지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전기학회 Journal of Electrical Engineering & Technology Journal of Electrical Engineering & Technology Vol.10 No.2
- 발행연도
- 2015.3
- 수록면
- 699 - 707 (9page)
이용수
초록· 키워드
오류제보하기
Although digit character recognition has got a significant improvement in recent years, it is still challenging to achieve satisfied result if the data contains an amount of distracting factors. This paper proposes a novel digit character recognition approach using a multi-layer hierarchical model, Hybrid Restricted Boltzmann Machines (HRBMs), which allows the learning architecture to be robust to background distracting factors. The insight behind the proposed model is that useful high-level features appear more frequently than distracting factors during learning, thus the high-level features can be decompose into hybrid hierarchical structures by using only small label information. In order to extract robust and compact features, a stochastic 0-1 layer is employed, which enables the model’s hidden nodes to independently capture the useful character features during training. Experiments on the variations of Mixed National Institute of Standards and Technology (MNIST) dataset show that improvements of the multi-layer hierarchical model can be achieved by the proposed method. Finally, the paper shows the proposed technique which is used in a real-world application, where it is able to identify digit characters under various complex background images.
목차
Abstract
1. Introduction
2. Model Description
3. Experiments and Results
4. Conclusion
References
참고문헌 (22)
참고문헌 신청
1. [학술지(정기간행물)] - R. G. J. Wijnhoven / 2011 / Identity Verification Using Computer Vision for Automatic Garage Door Opening / IEEE Transactions Consumer Electron 57 (2) : 906 ~ 914
2. [학술지(정기간행물)] - N. Y. Lee / 2003 / Digital Signature with a Threshold Subliminal Channel / IEEE Transactions Consumer Electron 49 (4) : 1240 ~ 1242
3. [학술지(정기간행물)] - K. S. Yildirim / 2007 / Design and Implementation of a Software Presenting Information in DVB Subtitles in Various Forms / IEEE Transactions Consumer Electron 53 (4) : 1656 ~ 1660
4. [학술지(정기간행물)] - S. D. Choi / 2012 / 3D Stroke Reconstruction and Cursive Script Recognition with Magnetometeraided Inertial Measurement Unit / IEEE Transactions Consumer Electron 58 (2) : 661 ~ 669
5. [학술대회논문] - Muhammad Suhail Akhtar / 2013 / Handwritten Digit Recognition through Wavelet Decomposition and Wavelet Packet Decomposition / Proc. IEEE International Conference on Digital Information Management : 143 ~ 148
2. [학술지(정기간행물)] - N. Y. Lee / 2003 / Digital Signature with a Threshold Subliminal Channel / IEEE Transactions Consumer Electron 49 (4) : 1240 ~ 1242
3. [학술지(정기간행물)] - K. S. Yildirim / 2007 / Design and Implementation of a Software Presenting Information in DVB Subtitles in Various Forms / IEEE Transactions Consumer Electron 53 (4) : 1656 ~ 1660
4. [학술지(정기간행물)] - S. D. Choi / 2012 / 3D Stroke Reconstruction and Cursive Script Recognition with Magnetometeraided Inertial Measurement Unit / IEEE Transactions Consumer Electron 58 (2) : 661 ~ 669
5. [학술대회논문] - Muhammad Suhail Akhtar / 2013 / Handwritten Digit Recognition through Wavelet Decomposition and Wavelet Packet Decomposition / Proc. IEEE International Conference on Digital Information Management : 143 ~ 148
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
회전변환을 이용한 필기체 숫자인식의 성능 향상 연구
대한전자공학회 학술대회
2015 .06
-
Image-based Meter Digit Recognition
INTERNATIONAL CONFERENCE ON FUTURE INFORMATION & COMMUNICATION ENGINEERING
2019 .06
-
방사형 기저함수 신경회로망 기반 숫자 인식 시스템의 설계 : 전처리 알고리즘을 이용한 인식성능의 비교연구
전기학회논문지
2017 .02
-
Lightweight CNN based Meter Digit Recognition
센서학회지
2021 .01
-
Can a Language Model Generate π Digits?
한국통신학회 학술대회논문집
2024 .11
-
Edge-Coordinated On-Device Learning for Personalized Intelligent Digits Recognition
한국정보과학회 학술발표논문집
2020 .12
-
CPgraph를 이용한 숫자열 영상에서 숫자 분할
한국정보통신학회논문지
2019 .09
-
Digit Classification and Image Reconstruction using Neural Signal
대한인간공학회 학술대회논문집
2019 .10
-
간접 기울어짐 보정을 이용한 기울어진 수기 숫자의 분류
한국정보통신학회논문지
2023 .12
-
Comparisons of Deep Learning Algorithms for MNIST in Real-Time Environment
INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS
2018 .06
-
Detection of Distracted State Based on Head Posture and Facial Expression
제어로봇시스템학회 국제학술대회 논문집
2019 .10
-
A Service Composition using Hierarchical Model in Multiple Service Environment
멀티미디어학회논문지
2015 .09
-
Optimum growth condition and electrical properties of CuGa0.5In0.5Se₂:Co(0.5 wt %) single crystal thin film for solar cell using hot wall epitaxy method
한국태양에너지학회 학술대회논문집
2017 .04
-
다중시점기반 강인한 얼굴인식기법
대한전자공학회 학술대회
2015 .06
-
YOLO와 CRNN을 사용한 전기 계량기 이미지에서의 카운터 숫자 인식
전기학회논문지
2021 .01
-
한국어 소설에서 주요 인물명 인식 기법
한국정보전자통신기술학회 논문지
2016 .02
-
농구 전광판 동영상에서의 의사결정 트리 기반 숫자 인식
한국통신학회논문지
2017 .11
-
Handwriting Thai Digit Recognition Using Convolution Neural Networks
한국정보통신학회 종합학술대회 논문집
2021 .05
-
A Two-Stage Framework for Small Character Detection in the Manufacturing Industry
제어로봇시스템학회 국제학술대회 논문집
2024 .10
-
기하학 특징 기반 숫자 인식 인공 신경망
한국통신학회 인공지능 학술대회 논문집
2023 .09
이 논문의 저자 정보
이 논문과 함께 이용한 논문
최근 본 자료
댓글(0)
0
UCI(KEPA) : I410-ECN-0101-2016-560-001248764