Search Results - "encoder–decoder architecture"
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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. This core trainable…”
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Hybrid LSTM and Encoder-Decoder Architecture for Detection of Image Forgeries
ISSN: 1057-7149, 1941-0042, 1941-0042Published: United States IEEE 01.07.2019Published in IEEE transactions on image processing (01.07.2019)“…With advanced image journaling tools, one can easily alter the semantic meaning of an image by exploiting certain manipulation techniques such as copy clone,…”
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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)“…Accurate traffic flow prediction is becoming increasingly important for transportation planning, control, management, and information services of successful…”
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Automatic Crack Detection on Road Pavements Using Encoder-Decoder Architecture
ISSN: 1996-1944, 1996-1944Published: Basel MDPI AG 02.07.2020Published in Materials (02.07.2020)“…Automatic crack detection from images is an important task that is adopted to ensure road safety and durability for Portland cement concrete (PCC) and asphalt…”
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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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Enhanced encoder–decoder architecture for accurate monocular depth estimation: Enhanced encoder–decoder architecture
ISSN: 0178-2789, 1432-2315Published: Berlin/Heidelberg Springer Berlin Heidelberg 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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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)“…Visual perception plays a vital role in autonomous driving systems, demanding high accuracy and real-time inference speed to ensure safety. In this paper, we…”
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An encoder–decoder architecture with Fourier attention for chaotic time series multi-step prediction
ISSN: 1568-4946, 1872-9681Published: Elsevier B.V 01.05.2024Published in Applied soft computing (01.05.2024)“…Multi-step prediction of chaotic time series has been a challenging problem. An encoder–decoder architecture based on novel Fourier attention was proposed, called FGNet, applied to chaotic time series multi-step prediction…”
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Sequence-to-Sequence Prediction of Vehicle Trajectory via LSTM Encoder-Decoder Architecture
Published: IEEE 01.06.2018Published in 2018 IEEE Intelligent Vehicles Symposium (IV) (01.06.2018)“… We employ the encoder-decoder architecture which analyzes the pattern underlying in the past trajectory using the long short-term memory (LSTM…”
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Conference Proceeding -
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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)“…This letter proposes a novel deep learning (DL) approach to resolve the electromagnetic inverse scattering (EMIS) problems. The conventional approaches of…”
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A novel approach to ultra-short-term multi-step wind power predictions based on encoder–decoder architecture in natural language processing
ISSN: 0959-6526, 1879-1786Published: Elsevier Ltd 20.06.2022Published in Journal of cleaner production (20.06.2022)“… The reported encoder-–decoder architectures have demonstrated clear advantages over traditional methods in multi-step WPP tasks…”
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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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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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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)“…The analysis of land cover types is helpful for detecting changes in land use categories and evaluating land resources. It is of great significance in…”
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State-of-charge sequence estimation of lithium-ion battery based on bidirectional long short-term memory encoder-decoder architecture
ISSN: 0378-7753, 1873-2755Published: Elsevier B.V 15.02.2020Published in Journal of power sources (15.02.2020)“…State-of-charge (SOC) estimation of lithium-ion batteries based on deep learning techniques has been receiving considerable attention. However, most…”
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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)“…Exudates are a common sign of diabetic retinopathy, which is a disease that affects the blood vessels in the retina. Early detection of exudates is critical to…”
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A deep convolutional encoder-decoder architecture for autonomous fault detection of PV plants using multi-copters
ISSN: 0038-092X, 1471-1257Published: New York Elsevier Ltd 15.07.2021Published in Solar energy (15.07.2021)“…•An autonomous monitoring platform for the identification of visual failures on PV arrays.•Practical flights by multi-copters to collect a data-set of diverse…”
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TlED-Net: optimizing semantic segmentation via triple-loop encoder-decoder architecture with dense skip connections: TlED-Net: optimizing semantic segmentation via triple-loop encoder-decoder architecture
ISSN: 0178-2789, 1432-2315Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.10.2025Published in The Visual computer (01.10.2025)“… To address these issues, we propose TlED-Net, a novel semantic segmentation network based on a triple-loop encoder-decoder architecture (TlEDA…”
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MICER: a pre-trained encoder–decoder architecture for molecular image captioning
ISSN: 1367-4803, 1367-4811, 1367-4811Published: England 30.09.2022Published in Bioinformatics (Oxford, England) (30.09.2022)“…Automatic recognition of chemical structures from molecular images provides an important avenue for the rediscovery of chemicals. Traditional rule-based…”
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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)“…In this paper, a novel deep learning (DL) based solver is proposed for the electromagnetic forward (EMF) process. It is based on the complex-valued deep…”
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