Search Results - Asymmetric encoder–decoder model
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An asymmetric encoder–decoder model for Zn-ion battery lifetime prediction
ISSN: 2352-4847, 2352-4847Published: Elsevier Ltd 01.12.2022Published in Energy reports (01.12.2022)“… As a means of improving the machine learning model’s accuracy and generalization…”
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Unsupervised anomaly detection in hourly water demand data using an asymmetric encoder–decoder model
ISSN: 0022-1694, 1879-2707Published: Elsevier B.V 01.10.2022Published in Journal of hydrology (Amsterdam) (01.10.2022)“… To fill the gap, we propose an unsupervised anomaly detection method based on an asymmetric encoder–decoder (asyED) model…”
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Wave based damage detection in solid structures using spatially asymmetric encoder–decoder network
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 25.10.2021Published in Scientific reports (25.10.2021)“… The presented model, a spatially asymmetric encoder–decoder network, is based on 1D-Convolutional Neural Networks (CNN…”
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AWED: Asymmetric Wavelet Encoder-Decoder Framework for Simultaneous Gas Distribution Mapping and Gas Source Localization
ISSN: 0018-9456, 1557-9662Published: New York IEEE 2024Published in IEEE transactions on instrumentation and measurement (2024)“… This article proposes an end-to-end model called asymmetric wavelet encoder-decoder (AWED) to address GDM and GSL from ultrasparse sensor data…”
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A novel Dual-Branch Asymmetric Encoder–Decoder Segmentation Network for accurate colonic crypt segmentation
ISSN: 0010-4825, 1879-0534, 1879-0534Published: United States Elsevier Ltd 01.05.2024Published in Computers in biology and medicine (01.05.2024)“… To mitigate this problem, we proposed the Dual-Branch Asymmetric Encoder–Decoder Segmentation Network (DAUNet…”
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LSRN-AED: lightweight super-resolution network based on asymmetric encoder–decoder
ISSN: 1432-7643, 1433-7479Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.07.2024Published in Soft computing (Berlin, Germany) (01.07.2024)“…), which achieves better performance while reducing model parameters and computation. On the basis of rethinking the roles of encoder and decoder, an asymmetric encoder–decoder (AED…”
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Dynamic adaptive encoder-decoder deep learning networks for multivariate time series forecasting of building energy consumption
ISSN: 0306-2619, 1872-9118Published: Elsevier Ltd 15.11.2023Published in Applied energy (15.11.2023)“… To settle this issue, this study proposes an asymmetric encoder-decoder learning framework where the spatial relationships and time-series features between multiple buildings are extracted…”
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An encoder-decoder fusion battery life prediction method based on Gaussian process regression and improvement
ISSN: 2352-152X, 2352-1538Published: Elsevier Ltd 01.03.2023Published in Journal of energy storage (01.03.2023)“…The prediction ability of all traditional machine learning models is limited to a few batteries…”
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LSCMNet: A Lightweight Segmentation Network Based on Co-Occurring Matrix for Seismic Image
ISSN: 1545-598X, 1558-0571Published: Piscataway IEEE 2025Published in IEEE geoscience and remote sensing letters (2025)“…). The overall architecture of LSCMNet employs an asymmetric encoder-decoder structure. The encoder mainly consists of a lightweight bottleneck that integrates the parametric co-occurrence matrix (CM…”
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Ghost-UNet: An Asymmetric Encoder-Decoder Architecture for Semantic Segmentation From Scratch
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2021Published in IEEE access (2021)“… for them. In this paper, we propose a deep architecture for semantic segmentation from scratch based on an asymmetry encoder- decoder architecture…”
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Tubule-U-Net: a novel dataset and deep learning-based tubule segmentation framework in whole slide images of breast cancer
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 04.01.2023Published in Scientific reports (04.01.2023)“… The Tubule-U-Net framework first uses a patch enhancement technique such as reflection or mirror padding and then employs an asymmetric encoder-decoder semantic segmentation model…”
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Asymmetric Encoder-Decoder Structured FCN Based LiDAR to Color Image Generation
ISSN: 1424-8220, 1424-8220Published: Switzerland MDPI AG 05.11.2019Published in Sensors (Basel, Switzerland) (05.11.2019)“…). The color image should be generated from a very sparse projected intensity image. For this reason, the FCN is designed to have an asymmetric network structure, i.e…”
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Lednet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation
ISSN: 2381-8549Published: IEEE 01.09.2019Published in Proceedings - International Conference on Image Processing (01.09.2019)“… In this paper, we present a lightweight network to address this problem, namely LEDNet, which employs an asymmetric encoder-decoder architecture for the task of real-time semantic segmentation…”
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Conference Proceeding -
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LAENet: Light-weight asymmetric encoder-decoder network for semantic segmentation
ISSN: 1742-6588, 1742-6596Published: Bristol IOP Publishing 01.07.2021Published in Journal of physics. Conference series (01.07.2021)“… On account of the limitation of calculation burden on mobile devices, we present a light-weight asymmetric encoder-decoder network in this paper, namely LAENet, which quickly and efficiently…”
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Pavement crack detection through a deep-learned asymmetric encoder-decoder convolutional neural network
ISSN: 1029-8436, 1477-268XPublished: Abingdon Taylor & Francis 06.12.2023Published in The international journal of pavement engineering (06.12.2023)“…Crack detection on roads' surfaces is an important issue in pavement management, as it provides an indication of the quality of the road and its deterioration…”
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Detecting energy consumption anomalies with dynamic adaptive encoder-decoder deep learning networks
ISSN: 1364-0321Published: Elsevier Ltd 01.01.2025Published in Renewable & sustainable energy reviews (01.01.2025)“…, or even potential hazards within the building systems. To address this problem, this study introduces an Asymmetric Hybrid Encoder-Decoder (AHED…”
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CoAtUNet: A symmetric encoder-decoder with hybrid transformers for semantic segmentation of breast ultrasound images
ISSN: 0925-2312Published: Elsevier B.V 07.05.2025Published in Neurocomputing (Amsterdam) (07.05.2025)“…The CoAtNet hybrid deep model yields state-of-the-art performance in image analysis by integrating the strengths of convolutional neural networks (CNNs…”
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SEDN: A Spatiotemporal Encoder-Decoder Network for End-to-End Object Removal Forgery Detection in High-Resolution Videos
ISSN: 1520-9210, 1941-0077Published: IEEE 2025Published in IEEE transactions on multimedia (2025)“… To solve the above issues, a spatiotemporal encoder−decoder network (SEDN) is proposed for end-to-end object removal forgery detection in HR videos…”
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Automatic Building Extraction From High-Resolution Aerial Imagery via Fully Convolutional Encoder-Decoder Network With Non-Local Block
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2020Published in IEEE access (2020)“…), which is composed of a well designed U-shape encoder-decoder structure and an improved non-local block named asymmetric pyramid non-local block (APNB…”
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MPR-GAN: A Novel Neural Rendering Framework for MLS Point Cloud with Deep Generative Learning
ISSN: 0196-2892, 1558-0644Published: New York IEEE 2022Published in IEEE transactions on geoscience and remote sensing (2022)“…; a CGAN-based rendering model is then proposed to generate a photorealistic scene…”
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