Výsledky vyhľadávania - Asymmetric encoder–decoder architecture

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    Ghost-UNet: An Asymmetric Encoder-Decoder Architecture for Semantic Segmentation From Scratch Autor Kazerouni, Iman Abaspur, Dooly, Gerard, Toal, Daniel

    ISSN: 2169-3536, 2169-3536
    Vydavateľské údaje: Piscataway IEEE 2021
    Vydané 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 Autor Huang, Qinghua, Zhao, Liangrun, Ren, Guanqing, Wang, Xiaoyi, Liu, Chunying, Wang, Wei

    ISSN: 0010-4825, 1879-0534, 1879-0534
    Vydavateľské údaje: United States Elsevier Ltd 01.04.2023
    Vydané 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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    Lednet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation Autor Wang, Yu, Zhou, Quan, Liu, Jia, Xiong, Jian, Gao, Guangwei, Wu, Xiaofu, Latecki, Longin Jan

    ISSN: 2381-8549
    Vydavateľské údaje: IEEE 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 Autor Tian Ye, Chen, Sixiang, Liu, Yun, Ye, Yi, Chen, Erkang

    ISSN: 2331-8422
    Vydavateľské údaje: Ithaca Cornell University Library, arXiv.org 12.07.2022
    Vydané 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 Autor Zhang, Limao, Guo, Jing, Lin, Penghui, Tiong, Robert L.K.

    ISSN: 1364-0321
    Vydavateľské údaje: Elsevier Ltd 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 Autor Luo, Wenjie, Li, Chaorong, Ling, Xudong, Deng, Chuanhu, Wang, Zhuo

    ISSN: 0196-2892, 1558-0644
    Vydavateľské údaje: New York IEEE 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 Autor Zaidkilani, Nadeem, Garcia, Miguel Angel, Puig, Domenec

    ISSN: 0925-2312
    Vydavateľské údaje: Elsevier B.V 07.05.2025
    Vydané 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 Autor Liu, Chufan, Shu, Xin, Pan, Lei, Shi, Jinlong, Han, Bin

    ISSN: 0018-9456, 1557-9662
    Vydavateľské údaje: New York IEEE 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 Autor Zhang, Xiuling, Du, Bingce, Wu, Ziyun, Wan, Tingbo

    ISSN: 0941-0643, 1433-3058
    Vydavateľské údaje: London Springer London 01.03.2022
    Vydané v Neural computing & applications (01.03.2022)
    “…), which adopts an asymmetric encoderdecoder 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 Autor Zhang, Xiu-Ling, Du, Bing-Ce, Luo, Zhao-Ci, Ma, Kai

    ISSN: 0924-669X, 1573-7497
    Vydavateľské údaje: New York Springer US 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 Autor Fan, Linqian, Lu, Wenkai, Wang, Yonghao

    ISSN: 1545-598X, 1558-0571
    Vydavateľské údaje: Piscataway IEEE 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 Autor Qu, Shenming, Liu, Suchen, Han, Fengyu, Xie, Yuan

    ISSN: 2150-704X, 2150-7058, 2150-7058
    Vydavateľské údaje: Abingdon Taylor & Francis 02.08.2024
    Vydané 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 Autor He, Kaiming, Chen, Xinlei, Xie, Saining, Li, Yanghao, Dollar, Piotr, Girshick, Ross

    ISSN: 1063-6919
    Vydavateľské údaje: IEEE 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 Autor Li, Jiaojiao, Zhang, Zhiyuan, Song, Rui, Li, Yunsong, Du, Qian

    ISSN: 1057-7149, 1941-0042, 1941-0042
    Vydavateľské údaje: United States The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 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 Autor Xiao, Yanhua, Zhou, Huayan, Li, Wenfeng, Yang, Long, Wang, Ke

    ISSN: 1424-8220, 1424-8220
    Vydavateľské údaje: Switzerland MDPI AG 14.11.2025
    Vydané 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 Autor Ma, Yuliang, Wu, Liping, Gao, Yunyuan, Gao, Farong, Zhang, Jianhai, Luo, Zhizeng

    ISSN: 2168-2194, 2168-2208, 2168-2208
    Vydavateľské údaje: United States IEEE 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 Autor Gao, Lina, Liu, Bing, Fu, Ping, Xu, Mingzhu

    ISSN: 0031-3203
    Vydavateľské údaje: Elsevier Ltd 01.04.2024
    Vydané 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 Autor Lu, Mengxu, Chen, Zhenxue, Wu, Q. M. Jonathan, Wang, Nannan, Rong, Xuewen, Yan, Xinghe

    ISSN: 1524-9050, 1558-0016
    Vydavateľské údaje: New York IEEE 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 Autor Gu, Tianlong, Li, Hao, Feng, Xuan, Luo, Yiqin

    ISSN: 0031-3203
    Vydavateľské údaje: Elsevier Ltd 01.02.2026
    Vydané v Pattern recognition (01.02.2026)
    “… Specifically, we employ an asymmetric encoderdecoder architecture, where the encoder encodes only the unmasked visible regions, while the lightweight decoder reconstructs the original…”
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