Výsledky vyhledávání - denoising autoencoder optical images
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A Deep Convolutional Coupling Network for Change Detection Based on Heterogeneous Optical and Radar Images
ISSN: 2162-237X, 2162-2388Vydáno: United States IEEE 01.03.2018Vydáno v IEEE transaction on neural networks and learning systems (01.03.2018)“…We propose an unsupervised deep convolutional coupling network for change detection based on two heterogeneous images acquired by optical sensors and radars on different dates…”
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Research on Reconstruction Method of Occluded Micro-Expressions Based on Quantized Denoising Autoencoder
ISSN: 1000-3428Vydáno: Editorial Office of Computer Engineering 15.05.2025Vydáno v Ji suan ji gong cheng (15.05.2025)“… in achieving precise texture reconstruction. In addition, the models used in such reconstruction methods often involve symmetric autoencoders based on U-Net and Generative Adversarial Networks (GAN…”
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Autoencoder Image Denoising to Increase Optical Character Recognition Performance in Text Conversion
Vydáno: IEEE 23.11.2022Vydáno v 2022 International Conference on Advanced Creative Networks and Intelligent Systems (ICACNIS) (23.11.2022)“… Our research aims to build an autoencoder for denoising text images and evaluate the OCR's performance in converting the denoised image into text…”
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Retinal Optical Coherence Tomography Image Denoising using Convolutional Autoencoder
ISSN: 2473-7674Vydáno: IEEE 06.07.2023Vydáno v International Conference on Computing, Communication, and Networking Technologies (Online) (06.07.2023)“… In this paper, we present convolutional autoencoder (CAE) architecture for denoising retinal OCT images that incorporates an encoder and a decoder…”
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All‐Optical Autoencoder Machine Learning Framework Using Linear Diffractive Processors
ISSN: 1863-8880, 1863-8899Vydáno: Weinheim Wiley Subscription Services, Inc 01.08.2025Vydáno v Laser & photonics reviews (01.08.2025)“… capabilities and multifunctional integration of D2NNs. Here, an all‐optical autoencoder (OAE) framework is proposed that linearly encodes the input wavefield into a prior shape distribution in the diffractive latent space…”
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Denoising Autoencoder Self-Organizing Map (DASOM)
ISSN: 0893-6080, 1879-2782, 1879-2782Vydáno: United States Elsevier Ltd 01.09.2018Vydáno v Neural networks (01.09.2018)“… A fundamental approach is the use of higher-level representations devised by restricted Boltzmann machines and (denoising) autoencoders…”
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Image processing with Optical matrix vector multipliers implemented for encoding and decoding tasks
ISSN: 2047-7538, 2095-5545, 2047-7538Vydáno: London Nature Publishing Group UK 22.07.2025Vydáno v Light, science & applications (22.07.2025)“… Furthermore, our approach supports noise reduction and optical image generation, enabling models such as denoising autoencoders, variational autoencoders, and generative adversarial networks…”
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SDCA: a novel stack deep convolutional autoencoder – an application on retinal image denoising
ISSN: 1751-9659, 1751-9667Vydáno: The Institution of Engineering and Technology 12.12.2019Vydáno v IET image processing (12.12.2019)“… This study represents a deep learning based approach to denoising images and restoring features using stack denoising convolutional autoencoder…”
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Signal‐to‐noise ratio enhancement for Raman spectra based on optimized Raman spectrometer and convolutional denoising autoencoder
ISSN: 0377-0486, 1097-4555Vydáno: Bognor Regis Wiley Subscription Services, Inc 01.04.2021Vydáno v Journal of Raman spectroscopy (01.04.2021)“…‐the‐shelf cylindrical lens. On the other side of the algorithm, a relevant automatic denoising method of convolutional denoising autoencoder (CDAE…”
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Point spread function modelling for wide-field small-aperture telescopes with a denoising autoencoder
ISSN: 0035-8711, 1365-2966Vydáno: Oxford University Press 01.03.2020Vydáno v Monthly notices of the Royal Astronomical Society (01.03.2020)“… In this paper, we propose the use of a denoising autoencoder, a type of deep neural network, to model the point spread function of wide-field small-aperture telescopes…”
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Denoising Letter Images from Scanned Invoices Using Stacked Autoencoders
ISSN: 1546-2226, 1546-2218, 1546-2226Vydáno: Henderson Tech Science Press 2022Vydáno v Computers, materials & continua (2022)“… This affects the OCR (optical character recognition) detection accuracy. In this paper, letter data obtained from images of invoices are denoised using a modified autoencoder based deep learning method…”
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Contrast sensitivity functions in autoencoders
ISSN: 1534-7362, 1534-7362Vydáno: United States The Association for Research in Vision and Ophthalmology 19.05.2022Vydáno v Journal of vision (Charlottesville, Va.) (19.05.2022)“…Three decades ago, Atick et al. suggested that human frequency sensitivity may emerge from the enhancement required for a more efficient analysis of retinal images…”
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Photodiagnosis with deep learning: A GAN and autoencoder-based approach for diabetic retinopathy detection
ISSN: 1572-1000, 1873-1597, 1873-1597Vydáno: Netherlands Elsevier B.V 01.06.2025Vydáno v Photodiagnosis and photodynamic therapy (01.06.2025)“…•The dual-stage enhancement combining GANs and denoising autoencoders ensures high-quality synthetic and original retinal images by reducing noise and improving image clarity, thus delivering superior…”
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A Novel Stacked Denoising Autoencoder-Based Reconstruction Framework for Cerenkov Luminescence Tomography
ISSN: 2169-3536, 2169-3536Vydáno: Piscataway IEEE 2019Vydáno v IEEE access (2019)“… Here, we proposed a novel reconstruction framework based on stacking denoising autoencoders (SDAE…”
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Transformer enhanced autoencoder rendering cleaning of noisy optical coherence tomography images
ISSN: 2329-4302Vydáno: United States 01.05.2024Vydáno v Journal of medical imaging (Bellingham, Wash.) (01.05.2024)“… In this work, a region-based, deep-learning, denoising framework is proposed for adaptive cleaning of noisy OCT-acquired images…”
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Denoising-driven information extraction network (DENet) for Brillouin optical time-domain analyzer
ISSN: 0263-2241Vydáno: Elsevier Ltd 01.12.2025Vydáno v Measurement : journal of the International Measurement Confederation (01.12.2025)“…•DENet integrates denoising and information extraction for BOTDA, enabling real-time processing…”
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Autoencoder-based dense denoiser and block-based wiener filter for noise reduction of optical coherence tomography
ISSN: 0045-7906Vydáno: Elsevier Ltd 01.05.2023Vydáno v Computers & electrical engineering (01.05.2023)“…•Optical coherence tomography, an imaging modality used for diagnosis of retinal diseases…”
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Offline Urdu Nastaleeq Optical Character Recognition Based on Stacked Denoising Autoencoder
ISSN: 1673-5447Vydáno: China Institute of Communications 2017Vydáno v China communications (2017)“… Most of the prevalent Urdu Nastaleeq test recognition was trained and tested on small sets. This paper proposes the use of stacked denoising autoencoder for automatic feature extraction directly from raw pixel values of ligature images…”
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An Unsupervised-Learning-Based Approach for Automated Defect Inspection on Textured Surfaces
ISSN: 0018-9456, 1557-9662Vydáno: New York IEEE 01.06.2018Vydáno v IEEE transactions on instrumentation and measurement (01.06.2018)“… This approach is carried out by reconstructing image patches with convolutional denoising autoencoder networks at different Gaussian pyramid levels, and synthesizing detection results…”
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Semisupervised learning using denoising autoencoders for brain lesion detection and segmentation
ISSN: 2329-4302Vydáno: United States 01.10.2017Vydáno v Journal of medical imaging (Bellingham, Wash.) (01.10.2017)“…The work explores the use of denoising autoencoders (DAEs) for brain lesion detection, segmentation, and false-positive reduction…”
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