Search Results - deep convolutional autoencoder network
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Network traffic classification using deep convolutional recurrent autoencoder neural networks for spatial–temporal features extraction
ISSN: 1084-8045, 1095-8592Published: Elsevier Ltd 01.01.2021Published in Journal of network and computer applications (01.01.2021)“… For this purpose, a novel autoencoder-based deep neural network architecture…”
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DOA estimation method for sparse arrays based on deep convolutional autoencoder and deep convolutional neural network
ISSN: 1051-2004Published: Elsevier Inc 01.01.2026Published in Digital signal processing (01.01.2026)“…This paper proposes a Direction-of-Arrival (DOA) estimation method based on Deep Convolutional Autoencoder (DCAE…”
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Classification of Atypical White Blood Cells in Acute Myeloid Leukemia Using a Two-Stage Hybrid Model Based on Deep Convolutional Autoencoder and Deep Convolutional Neural Network
ISSN: 2075-4418, 2075-4418Published: Switzerland MDPI AG 05.01.2023Published in Diagnostics (Basel) (05.01.2023)“…Recent advancements in artificial intelligence (AI) have led to numerous medical discoveries. The field of computer vision (CV) for medical diagnosis has…”
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Segmentation of digital rock images using deep convolutional autoencoder networks
ISSN: 0098-3004Published: Elsevier Ltd 01.05.2019Published in Computers & geosciences (01.05.2019)“… Recently, deep learning and machine learning algorithms have proposed several algorithms working with images, including Convolutional Neural Networks (CNN…”
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Radar Signal Intra-Pulse Modulation Recognition Based on Convolutional Denoising Autoencoder and Deep Convolutional Neural Network
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2019Published in IEEE access (2019)“…) and deep convolutional neural network (DCNN) is proposed in this paper. First, we use Cohen's time-frequency distribution to convert radar signals into time-frequency images (TFIs…”
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Rapid and Accurate Prediction of Soil Texture Using an Image-Based Deep Learning Autoencoder Convolutional Neural Network Random Forest (DLAC-CNN-RF) Algorithm
ISSN: 2073-4395, 2073-4395Published: Basel MDPI AG 01.12.2022Published in Agronomy (Basel) (01.12.2022)“… This study proposed a flexible smartphone-based machine vision system using a deep learning autoencoder convolutional neural network random forest (DLAC-CNN-RF…”
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Seismic random noise suppression using deep convolutional autoencoder neural network
ISSN: 0926-9851, 1879-1859Published: Elsevier B.V 01.07.2020Published in Journal of applied geophysics (01.07.2020)“… Contaminated seismic data seriously affect subsequent seismic data processing and imaging. In this paper, we propose a deep convolutional autoencoder neural network for denoising, which consists of encoding and decoding frameworks…”
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A stacked autoencoder‐based convolutional and recurrent deep neural network for detecting cyberattacks in interconnected power control systems
ISSN: 0884-8173, 1098-111XPublished: New York John Wiley & Sons, Inc 01.12.2021Published in International journal of intelligent systems (01.12.2021)“… It is based on stacked deep neural networks, which have proven to be capable to timely identify and classify attacks, by autonomously eliciting knowledge…”
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Inpainting non-anatomical objects in brain imaging using enhanced deep convolutional autoencoder network
ISSN: 0973-7677, 0256-2499, 0973-7677Published: New Delhi Springer India 18.05.2024Published in Sadhana (Bangalore) (18.05.2024)“… In this paper, we proposed a deep convolutional autoencoder network with improved parameters as a robust method for inpainting non-anatomical objects in MRI and CT images…”
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Effective android malware detection with a hybrid model based on deep autoencoder and convolutional neural network
ISSN: 1868-5137, 1868-5145Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.08.2019Published in Journal of ambient intelligence and humanized computing (01.08.2019)“…Android security incidents occurred frequently in recent years. To improve the accuracy and efficiency of large-scale Android malware detection, in this work, we propose a hybrid model based on deep autoencoder (DAE…”
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Deep Convolutional Asymmetric Autoencoder-Based Spatial-Spectral Clustering Network for Hyperspectral Image
ISSN: 1530-8669, 1530-8677Published: Oxford Hindawi 2022Published in Wireless communications and mobile computing (2022)“… In this paper, we propose a novel deep convolutional asymmetric autoencoder-based spatial-spectral clustering network (DCAAES2C-Net…”
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Ensemble of feature augmented convolutional neural network and deep autoencoder for efficient detection of network attacks
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 04.02.2025Published in Scientific reports (04.02.2025)“…). The proposed work consists of three phases: (i) Feature Augmented Convolutional Neural Network (FA-CNN) (ii) Deep Autoencoder (iii…”
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Classification of Motor Imagery EEG Signals Based on Deep Autoencoder and Convolutional Neural Network Approach
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2022Published in IEEE access (2022)“… Deep learning approaches, particularly the detection and analysis of motor imagery signals using convolutional neural network (CNN…”
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DCAVN: Cervical cancer prediction and classification using deep convolutional and variational autoencoder network
ISSN: 1380-7501, 1573-7721Published: New York Springer US 01.08.2021Published in Multimedia tools and applications (01.08.2021)“… We have adopted combination of convolutional network with variational autoencoder for data classification…”
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Convolutional Graph Autoencoder: A Generative Deep Neural Network for Probabilistic Spatio-Temporal Solar Irradiance Forecasting
ISSN: 1949-3029, 1949-3037Published: Piscataway IEEE 01.04.2020Published in IEEE transactions on sustainable energy (01.04.2020)“… This probabilistic data generation model, i.e., convolutional graph autoencoder (CGAE), is devised based on the localized first-order approximation…”
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Few-shot traffic classification based on autoencoder and deep graph convolutional networks
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 15.03.2025Published in Scientific reports (15.03.2025)“…, and implement policy management. As graph convolutional networks (GCNs) take into account not only the features of the data itself, but also the relationships among sets of data during classification…”
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Particle Swarm Optimization for Efficiently Evolving Deep Convolutional Neural Networks Using an Autoencoder-Based Encoding Strategy
ISSN: 1089-778X, 1941-0026Published: IEEE 01.10.2024Published in IEEE transactions on evolutionary computation (01.10.2024)“…Deep convolutional neural networks (DCNNs) have achieved surpassing success in the field of computer vision, and a number of elaborately designed networks refresh the performance records in benchmark datasets…”
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Wavelet enabled convolutional autoencoder based deep neural network for hyperspectral image denoising
ISSN: 1380-7501, 1573-7721Published: New York Springer US 01.01.2022Published in Multimedia tools and applications (01.01.2022)“… The proposed dual branch deep neural network based architecture works on wavelet transformed bands…”
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Constructing fine-granularity functional brain network atlases via deep convolutional autoencoder
ISSN: 1361-8415, 1361-8423, 1361-8423Published: Netherlands Elsevier B.V 01.12.2017Published in Medical image analysis (01.12.2017)“…•A new deep 3D convolutional autoencoder to model brain network maps.•Derived fine-granularity functional brain network atlases…”
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Broadband Communication Signal Detection Using Deep Convolutional Autoencoder and Spectrum Center Network
ISSN: 0350-5596, 1854-3871Published: 21.07.2025Published in Informatica (Ljubljana) (21.07.2025)Get full text
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