Search Results - compressed autoencoder
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High-precision detection of dibutyl hydroxytoluene in edible oil via convolutional autoencoder compressed Fourier-transform near-infrared spectroscopy
ISSN: 0956-7135Published: Elsevier Ltd 01.01.2025Published in Food control (01.01.2025)“… In this study, a pioneering detection approach involving the use of a one-dimensional convolutional autoencoder (1D-CAE…”
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Orthogonal features-based EEG signal denoising using fractionally compressed autoencoder
ISSN: 0165-1684, 1872-7557Published: Elsevier B.V 01.11.2021Published in Signal processing (01.11.2021)“…•We introduce a fractionally based compressed auto-encoder to address the problem of EEG Signal denoising…”
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CAFNet: Compressed Autoencoder-based Federated Network for Anomaly Detection
ISSN: 2155-7586Published: IEEE 30.10.2023Published in MILCOM IEEE Military Communications Conference (30.10.2023)“… In this work, we propose a Compressed Autoencoder-based Federated Network (CAFNet) framework for network anomaly detection to deal with the labeled data scarcity…”
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Cross-Modal Contrastive Masked AutoEncoder for Compressed Video Pre-Training
ISSN: 1057-7149, 1941-0042, 1941-0042Published: United States IEEE 01.01.2025Published in IEEE transactions on image processing (01.01.2025)“…In this paper, we propose a novel Transformer based approach, namely Cross-modal Contrastive Masked AutoEncoder (C2MAE…”
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A sparse autoencoder compressed sensing method for acquiring the pressure array information of clothing
ISSN: 0925-2312, 1872-8286Published: Elsevier B.V 31.01.2018Published in Neurocomputing (Amsterdam) (31.01.2018)“…In this paper, we integrate some ideas of sparse autoencoder of deep learning into compressed sensing (CS…”
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A Light-Weight and Robust Tensor Convolutional Autoencoder for Anomaly Detection
ISSN: 1041-4347, 1558-2191Published: IEEE 01.09.2024Published in IEEE transactions on knowledge and data engineering (01.09.2024)“…-linear feature in the data. To address the issues, we propose a Robust Tensor Convolutional Autoencoder (RTCAE…”
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Masked autoencoder for highly compressed single-pixel imaging
ISSN: 1539-4794, 1539-4794Published: 15.08.2023Published in Optics letters (15.08.2023)“…, we report a highly compressed single-pixel imaging technique with a decreased sampling ratio. This technique superimposes an occluded mask onto modulation patterns, realizing that only the unmasked region of the scene is modulated and acquired…”
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Intelligent bearing fault diagnosis based on Teager energy operator demodulation and multiscale compressed sensing deep autoencoder
ISSN: 0263-2241, 1873-412XPublished: London Elsevier Ltd 01.07.2021Published in Measurement : journal of the International Measurement Confederation (01.07.2021)“…Accurate fault diagnosis is essential to ensure the stability and reliability of machine systems. Deep learning (DL) techniques have demonstrated potential in…”
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Constrained Autoencoder-Based Pulse Compressed Thermal Wave Imaging for Sub-Surface Defect Detection
ISSN: 1530-437X, 1558-1748Published: New York IEEE 15.09.2022Published in IEEE sensors journal (15.09.2022)“… Pulse compressed favourable thermal wave imaging is one of the widely used non-destructive testing techniques due to its excellent noise rejection capabilities…”
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A radar emitter structural identification method for complex conditions based on compressed sensing and an autoencoder: A radar emitter structural identification method for complex conditions based
ISSN: 0924-090X, 1573-269XPublished: Dordrecht Springer Netherlands 01.08.2025Published in Nonlinear dynamics (01.08.2025)“… combining compressed sensing (CS) and a neural network is proposed. CS enables sparse signal compression by projecting high-dimensional signals into a lower-dimensional space…”
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Orthogonal Features Based EEG Signals Denoising Using Fractional and Compressed One-Dimensional CNN Autoencoder
ISSN: 1534-4320, 1558-0210, 1558-0210Published: New York IEEE 2022Published in IEEE transactions on neural systems and rehabilitation engineering (2022)“…This paper presents a fractional one-dimensional convolutional neural network (CNN) autoencoder for denoising the Electroencephalogram…”
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A radar emitter structural identification method for complex conditions based on compressed sensing and an autoencoder
ISSN: 0924-090X, 1573-269XPublished: Dordrecht Springer Nature B.V 01.08.2025Published in Nonlinear dynamics (01.08.2025)“… combining compressed sensing (CS) and a neural network is proposed. CS enables sparse signal compression by projecting high-dimensional signals into a lower-dimensional space…”
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Compressed Feedback Using AutoEncoder Based on Deep Learning for D2D Communication Networks
ISSN: 2162-2337, 2162-2345Published: Piscataway IEEE 01.04.2023Published in IEEE wireless communications letters (01.04.2023)“…In this paper, we propose a feedback reduction scheme based on AutoEncoder and deep reinforcement learning for frequency division duplex (FDD…”
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An autoencoder based formulation for compressed sensing reconstruction
ISSN: 0730-725X, 1873-5894, 1873-5894Published: Netherlands Elsevier Inc 01.10.2018Published in Magnetic resonance imaging (01.10.2018)“…This work proposes a new formulation for image reconstruction based on the autoencoder framework…”
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The optimally designed autoencoder network for compressed sensing
ISSN: 1687-5281, 1687-5176, 1687-5281Published: Cham Springer International Publishing 29.04.2019Published in EURASIP journal on image and video processing (29.04.2019)“… To this end, a deep learning based stacked sparse denoising autoencoder compressed sensing (SSDAE_CS) model, which mainly consists of an encoder sub-network and a decoder sub-network, is proposed and analyzed in this paper…”
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Detection of Double Compressed AMR Audio Using Stacked Autoencoder
ISSN: 1556-6013, 1556-6021Published: New York IEEE 01.02.2017Published in IEEE transactions on information forensics and security (01.02.2017)“… The detection of double compressed audio is one of the key issues in audio forensics. In this paper, we propose a framework for detecting double compressed AMR audio based on the stacked autoencoder (SAE…”
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Orthogonal Features-based EEG Signal Denoising using Fractionally Compressed AutoEncoder
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 16.02.2021Published in arXiv.org (16.02.2021)“…A fractional-based compressed auto-encoder architecture has been introduced to solve the problem of denoising electroencephalogram (EEG) signals…”
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Paper -
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Deriving disease modules from the compressed transcriptional space embedded in a deep autoencoder
ISSN: 2041-1723, 2041-1723Published: London Nature Publishing Group UK 12.02.2020Published in Nature communications (12.02.2020)“… Here we ask whether disease-relevant modules of genes can be discovered without prior knowledge of a biological network, instead training a deep autoencoder from large transcriptional data…”
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Motor PHM on Edge Computing with Anomaly Detection and Fault Severity Estimation through Compressed Data Using PCA and Autoencoder
ISSN: 2504-4990, 2504-4990Published: Basel MDPI AG 01.09.2024Published in Machine learning and knowledge extraction (01.09.2024)“…) and an autoencoder (AE) encoder achieving effective data compression while preserving fault detection and severity estimation integrity…”
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Autoencoders for Compressed Transmission of Vehicular Data
Published: IEEE 18.01.2024Published in 2024 Third International Conference on Power, Control and Computing Technologies (ICPC2T) (18.01.2024)“… In this paper, a data compression framework using the transmission of autoencoder(AE) models in vehicular sensor networks is proposed, where the comparable AE variants are analyzed…”
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Conference Proceeding