Výsledky vyhledávání - Sparse denoised autoencoder
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Effective Flood prediction model based on Twitter Text and Image analysis using BMLP and SDAE-HHNN
ISSN: 0952-1976Vydáno: Elsevier Ltd 01.08.2023Vydáno v Engineering applications of artificial intelligence (01.08.2023)“…In recent years, social media platforms such as Twitter have garnered a lot of interest as a new source of text data for quick flood awareness and effective…”
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Denoised Internal Models: A Brain-inspired Autoencoder Against Adversarial Attacks
ISSN: 2731-538X, 2153-182X, 2731-5398, 2153-1838Vydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.10.2022Vydáno v Machine Intelligence Research (01.10.2022)“… Inspired by recent advances in brain science, we propose the denoised internal models (DIM), a novel generative autoencoder-based model to tackle this challenge…”
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Improving brain MRI denoising using convolutional AutoEncoder and sparse representations
ISSN: 0957-4174Vydáno: Elsevier Ltd 05.03.2025Vydáno v Expert systems with applications (05.03.2025)“… However, noise often degrades image quality, leading to inaccurate diagnoses. To address this issue, a Convolutional AutoEncoder-based Orthogonal Matching Pursuit (CAE-OMP…”
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A denoising method for ECG signals based on CEEMDAN-TSO and stacked sparse autoencoders
ISSN: 0010-4825, 1879-0534, 1879-0534Vydáno: United States Elsevier Ltd 01.04.2025Vydáno v Computers in biology and medicine (01.04.2025)“…), Tuna Swarm Optimization (TSO), and Stacked Sparse Autoencoder (SSAE), named CEEMDAN-TSO-SSAE…”
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Denoising magnetic resonance spectroscopy (MRS) data using stacked autoencoder for improving signal‐to‐noise ratio and speed of MRS
ISSN: 0094-2405, 2473-4209, 2473-4209Vydáno: United States 01.12.2023Vydáno v Medical physics (Lancaster) (01.12.2023)“…Background While magnetic resonance imaging (MRI) provides high resolution anatomical images with sharp soft tissue contrast, magnetic resonance spectroscopy…”
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Denoising Autoencoder Aided Spectrum Reconstruction for Colloidal Quantum Dot Spectrometers
ISSN: 1530-437X, 1558-1748Vydáno: New York IEEE 01.03.2021Vydáno v IEEE sensors journal (01.03.2021)“… Specifically, we employ a denoising autoencoder, a machine-learning approach, to reduce noise in the filters' raw measurements before performing the reconstruction…”
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Denoised Internal Models: a Brain-Inspired Autoencoder against Adversarial Attacks
ISSN: 2331-8422Vydáno: Ithaca Cornell University Library, arXiv.org 05.03.2023Vydáno v arXiv.org (05.03.2023)“… Inspired by recent advances in brain science, we propose the Denoised Internal Models (DIM), a novel generative autoencoder-based model to tackle this challenge…”
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A High-Generalization Variational Denoising Autoencoder for Micronewton Thrust Signal Noise Removal and Step Reconstruction
ISSN: 0018-9456, 1557-9662Vydáno: New York IEEE 2025Vydáno v IEEE transactions on instrumentation and measurement (2025)“… In this study, we have developed a novel generative denoising method, named variational denoising autoencoder (VDAE…”
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Sparsity‐based autoencoders for denoising cluttered radar signatures
ISSN: 1751-8784, 1751-8792Vydáno: Wiley 01.08.2021Vydáno v IET radar, sonar & navigation (01.08.2021)“…‐dependent and target‐independent static and dynamic clutter arising from walls. A stacked and sparse denoising autoencoder (StackedSDAE…”
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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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Multi-lead model-based ECG signal denoising by guided filter
ISSN: 0952-1976, 1873-6769Vydáno: Elsevier Ltd 01.03.2019Vydáno v Engineering applications of artificial intelligence (01.03.2019)“… For each person, a patient-specific statistical model will be constructed by sparse autoencoder (SAE…”
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Unsupervised Real Image Super-Resolution via Generative Variational AutoEncoder
ISSN: 2160-7516Vydáno: IEEE 01.06.2020Vydáno v IEEE Computer Society Conference on Computer Vision and Pattern Recognition workshops (01.06.2020)“… Given that real images contain various noise and artifacts, we propose a joint image denoising and super-resolution model via Variational AutoEncoder…”
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Konferenční příspěvek -
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Seismic noise attenuation by signal reconstruction: an unsupervised machine learning approach
ISSN: 0016-8025, 1365-2478Vydáno: Houten Wiley Subscription Services, Inc 01.06.2021Vydáno v Geophysical Prospecting (01.06.2021)“…ABSTRACT Random noise attenuation is an essential step in seismic data processing for improving seismic data quality and signal‐to‐noise ratio. We adopt an…”
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Data-Driven OTFS Channel Estimation Based on Gated Recurrent Convolutional Autoencoder
ISSN: 2643-6175Vydáno: IEEE 16.10.2023Vydáno v International Symposium on Communications and Information Technologies (Online) (16.10.2023)“… Due to sparse representation of the delay-Doppler (DD) domain, the related channel information can be estimated by means of the embedded pilot technique…”
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Konferenční příspěvek -
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Sparsity Based Autoencoders for Denoising Cluttered Radar Signatures
ISSN: 2331-8422Vydáno: Ithaca Cornell University Library, arXiv.org 29.01.2021Vydáno v arXiv.org (29.01.2021)“… A stacked and sparse denoising autoencoder (StackedSDAE) is proposed for mitigating wall clutter in indoor radar images…”
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Bearing Remaining Useful Life Prediction based on TSDAE and Pathformer-TCLSTM
ISSN: 2153-2648, 2153-2648Vydáno: 06.10.2025Vydáno v International journal of prognostics and health management (06.10.2025)“… To address these problems, this paper proposes a RUL prediction approach mainly based on temporal sparse denoising autoencoders (TSDAE…”
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A Robust Speaker Identification Algorithm Based On Atomic Decomposition and Sparse Redundant Dictionary Learning
ISBN: 1369772327, 9781369772326Vydáno: ProQuest Dissertations & Theses 01.01.2016“…Speaker identification is performed in high additive white Gaussian noise environments by processing sounds as images in the time-frequency plane. The…”
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Dissertation -
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COVID-19 CT image denoising algorithm based on adaptive threshold and optimized weighted median filter
ISSN: 1746-8094, 1746-8108, 1746-8094Vydáno: England Elsevier Ltd 01.05.2022Vydáno v Biomedical signal processing and control (01.05.2022)“…CT image of COVID-19 is disturbed by impulse noise during transmission and acquisition. Aiming at the problem that the early lesions of COVID-19 are not…”
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A comparative case study between shallow and deep neural networks in induction motor's fault diagnosis
ISSN: 1751-8822, 1751-8830Vydáno: Wiley 01.07.2023Vydáno v IET science, measurement & technology (01.07.2023)“…‐pump dry running disturbances is investigated. Easily available three‐phase electrical current signals are denoised using independent component analysis, and then the…”
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Improved PET Image Reconstruction Using Machine Learning Techniques
ISBN: 9781687998392, 1687998396Vydáno: ProQuest Dissertations & Theses 01.01.2019“…) regularizers may not distinguish true edges from noise in practice. We propose to use a superior denoiser, dictionary learning based sparse representation…”
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Dissertation

