Online) Human
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
(JBE Vol. 20, No. 5, September 2015) (Special Paper) 20 5, (JBE Vol. 20, No. 5, September 2015) ISS
(Special Paper) 20 5, 2015 9 (JBE Vol. 20, No. 5, September 2015) http://dx.doi.org/10.5909/jbe.2015.20.5.676 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) 4 Light Field Dictionary Learning a), a) Dictionary
정보기술응용학회 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
Æ÷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
지능정보연구제 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
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
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
<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
김기남_ATDC2016_160620_[키노트].key
![김기남_ATDC2016_160620_[키노트].key](/thumbs/85/91488855.jpg "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
6 : (Gicheol Kim et al.: Object Tracking Method using Deep Learing and Kalman Filter) (Regular Paper) 24 3, (JBE Vol. 24, No. 3, May 2019) http
(Regular Paper) 24 3, 2019 5 (JBE Vol. 24, No. 3, May 2019) https://doi.org/10.5909/jbe.2019.24.3.495 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a), a), b), b), b), a) Object Tracking Method using
DBPIA-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
(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) 24 1, 2019 1 (JBE Vol. 24, No. 1, January 2019) https://doi.org/10.5909/jbe.2019.24.1.142 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a), b), a)
1 : 360 VR (Da-yoon Nam et al.: Color and Illumination Compensation Algorithm for 360 VR Panorama Image) (Special Paper) 24 1, (JBE Vol. 24, No
1: 360 VR (Da-yoon Nam et al.: Color and Illumination Compensation Algorithm for 360 VR Panorama Image) (Special Paper) 24 1, 2019 1 (JBE Vol. 24, No. 1, January 2019) https://doi.org/10.5909/jbe.2019.24.1.3
09구자용(489~500)
The Study on the Grid Size Regarding Spatial Interpolation for Local Climate Maps* Cha Yong Ku** Young Ho Shin*** Jae-Won Lee**** Hee-Soo Kim*****.,...,,,, Abstract : Recent global warming and abnormal
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
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
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
Problem New Case RETRIEVE Learned Case Retrieved Cases New Case RETAIN Tested/ Repaired Case Case-Base REVISE Solved Case REUSE Aamodt, A. and Plaza, E. (1994). Case-based reasoning; Foundational
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
4 : (Hyo-Jin Cho et al.: Audio High-Band Coding based on Autoencoder with Side Information) (Special Paper) 24 3, (JBE Vol. 24, No. 3, May 2019
4 : (Hyo-Jin Cho et al.: Audio High-Band Coding based on Autoencoder with Side Information) (Special Paper) 24 3, 2019 5 (JBE Vol. 24, No. 3, May 2019) https://doi.org/10.5909/jbe.2019.24.3.387 ISSN 2287-9137
(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,.](/thumbs/88/115635711.jpg "(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),
THE 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
,. 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](/thumbs/67/57222518.jpg ",. 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
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**,
박선영무선충전-내지
2013 Wireless Charge and NFC Technology Trend and Market Analysis 05 13 19 29 35 45 55 63 67 06 07 08 09 10 11 14 15 16 17 20 21 22 23 24 25 26 27 28 29 30 31 32 33 36 37 38 39 40
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
11 함범철.hwp
THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2012 Aug.; 23(8), 958 966. http://dx.doi.org/10.5515/kjkiees.2012.23.8.958 ISSN 1226-3133 (Print) LTCC Bluetooth/WiFi A Bluetooth/WiFi
3 Gas Champion : MBB : IBM BCS PO : 2 BBc : : /45
3 Gas Champion : MBB : IBM BCS PO : 2 BBc : : 20049 0/45 Define ~ Analyze Define VOB KBI R 250 O 2 2.2% CBR Gas Dome 1290 CTQ KCI VOC Measure Process Data USL Target LSL Mean Sample N StDev (Within) StDev
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*
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.; 27(6), 495 503. http://dx.doi.org/10.5515/kjkiees.2016.27.6.495 ISSN 1226-3133 (Print) ISSN 2288-226X (Online) Design
THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Mar.; 28(3),
THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 2017 Mar.; 28(3), 163 169. http://dx.doi.org/10.5515/kjkiees.2017.28.3.163 ISSN 1226-3133 (Print) ISSN 2288-226X (Online) PCB
DBPIA-NURIMEDIA
스테레오 비전을 이용한 실시간 인간형 로봇 궤적 추출 및 네비게이션 641 스테레오 비전을 이용한 실시간 인간형 로봇 궤적 추출 및 네비게이션 (Real-time Humanoid Robot Trajectory Estimation and Navigation with Stereo Vision) 박지환 조성호 (Jihwan Park) (Sungho Jo) 요 약
<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*
<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
(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
Ch 1 머신러닝 개요.pptx
Chapter 1. < > :,, 2017. Slides Prepared by,, Biointelligence Laboratory School of Computer Science and Engineering Seoul National University 1.1 3 1.2... 7 1.3 10 1.4 16 1.5 35 2 1 1.1 n,, n n Artificial
example code are examined in this stage The low pressure pressurizer reactor trip module of the Plant Protection System was programmed as subject for
2003 Development of the Software Generation Method using Model Driven Software Engineering Tool,,,,, Hoon-Seon Chang, Jae-Cheon Jung, Jae-Hack Kim Hee-Hwan Han, Do-Yeon Kim, Young-Woo Chang Wang Sik, Moon
<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
김경재 안현철 지능정보연구제 17 권제 4 호 2011 년 12 월
지능정보연구제 17 권제 4 호 2011 년 12 월 (pp.241~254) Support vector machines(svm),, CRM. SVM,,., SVM,,.,,. SVM, SVM. SVM.. * 2009() (NRF-2009-327- B00212). 지능정보연구제 17 권제 4 호 2011 년 12 월 김경재 안현철 지능정보연구제 17 권제 4 호
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
2 : (Jaeyoung Kim et al.: A Statistical Approach for Improving the Embedding Capacity of Block Matching based Image Steganography) (Regular Paper) 22
(Regular Paper) 22 5, 2017 9 (JBE Vol. 22, No. 5, September 2017) https://doi.org/10.5909/jbe.2017.22.5.643 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a), b) A Statistical Approach for Improving
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
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
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
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 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
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
<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
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)
Microsoft Word - 1-차우창.doc
Journal of the Ergonomics Society of Korea Vol. 28, No. 2 pp.1-8, May 2009 1 하이브리드 환경하의 인간기계시스템 제어실 평가에 관한 연구 차 우 창 김 남 철 금오공과대학교 산업시스템공학과 A Study of the Evaluation for the Control Room in Human Machine
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,
3. 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
<31372DB9DABAB4C8A32E687770>
김경환 박병호 충북대학교 도시공학과 (2010. 5. 27. 접수 / 2011. 11. 23. 채택) Developing the Traffic Severity by Type Kyung-Hwan Kim Byung Ho Park Department of Urban Engineering, Chungbuk National University (Received May
Gray level 변환 및 Arithmetic 연산을 사용한 영상 개선
Point Operation Histogram Modification 김성영교수 금오공과대학교 컴퓨터공학과 학습내용 HISTOGRAM HISTOGRAM MODIFICATION DETERMINING THRESHOLD IN THRESHOLDING 2 HISTOGRAM A simple datum that gives the number of pixels that a
THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Jul.; 27(7),
THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. 16 Jul.; 27(7), 64662. http://dx.doi.org/./kjkiees.16.27.7.646 ISSN 1226-3133 (Print)ISSN 2288-226 (Online) 2D Microwave Image
<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
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
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
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
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
44-4대지.07이영희532~
A Spatial Location Analysis of the First Shops of Foodservice Franchise in Seoul Metropolitan City Younghee Lee* 1 1 (R) 0 16 1 15 64 1 Abstract The foodservice franchise is preferred by the founders who
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),
05(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,
(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.2018.23.5.636 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a), a) The
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
표지
2 : Retinex (Regular Paper) 17 5, 2012 9 (JBE Vol. 17, No. 5, September 2012) http://dx.doi.org/10.5909/jbe.2012.17.5.851 ISSN 1226-7953(Print) Retinex a), b), c) Color Improvement of Retinex Image Using
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
PowerPoint 프레젠테이션
Visual Search At SK-Planet sk-planet Machine Intelligence Lab. 나상일 1. 개발배경 2. 첫접근방법 3. 개선된방법 A. Visual recognition technology B. Guided search C. Retrieval system 개발배경 개발배경 상품검색을좀더쉽게 Key-word 트렌치코트버튺벨트
RRH 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)
![RRH 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)](/thumbs/87/97276855.jpg "RRH 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
2 : HOG-SP (Myungwoo Lee et al.: Recognition of Symbolic Road Marking using HOG-SP and Improved Lane Detection) (Regular Paper) 21 1, (JBE Vol.
2 : HOG-SP (Myungwoo Lee et al.: Recognition of Symbolic Road Marking using HOG-SP and Improved Lane Detection) (Regular Paper) 21 1, 2016 1 (JBE Vol. 21, No. 1, January 2016) http://dx.doi.org/10.5909/jbe.2016.21.1.87
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
DBPIA-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
Æ÷Àå82š
Lee, Kyungbae (E-mail : kblee6078@ex.co.kr) Lee, Jaehoon (E-mail : ranian74@ex.co.kr) Sohn, Duecksu (E-mail : mgsds@ex.co.kr) Kwon, Soonmin (E-mail : soonmini2@ex.co.kr) ABSTRACT PURPOSES : The purpose