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研究方向及兴趣
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面向高分辨率影像数据的场景理解:
图像内存在哪些地物目标?在哪里?
多标签地物识别

弱监督地物定位

图像内包含哪些场景?在哪里?
多场景识别

弱监督场景定位

期刊论文
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[1] Y. Hua, L. Mou, X. X. Zhu, Relation Network for Multilabel Aerial Image Classification,IEEE Transactions on Geoscience and Remote Sensing,.
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[2] Y. Sun, Y. Hua, L. Mou, X. X. Zhu, CG-Net: Conditional GIS-Aware Network for Individual Building Segmentation in VHR SAR Images,IEEE Transactions on Geoscience and Remote Sensing,.
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[3] Y. Hua, L. Mou, P. Jin, X. X. Zhu, MultiScene: A Large-Scale Dataset and Benchmark for Multiscene Recognition in Single Aerial Images,IEEE Transactions on Geoscience and Remote Sensing,.
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[4] L. Mou, Y. Hua, P. Jin, X. X. Zhu, ERA: A Data Set and Deep Learning Benchmark for Event Recognition in Aerial Videos [Software and Data Sets],IEEE Geoscience and Remote Sensing Magazine,.
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[5] Y. Hua, L. Mou, J. Lin, K. Heidler, X. X. Zhu, Aerial scene understanding in the wild: Multi-scene recognition via prototype-based memory networks,ISPRS Journal of Photogrammetry and Remote Sensing,.
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[6] L. Mou, Y. Hua, X. X. Zhu, A Relation-Augmented Fully Convolutional Network for Semantic Segmentation in Aerial Scenes,IEEE CVPR (共一),.
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[7] Y. Hua, D. Marcos, L. Mou, X. X. Zhu, D. Tuia, Semantic Segmentation of Remote Sensing Images With Sparse Annotations,IEEE Geoscience and Remote Sensing Letters,.
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[8] L. Mou, Y. Hua, X. X. Zhu, Relation Matters: Relational Context-Aware Fully Convolutional Network for Semantic Segmentation of High-Resolution Aerial Images,IEEE Transactions on Geoscience and Remote Sensing (共一),.
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[9] Y. Hua, L. Mou, X. X. Zhu, Recurrently exploring class-wise attention in a hybrid convolutional and bidirectional LSTM network for multi-label aerial image classification,ISPRS Journal of Photogrammetry and Remote Sensing,.