Search Results - neural network with encoder-decoder architecture*
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An intelligent speech enhancement model using enhanced heuristic-based residual convolutional neural network with encoder-decoder architecture
ISSN: 1381-2416, 1572-8110Published: New York Springer US 01.09.2024Published in International journal of speech technology (01.09.2024)“…As the listening capacity exists in humans, they are facing the critical issues of understanding the speeches even in the presence of some background or other…”
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Analysis of the effectiveness of two different loss functions in training a neural network in lung image reconstruction using impedance tomography
ISSN: 1734-2031, 2391-789XPublished: Wydawnictwo Akademii Nauk Stosowanych WSGE im. A. De Gasperi w Józefowie 2024Published in Journal of Modern Science (2024)“… The authors of the article compared the effectiveness of two different loss functions in training a neural network, which is tasked with accurately replicating the lung structure based on electrical…”
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Anomaly Detection and Segmentation for Wafer Defect Patterns Using Deep Convolutional Encoder-Decoder Neural Network Architectures in Semiconductor Manufacturing
ISSN: 0894-6507, 1558-2345Published: New York IEEE 01.05.2019Published in IEEE transactions on semiconductor manufacturing (01.05.2019)“… We present a method for detecting and segmenting abnormal wafer map defect patterns using deep convolutional encoder-decoder neural network architectures…”
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Trichomonas vaginalis Detection Using Two Convolutional Neural Networks with Encoder-Decoder Architecture
ISSN: 2076-3417, 2076-3417Published: Basel MDPI AG 01.03.2021Published in Applied sciences (01.03.2021)“… In order to solve this problem, we propose two convolutional neural networks based on an encoder-decoder architecture…”
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New encoder–decoder convolutional LSTM neural network architectures for next-day global ionosphere maps forecast
ISSN: 1080-5370, 1521-1886Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.04.2023Published in GPS solutions (01.04.2023)“…). Here, we propose convolutional recurrent neural network architectures to forecast VTEC based on global ionosphere maps (GIMs…”
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Signal-to-Noise Ratio Improvement for Multiple-Pinhole Imaging Using Supervised Encoder–Decoder Convolutional Neural Network Architecture
ISSN: 2304-6732, 2304-6732Published: Basel MDPI AG 01.02.2022Published in Photonics (01.02.2022)“… In this research, a supervised encoder–decoder convolution neural network was used to fix image distortion stemming from the limited accuracy of inverse filter methods (Wiener filter, Lucy–Richardson deconvolution, etc.). Particularly, we will correct image degradation that mainly stems from duplications arising from multiple-pinhole array imaging…”
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Convolutional neural network based encoder-decoder architectures for semantic segmentation of plants
ISSN: 1574-9541Published: Elsevier B.V 01.09.2021Published in Ecological informatics (01.09.2021)“… We design and implement convolutional neural network (CNN) based modified residual U-Net for semantic segmentation of plants from the background…”
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Pattern recognition of soldier uniforms with dilated convolutions and a modified encoder-decoder neural network architecture
ISSN: 0883-9514, 1087-6545Published: Philadelphia Taylor & Francis 12.05.2021Published in Applied artificial intelligence (12.05.2021)“… The soldier detection is achieved by training a convolutional neural network to learn the patterns of the soldier's uniforms…”
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Recurrent and convolutional neural networks in structural dynamics: a modified attention steered encoder–decoder architecture versus LSTM versus GRU versus TCN topologies to predict the response of shock wave-loaded plates
ISSN: 0178-7675, 1432-0924Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.10.2023Published in Computational mechanics (01.10.2023)“…The aim of the present study is to analyse and predict the structural deformations occurring during shock tube experiments with a series of recurrent and temporal convolutional neural networks…”
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Deep Encoder-Decoder Neural Network Architectures for Graph Output Signals
ISSN: 2576-2303Published: IEEE 01.11.2019Published in Conference record - Asilomar Conference on Signals, Systems, & Computers (01.11.2019)“…Neural networks (NNs) and graph signal processing have emerged as important actors in data-science applications dealing with complex…”
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Conference Proceeding -
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MEDUSA: Multi-Scale Encoder-Decoder Self-Attention Deep Neural Network Architecture for Medical Image Analysis
ISSN: 2296-858X, 2296-858XPublished: Switzerland Frontiers Media SA 15.02.2022Published in Frontiers in medicine (15.02.2022)“… While self-attention deep convolutional neural network architectures in existing literature center around the notion of multiple isolated lightweight attention mechanisms with limited individual…”
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Attention-based deep learning models for predicting anomalous shock of wastewater treatment plants
ISSN: 0043-1354, 1879-2448, 1879-2448Published: England Elsevier Ltd 01.05.2025Published in Water research (Oxford) (01.05.2025)“…•Propose attention-based deep learning models to predict abnormal influent of WWTP.•Feature-temporal attention-based LSTM has the best accuracy (0–85 % higher…”
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PolypSegNet: A modified encoder-decoder architecture for automated polyp segmentation from colonoscopy images
ISSN: 0010-4825, 1879-0534, 1879-0534Published: United States Elsevier Ltd 01.01.2021Published in Computers in biology and medicine (01.01.2021)“… In this paper, an encoder-decoder based modified deep neural network architecture is proposed, named as PolypSegNet, to overcome…”
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Encoder-Decoder Neural Network Architecture for solving Job Shop Scheduling Problems using Reinforcement Learning
Published: IEEE 05.12.2021Published in 2021 IEEE Symposium Series on Computational Intelligence (SSCI) (05.12.2021)“…This paper proposes an Encoder-Decoder neural network architecture with Attention Mechanism for solving the DRC-FJSSP using Deep Q-Learning…”
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Conference Proceeding -
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WaferSegClassNet - A light-weight network for classification and segmentation of semiconductor wafer defects
ISSN: 0166-3615, 1872-6194Published: Elsevier B.V 01.11.2022Published in Computers in industry (01.11.2022)“… In this paper, we present WaferSegClassNet (WSCN), a novel network based on encoder-decoder architecture…”
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Deep Residual Inception Encoder-Decoder Network for Medical Imaging Synthesis
ISSN: 2168-2194, 2168-2208, 2168-2208Published: United States IEEE 01.01.2020Published in IEEE journal of biomedical and health informatics (01.01.2020)“… In this research, we propose a new architecture of residual inception encoder- decoder neural network (RIED-Net…”
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SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation
ISSN: 0162-8828, 1939-3539, 2160-9292, 1939-3539Published: United States IEEE 01.12.2017Published in IEEE transactions on pattern analysis and machine intelligence (01.12.2017)“…We present a novel and practical deep fully convolutional neural network architecture for semantic pixel-wise segmentation termed SegNet…”
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T-Net: Nested encoder–decoder architecture for the main vessel segmentation in coronary angiography
ISSN: 0893-6080, 1879-2782, 1879-2782Published: United States Elsevier Ltd 01.08.2020Published in Neural networks (01.08.2020)“…In this paper, we proposed nested encoder–decoder architecture named T-Net. T-Net consists of several small encoder…”
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Modifying the U-Net’s Encoder-Decoder Architecture for Segmentation of Tumors in Breast Ultrasound Images
ISSN: 2948-2933, 2948-2933Published: Switzerland 15.05.2025Published in Journal of imaging informatics in medicine (15.05.2025)“…Segmentation is one of the most significant steps in image processing. Segmenting an image is a technique that makes it possible to separate a digital image…”
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A Deep Learning-Based Chemical System for QSAR Prediction
ISSN: 2168-2194, 2168-2208, 2168-2208Published: United States IEEE 01.10.2020Published in IEEE journal of biomedical and health informatics (01.10.2020)“… This article proposes a novel deep-learning-based method to implement QSAR prediction by the concatenation of end-to-end encoder-decoder model and convolutional neural network (CNN) architecture…”
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