Suchergebnisse - Sparse denoised autoencoder
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Effective Flood prediction model based on Twitter Text and Image analysis using BMLP and SDAE-HHNN
ISSN: 0952-1976Veröffentlicht: Elsevier Ltd 01.08.2023Veröffentlicht in 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, 2153-1838Veröffentlicht: Berlin/Heidelberg Springer Berlin Heidelberg 01.10.2022Veröffentlicht in 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: 0957-4174Veröffentlicht: Elsevier Ltd 05.03.2025Veröffentlicht in 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, 1879-0534Veröffentlicht: United States Elsevier Ltd 01.04.2025Veröffentlicht in 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, 2473-4209Veröffentlicht: United States 01.12.2023Veröffentlicht in 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, 1558-1748Veröffentlicht: New York IEEE 01.03.2021Veröffentlicht in 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: 2331-8422Veröffentlicht: Ithaca Cornell University Library, arXiv.org 05.03.2023Veröffentlicht in 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, 1557-9662Veröffentlicht: New York IEEE 2025Veröffentlicht in 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, 1751-8792Veröffentlicht: Wiley 01.08.2021Veröffentlicht in 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, 1546-2226Veröffentlicht: Henderson Tech Science Press 2022Veröffentlicht in 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, 1873-6769Veröffentlicht: Elsevier Ltd 01.03.2019Veröffentlicht in 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: 2160-7516Veröffentlicht: IEEE 01.06.2020Veröffentlicht in 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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Seismic noise attenuation by signal reconstruction: an unsupervised machine learning approach
ISSN: 0016-8025, 1365-2478Veröffentlicht: Houten Wiley Subscription Services, Inc 01.06.2021Veröffentlicht in 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: 2643-6175Veröffentlicht: IEEE 16.10.2023Veröffentlicht in 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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Sparsity Based Autoencoders for Denoising Cluttered Radar Signatures
ISSN: 2331-8422Veröffentlicht: Ithaca Cornell University Library, arXiv.org 29.01.2021Veröffentlicht in 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, 2153-2648Veröffentlicht: 06.10.2025Veröffentlicht in 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, 9781369772326Veröffentlicht: 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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COVID-19 CT image denoising algorithm based on adaptive threshold and optimized weighted median filter
ISSN: 1746-8094, 1746-8108, 1746-8094Veröffentlicht: England Elsevier Ltd 01.05.2022Veröffentlicht in 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, 1751-8830Veröffentlicht: Wiley 01.07.2023Veröffentlicht in 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, 1687998396Veröffentlicht: 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

