Výsledky vyhledávání - Encoder-Decoder ConvLSTM

  1. 1

    Self-Attention (SA)-ConvLSTM EncoderDecoder Structure-Based Video Prediction for Dynamic Motion Estimation Autor Kim, Jeongdae, Choo, Hyunseung, Jeong, Jongpil

    ISSN: 2076-3417, 2076-3417
    Vydáno: Basel MDPI AG 01.12.2024
    Vydáno v Applied sciences (01.12.2024)
    “… However, ConvLSTM has limitations in capturing long-term temporal dependencies. To solve this problem, this study proposes an encoder…”
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  2. 2

    EDDA-ConvLSTM: Encoder-Decoder Dual Attention ConvLSTM for Moroccan Coastal Sea Surface Temperature Prediction Autor Zahrae El Azhary, Fatima, Minaoui, Khalid

    ISSN: 1545-598X, 1558-0571
    Vydáno: Piscataway IEEE 2025
    “…This study presents an advanced encoder-decoder dual attention convolutional long short-term memory (ConvLSTM…”
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  3. 3

    An Optimized Model With Encoder-Decoder ConvLSTM for Global Ionospheric Forecasting Autor Wang, Cheng, Xue, Kaiyu, Shi, Chuang

    ISSN: 1545-598X, 1558-0571
    Vydáno: Piscataway IEEE 2025
    “… This study introduces two optimized models based on the ConvLSTM cell with an encoder-decoder structure to enhance forecasting performance…”
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  4. 4

    Predicting 360° Video Saliency: A ConvLSTM Encoder-Decoder Network With Spatio-Temporal Consistency Autor Wan, Zhaolin, Qin, Han, Xiong, Ruiqin, Li, Zhiyang, Fan, Xiaopeng, Zhao, Debin

    ISSN: 2156-3357, 2156-3365
    Vydáno: Piscataway IEEE 01.06.2024
    “… In this study, we propose a novel spatio-temporal consistency generative network for 360° VSP. A dual-stream encoder-decoder architecture is adopted to process the forward and backward frame sequences of 360…”
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  5. 5

    Effective Multi-Step PM2.5 and PM10 Air Quality Forecasting Using Bidirectional ConvLSTM Encoder-Decoder With STA Mechanism Autor Lakshmi, S., Krishnamoorthy, A.

    ISSN: 2169-3536, 2169-3536
    Vydáno: Piscataway IEEE 2024
    Vydáno v IEEE access (2024)
    “…Effective prediction of PM2.5 and PM10 levels is essential for preserving public health and informing governmental actions. Nevertheless, the unpredictable…”
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  6. 6

    PDED-ConvLSTM: Pyramid Dilated Deeper EncoderDecoder Convolutional LSTM for Arctic Sea Ice Concentration Prediction Autor Zhang, Deyu, Wang, Changying, Huang, Baoxiang, Ren, Jing, Zhao, Junli, Hou, Guojia

    ISSN: 2076-3417, 2076-3417
    Vydáno: Basel MDPI AG 01.04.2024
    Vydáno v Applied sciences (01.04.2024)
    “… To address these challenges, we propose an innovative encoderdecoder pyramid dilated convolutional long short-term memory network (DED-ConvLSTM…”
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  7. 7

    Advancing spatiotemporal forecasts of CO2 plume migration using deep learning networks with transfer learning and interpretation analysis Autor Fan, Ming, Wang, Hongsheng, Zhang, Jing, Hosseini, Seyyed A., Lu, Dan

    ISSN: 1750-5836
    Vydáno: United States Elsevier Ltd 01.02.2024
    “… In this work, we propose two deep learning models, Auto-Encoder (AE)-LSTM and Encoder-Decoder (ED…”
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  8. 8

    ResMIBCU-Net: an encoderdecoder network with residual blocks, modified inverted residual block, and bi-directional ConvLSTM for impacted tooth segmentation in panoramic X-ray images Autor Imak, Andaç, Çelebi, Adalet, Polat, Onur, Türkoğlu, Muammer, Şengür, Abdulkadir

    ISSN: 0911-6028, 1613-9674, 1613-9674
    Vydáno: Singapore Springer Nature Singapore 01.10.2023
    Vydáno v Oral radiology (01.10.2023)
    “…Objective Impacted tooth is a common problem that can occur at any age, causing tooth decay, root resorption, and pain in the later stages. In recent years,…”
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    Prediction of maize growth stages based on deep learning Autor Yue, Yang, Li, Jin-Hai, Fan, Li-Feng, Zhang, Li-Li, Zhao, Peng-Fei, Zhou, Qiao, Wang, Nan, Wang, Zhong-Yi, Huang, Lan, Dong, Xue-Hui

    ISSN: 0168-1699, 1872-7107
    Vydáno: Amsterdam Elsevier B.V 01.05.2020
    “…•ConvLSTM encoder-decoder model can forecast daily weather factors correctly.•Hybrid model and data-driven model can predict maize growth stages…”
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  11. 11

    ED‐ConvLSTM: A Novel Global Ionospheric Total Electron Content Medium‐Term Forecast Model Autor Xia, Guozhen, Zhang, Fubin, Wang, Cheng, Zhou, Chen

    ISSN: 1542-7390, 1539-4964, 1542-7390
    Vydáno: Washington John Wiley & Sons, Inc 01.08.2022
    Vydáno v Space Weather (01.08.2022)
    “…In this paper, we proposed an innovative encoderdecoder structure with a convolution long short‐term memory (ED‐ConvLSTM…”
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  12. 12

    Local and Long-range Convolutional LSTM Network: A novel multi-step wind speed prediction approach for modeling local and long-range spatial correlations based on ConvLSTM Autor Yu, Mei, Tao, Boan, Li, Xuewei, Liu, Zhiqiang, Xiong, Wei

    ISSN: 0952-1976, 1873-6769
    Vydáno: Elsevier Ltd 01.04.2024
    “… Deformable Convolution V2 and Coordinate Attention for multi-step spatiotemporal wind speed prediction. A ConvLSTM encoder…”
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  13. 13

    Multi-Scale Attention and Encoder-Decoder Network for Video Saliency Object Detection Autor Bi, Hongbo, Zhu, Huihui, Yang, Lina, Wu, Ranwan

    ISSN: 1054-6618, 1555-6212
    Vydáno: Moscow Pleiades Publishing 01.06.2022
    “…— In recent years, video saliency object detection has received more and more attention, and many excellent algorithms have been proposed. In the paper, we…”
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  14. 14

    Spatiotemporal Prediction of Ionospheric Total Electron Content Based on ED-ConvLSTM Autor Li, Liangchao, Liu, Haijun, Le, Huijun, Yuan, Jing, Shan, Weifeng, Han, Ying, Yuan, Guoming, Cui, Chunjie, Wang, Junling

    ISSN: 2072-4292, 2072-4292
    Vydáno: Basel MDPI AG 01.06.2023
    Vydáno v Remote sensing (Basel, Switzerland) (01.06.2023)
    “… Our ED-ConvLSTM model is built based on the encoder-decoder architecture, which includes two modules…”
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  15. 15

    Short-Term Load Forecasting Using Encoder-Decoder WaveNet: Application to the French Grid Autor Dorado Rueda, Fernando, Durán Suárez, Jaime, del Real Torres, Alejandro

    ISSN: 1996-1073, 1996-1073
    Vydáno: Basel MDPI AG 01.05.2021
    Vydáno v Energies (Basel) (01.05.2021)
    “… To this end, the authors propose an encoder-decoder architecture inspired by WaveNet, a deep generative model initially designed by Google DeepMind for raw audio waveforms…”
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  16. 16

    New encoderdecoder convolutional LSTM neural network architectures for next-day global ionosphere maps forecast Autor de Paulo, M. C. M., Marques, H. A., Feitosa, R. Q., Ferreira, M. P.

    ISSN: 1080-5370, 1521-1886
    Vydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.04.2023
    Vydáno v GPS solutions (01.04.2023)
    “…) of the days before the prediction period. We proposed modifications to the encoderdecoder convolutional long short-term memory (ED-ConvLSTM…”
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  17. 17

    Semantic segmentation of oblique UAV video based on ConvLSTM in complex urban area Autor Majidizadeh, Abbas, Hasani, Hadiseh, Jafari, Marzieh

    ISSN: 1865-0473, 1865-0481
    Vydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.08.2024
    Vydáno v Earth science informatics (01.08.2024)
    “… . , require accurate and efficient segmentation algorithms. The proposed method implements a deep learning framework combining SegNet encoder-decoder architecture and convolutional long short-term memory (ConvLSTM…”
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    ED-SA-ConvLSTM: A Novel Spatiotemporal Prediction Model and Its Application in Ionospheric TEC Prediction Autor Li, Yalan, Deng, Haiming, Xiao, Jian, Li, Bin, Han, Tao, Huang, Jianquan, Liu, Haijun

    ISSN: 2227-7390, 2227-7390
    Vydáno: Basel MDPI AG 01.06.2025
    Vydáno v Mathematics (Basel) (01.06.2025)
    “… Existing work based on Convolutional Long Short-Term Memory (ConvLSTM) primarily relies on convolutional operations for spatial feature extraction, which are effective…”
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    Dual Convolutional LSTM Network for Referring Image Segmentation Autor Ye, Linwei, Liu, Zhi, Wang, Yang

    ISSN: 1520-9210, 1941-0077
    Vydáno: Piscataway IEEE 01.12.2020
    Vydáno v IEEE transactions on multimedia (01.12.2020)
    “… Our model consists of an encoder network and a decoder network, where ConvLSTM is used in both encoder and decoder networks to capture spatial and sequential information…”
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  20. 20

    Deep unsupervised multi-modal fusion network for detecting driver distraction Autor Zhang, Yuxin, Chen, Yiqiang, Gao, Chenlong

    ISSN: 0925-2312, 1872-8286
    Vydáno: Elsevier B.V 15.01.2021
    Vydáno v Neurocomputing (Amsterdam) (15.01.2021)
    “…•A state-of-the-art, unsupervised, end-to-end method to detect driver distraction.•Different network architectures to perform embedding subnetworks for…”
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