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教授
彭江涛

姓名:彭江涛

出生年月:1982年11月

学位:博士

职称:教授

研究方向:机器学习和图像处理

联系方式:pengjt1982@126.com

教育背景:

2008.09–2011.06 中国科学院自动化研究所 模式识别与智能系统 博士

2005.09–2008.07 BWIN必赢 应用数学 硕士

2001.09–2005.07 BWIN必赢 信息与计算科学 本科


工作经历:

2019.07–至今 BWIN必赢 BWIN必赢 授

2015.07–2019.07 BWIN必赢 BWIN必赢 副教授

2017.09–2018.09 密西西比州立大学 访问学者

2015.07–2015.09 澳门大学科技学院 访问学者

2014.07–2015.07 BWIN必赢 BWIN必赢 讲师

2013.08–2014.08 澳门大学 科技学院 访问学者

2012.10–2014.10 BWIN必赢 数学博士后科研流动站 博士后


教学情况:

担任本科生《高等数学》、《数学软件与应用》、《数字图像处理》、《数学建模》等课程的教学工作;担任研究生《模式识别》、《机器学习》、《数字图像处理》等课程的教学工作。

发表论文:

[1] Quanyong Liu, Jiangtao Peng*, Yujie Ning, Na Chen, Weiwei Sun*, Qian Du, Yicong Zhou, Refined prototypical contrastive learning for few-shot hyperspectral image classification, IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 5506214, 2023.

[2] Linzhou Yu, Jiangtao Peng*, Na Chen, Weiwei Sun*, Qian Du, Two-branch deeper graph convolutional network for hyperspectral image classification, IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 5506514, 2023.

[3] Yi Huang, Jiangtao Peng*, Weiwei Sun*, Na Chen, Qian Du, Yujie Ning, Han Su, Two-branch attention adversarial domain adaptation network for hyperspectral image classification, IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 5540813, 2022.

[4] Jiangtao Peng, Weiwei Sun, Hengchao Li, Wei Li, Xiangchao Meng, Chiru Ge, Qian Du, Low-rank and sparse representation for hyperspectral image processing: A review, IEEE Geoscience and Remote Sensing Magazine, vol. 10, no. 1, pp. 10-43, 2022.

[5] Jiangtao Peng, Yi Huang, Weiwei Sun*, Na Chen, Yujie Ning, Qian Du, Domain adaptation in remote sensing image classification: A survey, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 15, pp. 9842-9859, 2022.

[6] Jiangtao Peng, Yicong Zhou, Weiwei Sun*, Qian Du, Lekang Xia, Self-paced nonnegative matrix factorization for hyperspectral unmixing, IEEE Transactions on Geoscience and Remote Sensing, 2021, 59 (2): 1501-1515.

[7] Weiwei Sun, Jiangtao Peng*, Gang Yang, Qian Du, Fast and latent low-rank subspace clustering for hyperspectral band selection, IEEE Transactions on Geoscience and Remote Sensing, vol. 58, no. 6, pp. 3906-3915, 2020.

[8] Jiangtao Peng, Luoqing Li, Yuan Yan Tang, Maximum likelihood estimation based joint sparse representation for the classification of hyperspectral remote sensing images, IEEE Transactions on Neural Networks and Learning Systems, vol. 30, no. 6, pp. 1790-1802, 2019.

[9] Jiangtao Peng, Weiwei Sun, Qian Du, Self-paced joint sparse representation for the classification of hyperspectral images, IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 2, pp. 1183–1194, 2019.

[10] Jiangtao Peng*, Qian Du, Robust Joint Sparse Representation based on maximum correntropy criterion for hyperspectral image classification, IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 12, pp. 7152–7164, 2017.

主持项目:

[1] 局部保持联合适配域适应的多源高光谱遥感影像协同处理

国家自然科学基金面上项目,2022.01–2025.12

[2] 高光谱多源遥感信息融合与域适应分类应用

湖北省自然科学基金杰出青年基金项目,2021.09–2024.09

[3] 高光谱遥感图像的鲁棒核空间联合稀疏表示研究

国家自然科学基金面上项目,2019.01–2022.12




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