Výsledky vyhľadávania - Asymmetric encoder–decoder architecture
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Ghost-UNet: An Asymmetric Encoder-Decoder Architecture for Semantic Segmentation From Scratch
ISSN: 2169-3536, 2169-3536Vydavateľské údaje: Piscataway IEEE 2021Vydané v 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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NAG-Net: Nested attention-guided learning for segmentation of carotid lumen-intima interface and media-adventitia interface
ISSN: 0010-4825, 1879-0534, 1879-0534Vydavateľské údaje: United States Elsevier Ltd 01.04.2023Vydané v Computers in biology and medicine (01.04.2023)“…Cardiovascular diseases (CVD), as the leading cause of death in the world, poses a serious threat to human health. The segmentation of carotid Lumen-intima…”
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FS-MSFormer: Image Dehazing Based on Frequency Selection and Multi-Branch Efficient Transformer
ISSN: 1546-2226, 1546-2226Vydavateľské údaje: 2025Vydané v Computers, materials & continua (2025)Získať plný text
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Lednet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation
ISSN: 2381-8549Vydavateľské údaje: IEEE 01.09.2019Vydané v 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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Towards Real-time High-Definition Image Snow Removal: Efficient Pyramid Network with Asymmetrical Encoder-decoder Architecture
ISSN: 2331-8422Vydavateľské údaje: Ithaca Cornell University Library, arXiv.org 12.07.2022Vydané v arXiv.org (12.07.2022)“… We develop a novel Efficient Pyramid Network with asymmetrical encoder-decoder architecture for real-time HD image desnowing…”
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Detecting energy consumption anomalies with dynamic adaptive encoder-decoder deep learning networks
ISSN: 1364-0321Vydavateľské údaje: Elsevier Ltd 01.01.2025Vydané v 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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SSRF-Net: A Stagewise Scheduled Rainfall Forecasting Network With an Asymmetric Architecture
ISSN: 0196-2892, 1558-0644Vydavateľské údaje: New York IEEE 2025Vydané v IEEE transactions on geoscience and remote sensing (2025)“… We design an asymmetric encoder-decoder (E-D) architecture featuring a differential selective encoder (DSE…”
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CoAtUNet: A symmetric encoder-decoder with hybrid transformers for semantic segmentation of breast ultrasound images
ISSN: 0925-2312Vydavateľské údaje: Elsevier B.V 07.05.2025Vydané v Neurocomputing (Amsterdam) (07.05.2025)“…–decoder architecture in which CoAtNet is applied to both branches. CoAtUNet is specifically designed for tumor segmentation in breast ultrasound (BUS…”
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Multiscale Underwater Image Enhancement in RGB and HSV Color Spaces
ISSN: 0018-9456, 1557-9662Vydavateľské údaje: New York IEEE 2023Vydané v IEEE transactions on instrumentation and measurement (2023)“… Second, the corrected multiscale images are fed into a deep learning-based asymmetric multiscale encoder-decoder architecture, which works in RGB and HSV color spaces to extract rich and varied…”
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LAANet: lightweight attention-guided asymmetric network for real-time semantic segmentation
ISSN: 0941-0643, 1433-3058Vydavateľské údaje: London Springer London 01.03.2022Vydané v Neural computing & applications (01.03.2022)“…), which adopts an asymmetric encoder–decoder architecture. In the encoder, we propose an efficient asymmetric bottleneck (EAB…”
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Lightweight and efficient asymmetric network design for real-time semantic segmentation
ISSN: 0924-669X, 1573-7497Vydavateľské údaje: New York Springer US 01.01.2022Vydané v Applied intelligence (Dordrecht, Netherlands) (01.01.2022)“…) for real-time semantic segmentation is proposed to address this problem. Specifically, LEANet adopts an asymmetric encoder-decoder architecture…”
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LSCMNet: A Lightweight Segmentation Network Based on Co-Occurring Matrix for Seismic Image
ISSN: 1545-598X, 1558-0571Vydavateľské údaje: Piscataway IEEE 2025Vydané v 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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Road extraction from remote sensing images based on a multi-scale asymmetric dual attention mechanism
ISSN: 2150-704X, 2150-7058, 2150-7058Vydavateľské údaje: Abingdon Taylor & Francis 02.08.2024Vydané v Remote sensing letters (02.08.2024)“… We proposed an encoder-decoder architecture based on a multi-scale asymmetric dual attention mechanism…”
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Masked Autoencoders Are Scalable Vision Learners
ISSN: 1063-6919Vydavateľské údaje: IEEE 01.06.2022Vydané v Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) (01.06.2022)“… It is based on two core designs. First, we develop an asymmetric encoder-decoder architecture, with an encoder that operates only on the visible subset of patches (without mask tokens…”
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SCFormer: Spectral Coordinate Transformer for Cross-Domain Few-Shot Hyperspectral Image Classification
ISSN: 1057-7149, 1941-0042, 1941-0042Vydavateľské údaje: United States The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2024Vydané v IEEE transactions on image processing (2024)“… In this paper, we propose an asymmetric encoder-decoder architecture, Spectral Coordinate Transformer (SCFormer…”
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Hyperspectral Image Denoising via Quasi-Recursive Spectral Attention and Cross-Layer Feature Fusion
ISSN: 1424-8220, 1424-8220Vydavateľské údaje: Switzerland MDPI AG 14.11.2025Vydané v Sensors (Basel, Switzerland) (14.11.2025)“…Hyperspectral images (HSIs) contain rich spatial–spectral information but are highly susceptible to various types of noise during the imaging process, which…”
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ULFAC-Net: Ultra-Lightweight Fully Asymmetric Convolutional Network for Skin Lesion Segmentation
ISSN: 2168-2194, 2168-2208, 2168-2208Vydavateľské údaje: United States IEEE 01.06.2023Vydané v IEEE journal of biomedical and health informatics (01.06.2023)“… To address these challenges, we propose an ultralightweight fully asymmetric convolutional network for skin lesion segmentation, called ULFAC-Net…”
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TSVT: Token Sparsification Vision Transformer for robust RGB-D salient object detection
ISSN: 0031-3203Vydavateľské údaje: Elsevier Ltd 01.04.2024Vydané v Pattern recognition (01.04.2024)“… SOD, named TSVT, that explicitly extracts global-local multi-modality features with sparse tokens. The TSVT is an asymmetric encoder…”
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FRNet: Factorized and Regular Blocks Network for Semantic Segmentation in Road Scene
ISSN: 1524-9050, 1558-0016Vydavateľské údaje: New York IEEE 01.04.2022Vydané v IEEE transactions on intelligent transportation systems (01.04.2022)“…), which employs an asymmetric encoder-decoder architecture with Factorized and Regular (FR) blocks. Our method achieves…”
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AMGSN: Adaptive mask-guide supervised network for debiased facial expression recognition
ISSN: 0031-3203Vydavateľské údaje: Elsevier Ltd 01.02.2026Vydané v Pattern recognition (01.02.2026)“… Specifically, we employ an asymmetric encoder–decoder architecture, where the encoder encodes only the unmasked visible regions, while the lightweight decoder reconstructs the original…”
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