Search Results - neural network with encoder-((decoder architecture) OR (design architecture))~
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DSLSTM: a deep convolutional encoder–decoder architecture for abnormality detection in video surveillance
ISSN: 1386-7857, 1573-7543Published: New York Springer US 01.07.2024Published in Cluster computing (01.07.2024)“… This paper proposes a novel two-stream spatial and temporal architecture called Deep Stacked LSTM (DSLSTM…”
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Long-Term Traffic Prediction Based on LSTM Encoder-Decoder Architecture
ISSN: 1524-9050, 1558-0016Published: New York IEEE 01.10.2021Published in IEEE transactions on intelligent transportation systems (01.10.2021)“… In the encoder-decoder model, we propose an hard attention mechanism based on learning similar patterns to enhance neuronal memory and reduce the accumulation of error propagation…”
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Enhanced encoder–decoder architecture for visual perception multitasking of autonomous driving
ISSN: 0957-4174, 1873-6793Published: Elsevier Ltd 15.07.2024Published in Expert systems with applications (15.07.2024)“… and efficient visual perception. Our approach utilizes a shared-encoder architecture with three separate decoders, targeting each specific task…”
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Encoder–Decoder Architecture for 3D Seismic Inversion
ISSN: 1424-8220, 1424-8220Published: Switzerland MDPI AG 21.12.2022Published in Sensors (Basel, Switzerland) (21.12.2022)“… We implement and analyze a convolutional encoder–decoder architecture that efficiently processes the entire collection of hundreds…”
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Novel Encoder–Decoder Architecture with Attention Mechanisms for Satellite-Based Environmental Forecasting in Smart City Applications
ISSN: 1999-5903, 1999-5903Published: Basel MDPI AG 01.09.2025Published in Future internet (01.09.2025)“… The proposed encoder–decoder architecture combines Convolutional Neural Networks (CNNs) for spatial feature extraction from high-resolution satellite imagery with modified Long Short-Term Memory (LSTM…”
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Enhanced Deep Learning Approach Based on the Deep Convolutional Encoder-Decoder Architecture for Electromagnetic Inverse Scattering Problems
ISSN: 1536-1225, 1548-5757Published: New York IEEE 01.07.2020Published in IEEE antennas and wireless propagation letters (01.07.2020)“… The proposed complex-valued deep learning model for solving EMIS problems composes of an encoder network and its corresponding decoder network, followed by a final pixel-wise regression layer…”
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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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Semantic segmentation of retinal exudates using a residual encoder–decoder architecture in diabetic retinopathy
ISSN: 1059-910X, 1097-0029, 1097-0029Published: United States Wiley Subscription Services, Inc 01.11.2023Published in Microscopy research and technique (01.11.2023)“… In this paper, we present a comparison of deep convolutional neural network (CNN) architectures and propose a residual CNN…”
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MCSGNet: A Encoder–Decoder Architecture Network for Land Cover Classification
ISSN: 2072-4292, 2072-4292Published: Basel MDPI AG 29.05.2023Published in Remote sensing (Basel, Switzerland) (29.05.2023)“… Here, a multi-scale contextual semantic guidance network is proposed for the classification of land cover types by deep learning…”
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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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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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Implementing the Fast Full Wave Electromagnetic Forward Solver Using the Deep Convolutional Encoder-Decoder Architecture
ISSN: 0018-926X, 1558-2221Published: New York IEEE 01.01.2023Published in IEEE transactions on antennas and propagation (01.01.2023)“… It is based on the complex-valued deep convolutional neural networks (DConvNets) comprising an encoder network and a corresponding decoder network with pixel-wise regression layer…”
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Enhanced encoder–decoder architecture for accurate monocular depth estimation
ISSN: 0178-2789, 1432-2315Published: Heidelberg Springer Nature B.V 01.09.2025Published in The Visual computer (01.09.2025)“… This paper introduces a novel deep-learning-based approach using an enhanced encoder–decoder architecture, where the Inception-ResNet-v2 model serves as the encoder…”
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Towards bi-directional skip connections in encoder-decoder architectures and beyond
ISSN: 1361-8415, 1361-8423, 1361-8423Published: Netherlands Elsevier B.V 01.05.2022Published in Medical image analysis (01.05.2022)“…•We propose bi-directional skip connections in encoder-decoder architectures for an iterative aggregation of encoded and decoded features…”
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EDWNet: A Novel Encoder–Decoder Architecture Network for Water Body Extraction from Optical Images
ISSN: 2072-4292, 2072-4292Published: Basel MDPI AG 01.11.2024Published in Remote sensing (Basel, Switzerland) (01.11.2024)“…–decoder architecture semantic segmentation network for high-precision extraction of WBs called EDWNet…”
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Modeling urban growth using video prediction technology: A time‐dependent convolutional encoder–decoder architecture
ISSN: 1093-9687, 1467-8667Published: Hoboken Wiley Subscription Services, Inc 01.05.2020Published in Computer-aided civil and infrastructure engineering (01.05.2020)“…‐dependent convolutional encoder–decoder architecture. The methodology's input includes a satellite image for the base year and the prediction horizon…”
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Aircraft Trajectory Prediction With Enriched Intent Using Encoder-Decoder Architecture
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2022Published in IEEE access (2022)“… The proposed model adopts the encoder-decoder architecture and makes use of the convolutional layer as well as Gated Recurrent Units (GRUs…”
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CrashNet: an encoder–decoder architecture to predict crash test outcomes
ISSN: 1384-5810, 1573-756XPublished: New York Springer US 01.07.2021Published in Data mining and knowledge discovery (01.07.2021)“… We propose CrashNet, an encoder–decoder deep neural network architecture that reduces costs further and models specific outcomes of car crashes very accurately…”
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An Encoder–Decoder Architecture within a Classical Signal-Processing Framework for Real-Time Barcode Segmentation
ISSN: 1424-8220, 1424-8220Published: Switzerland MDPI AG 03.07.2023Published in Sensors (Basel, Switzerland) (03.07.2023)“… The second one uses an encoder–decoder structure inspired by state-of-the-art convolutional neural networks for segmentation while maintaining a classical processing framework, thus not requiring training…”
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SVInvNet: A Densely Connected Encoder-Decoder Architecture for Seismic Velocity Inversion
ISSN: 0196-2892, 1558-0644Published: New York IEEE 2025Published in IEEE transactions on geoscience and remote sensing (2025)“… Our seismic velocity inversion network (SVInvNet) introduces a novel architecture that contains a multiconnection encoder-decoder structure enhanced with dense blocks…”
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