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导师信息-梁苗苗

作者: 时间:2014-10-09 点击数:

导师信息姓名:梁苗苗

学位/职称:工学博士/讲师

学科专业:计算机科学与技术

电子邮箱或联系电话:liangmiaom@jxust.edu.cn

讲授课程: 本科生课程:计算机视觉、离散数学    

研究生课程: 泛函分析

研究方向:计算机视觉、机器学习、高光谱遥感影像处理


代表性论文:

[1] Licheng Jiao, Miaomiao Liang#, Huan Chen, Shuyuan Yang, Hongying Liu, and Xianghai Cao. Deep fully convolutional network-based spatial distribution prediction for hyperspectral image classification[J]. IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2017, 55(10): 5585-5599. (中科院Top)

[2] Miaomiao Liang, Licheng Jiao, Shuyuan Yang, Fang Liu, Biao Hou, Huan Chen. Deep multiscale spectral-spatial feature fusion for hyperspectral images classification[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2018, 11(8): 2911-2924.(中科院三区)

[3] Miaomiao Liang, Licheng Jiao, and Zhe Meng. A superpixel-based relational auto-encoder for feature extraction of hyperspectral images[J]. Remote Sensing, 2019, 11(20): 2454.(中科院二区,Top

[4] Miaomiao Liang, Licheng Jiao, and Chundong Xu. Deep feature-based multitask joint sparse representation for hyperspectral image classification[J]. IEEE Geoscience and Remote Sensing Letters, 2020, 17(9):1578-1582.(中科院二区)

[5] Miaomiao Liang, Huai Wang, Xiangchun Yu, Zhe Meng, Jianbing Yi, Licheng Jiao. Lightweight multilevel feature fusion network for hyperspectral image classification[J], Remote Sensing, 2022, 14(1): 791-20.(中科院二区,Top

[6] Miaomiao Liang, Qinghua He, Xiangchun Yu, Huai Wang, Zhe Meng, Licheng Jiao. A dual multi-head contextual attention network for hyperspectral image classification[J]. Remote Sensing, 2022, 14(13): 1-21.(中科院二区,Top

[7] Xiangchun Yu, Hechang Chen, Miaomiao Liang, Qing Xu, Lifang He. A transfer learning-based novel fusion convolutional neural network for breast cancer histology classification[J]. Multimedia Tools and Applications. 2020, 1-15.(中科院三区)

[8] Xiangchun Yu, Wei Pang, Qing Xu, Miaomiao Liang. Mammographic image classification with deep fusion learning[J]. Scientific Reports. 2020, 14361.1-11.(中科院三区)

[9] Zhe Meng, Licheng Jiao, Miaomiao Liang and Feng Zhao. Hyperspectral image classification with mixed link networks[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021, 14: 2494-2507.(中科院三区)

[10] Zhe Meng, Feng Zhao, Miaomiao Liang. SS-MLP: A novel spectral-spatial MLP architecture for hyperspectral image classification[J]. Remote Sensing, 2021, 13(20): 4060.(中科院二区,Top

[11] Zhe Meng, Licheng Jiao, Miaomiao Liang, Feng Zhao. A lightweight spectral-spatial convolution module for hyperspectral image classification[J]. IEEE Geoscience and Remote Sensing Letters, 2021, 19: 1-5.(中科院二区)

主持课题:

1、国家自然科学基金青年科学基金项目,61901198,基于多模态深层交互编码的小样本高光谱遥感影像分类方法研究2020/01-2022/12在研,主持

2、江西省高等学校教学改革研究省级课题,一般项目,JXJG-21-7-32,《离散数学》课程线上线下混合教学模式探讨,2022/01-2023/12,在研,主持

3、江西理工大学清江青年优秀人才支持计划资助,JXUSTQJYX2020019,小样本高光谱遥感数据的地物精准识别与定位,2021/01-2025/12,在研,主持

4江西理工大学博士科研启动基金项目jxxjbs19006,基于多尺度几何稀疏编码的遥感图像特征学习,2019/01-2021/12,结题,主持



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