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
- 발행연도
- 2024.10
- 수록면
- 463 - 471 (9page)
이용수
초록· 키워드
오류제보하기
Multimode fibers (MMFs) possess high information throughput and small core diameter, making them highly promising for applications such as endoscopy and communication. However, modal dispersion hinders the direct use of MMFs for image transmission. By training neural networks on time-series waveforms collected from MMFs it is possible to reconstruct images, transforming blurred speckle patterns into recognizable images. This paper proposes a fully convolutional neural-network model, MSMDFNet, for image restoration in MMFs. The network employs an encoder-decoder architecture, integrating multiscale convolutional modules in the decoding layers to enhance the receptive field for feature extraction. Additionally, attention mechanisms are incorporated from both spatial and channel dimensions, to improve the network’s feature-perception capabilities. The algorithm demonstrates excellent performance on MNIST and Fashion-MNIST datasets collected through MMFs, showing significant improvements in various metrics such as SSIM.
목차
I. INTRODUCTION
II. PRINCIPLES
III. RESULTS AND ANALYSIS
IV. CONCLUSION
REFERENCES
참고문헌 (0)
참고문헌 신청함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Investigation of the Characteristics of Air Pollutant Dispersions over Ulsan Metropolitan Area by Multi-Model Framework (MMF)
한국대기환경학회 학술대회논문집
2017 .11
-
매실(Prunus mume) 메탄올 분획물의 처리에 따른 인체 전립선암세포 LNCaP의 apoptosis 유도 효과
생명과학회지
2021 .03
-
A Study on Intrusion Detection Using Deep Learning-based Weight Measurement with Multimode Fiber Speckle Patterns
Current Optics and Photonics
2024 .10
-
실험계획법(DOE)를 활용한 단일모드-멀티모드 광섬유 간 접속조건 최적화
새물리
2023 .10
-
매실 분획물에 의한 인체 대장암세포 억제 효과
생명과학회지
2019 .11
-
Deep Learning: High-quality Imaging through Multicore Fiber
Current Optics and Photonics
2020 .08
-
Beginner's guide to neural networks for the MNIST dataset using MATLAB
한국수학논문집
2018 .01
-
Multi-scale Dilated Attention-based Generative Adversarial Network for Infrared and Visible Image Fusion
Current Optics and Photonics
2025 .04
-
Structural Study of Monomethyl Fumarate-Bound Human GAPDH
Molecules and Cells
2019 .01
-
Introduction to convolutional neural network using Keras; an understanding from a statistician
CSAM(Communications for Statistical Applications and Methods)
2019 .11
-
Image Reconstruction Method for Photonic Integrated Interferometric Imaging Based on Deep Learning
Current Optics and Photonics
2024 .08
-
GRAYSCALE IMAGE COLORIZATION USING A CONVOLUTIONAL NEURAL NETWORK
JOURNAL OF THE KOREAN SOCIETY FOR INDUSTRIAL AND APPLIED MATHEMATICS
2021 .06
-
Ghost Imaging with Different Speckle Sizes of Thermal Light
Current Optics and Photonics
2016 .02
-
Ganodermanontriol Suppresses the Progression of Lung Adenocarcinoma by Activating CES2 to Enhance the Metabolism of Mycophenolate Mofetil
Journal of Microbiology and Biotechnology
2024 .02
-
Half mJ Supercontinuum Generation in a Telecommunication Multimode Fiber by a Q-switched Tm, Ho:YVO4 Laser
Current Optics and Photonics
2015 .02
-
Tutorial and applications of convolutional neural network models in image classification
한국데이터정보과학회지
2022 .05
-
Two-dimensional attention-based multi-input LSTM for time series prediction
CSAM(Communications for Statistical Applications and Methods)
2021 .01
-
How to identify fake images? : Multiscale methods vs. Sherlock Holmes
CSAM(Communications for Statistical Applications and Methods)
2021 .11
-
Automatic Registration between EO and IR Images of KOMPSAT-3A Using Block-based Image Matching
대한원격탐사학회지
2020 .01
-
CNN 인공지능을 이용한 서울 지역의 PM10 예측 모델 개발
한국기상학회 학술대회 논문집
2018 .10
최근 본 자료
댓글(0)
0