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Preformer: Simple and Efficient Design for Precipitation Nowcasting With Transformers 期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2024, 卷号: 21, 页码: 5
Authors:  Jin, Qizhao;  Zhang, Xinbang;  Xiao, Xinyu;  Wang, Ying;  Xiang, Shiming;  Pan, Chunhong
Favorite  |  View/Download:4/0  |  Submit date:2024/03/26
Precipitation  Transformers  Spatiotemporal phenomena  Decoding  Humidity  Correlation  Computer architecture  Data mining  precipitation nowcasting  transformer  
SpatioTemporal Inference Network for Precipitation Nowcasting With Multimodal Fusion 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2024, 卷号: 17, 页码: 1299-1314
Authors:  Jin, Qizhao;  Zhang, Xinbang;  Xiao, Xinyu;  Wang, Ying;  Meng, Gaofeng;  Xiang, Shiming;  Pan, Chunhong
Favorite  |  View/Download:16/0  |  Submit date:2024/02/21
Data mining  multimodal knowledge discovery  precipitation nowcasting  
Learning from the Target: Dual Prototype Network for Few Shot Semantic Segmentation 会议论文
, 蒙特利尔, 2022-4
Authors:  Mao BJ(毛彬杰);  Zhang XB(张新邦);  Wang LF(汪凌峰);  Zhang Q(张骞);  Xiang SM(向世明);  Pan CH(潘春洪)
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MFNet: The Spatio-Temporal Network for Meteorological Forecasting With Architecture Search 期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 卷号: 19, 页码: 5
Authors:  Zhang, Xinbang;  Jin, Qizhao;  Xiang, Shiming;  Pan, Chunhong
Favorite  |  View/Download:153/0  |  Submit date:2022/11/21
Forecasting  Computer architecture  Task analysis  Deep learning  Convolution  Correlation  Wind forecasting  Deep learning  meteorological forecasting (MF)  neural architecture search (NAS)  
Multi-modal spatio-temporal meteorological forecasting with deep neural network 期刊论文
ISPRS Journal of Photogrammetry and Remote Sensing, 2022, 页码: 14
Authors:  Xinbang Zhang;  Qizhao Jin;  Tingzhao Yu;  Shiming Xiang;  Qiuming Kuang;  Véronique Prinet;  Chunhong Pan
Adobe PDF(3735Kb)  |  Favorite  |  View/Download:265/67  |  Submit date:2022/07/01
Meterological forecasting  Deep learning  Neural architecture search  AutoML  
网络结构搜索方法及其在气象预测中的应用研究 学位论文
工学博士学位, 中国科学院自动化研究所: 中国科学院自动化研究所, 2022
Authors:  张新邦
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网络结构搜索  自动机器学习  深度学习  气象预测  时空数据挖掘  
EAT-NAS: elastic architecture transfer for accelerating large-scale neural architecture search 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2021, 卷号: 64, 期号: 9, 页码: 13
Authors:  Fang, Jiemin;  Chen, Yukang;  Zhang, Xinbang;  Zhang, Qian;  Huang, Chang;  Meng, Gaofeng;  Liu, Wenyu;  Wang, Xinggang
Adobe PDF(377Kb)  |  Favorite  |  View/Download:275/49  |  Submit date:2021/11/02
architecture transfer  neural architecture search  evolutionary algorithm  large-scale dataset  
DATA: Differentiable ArchiTecture Approximation With Distribution Guided Sampling 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021, 卷号: 43, 期号: 9, 页码: 2905-2920
Authors:  Zhang, Xinbang;  Chang, Jianlong;  Guo, Yiwen;  Meng, Gaofeng;  Xiang, Shiming;  Lin, Zhouchen;  Pan, Chunhong
Adobe PDF(1346Kb)  |  Favorite  |  View/Download:268/47  |  Submit date:2021/11/02
Computer architecture  Search problems  Optimization  Task analysis  Bridges  Binary codes  Estimation  Neural architecture search(NAS)  ensemble gumbel-softmax  distribution guided sampling  
You Only Search Once: Single Shot Neural Architecture Search via Direct Sparse Optimization 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021, 卷号: 43, 期号: 9, 页码: 2891-2904
Authors:  Zhang, Xinbang;  Huang, Zehao;  Wang, Naiyan;  Xiang, Shiming;  Pan, Chunhong
Adobe PDF(1271Kb)  |  Favorite  |  View/Download:254/52  |  Submit date:2021/11/02
Computer architecture  Optimization  Learning (artificial intelligence)  Task analysis  Acceleration  Evolutionary computation  Convolution  Neural architecture search(NAS)  convolution neural network  sparse optimization