研究团队

胡晓林 博士

清华大学计算机科学与技术系 副教授

2013.12 - 现在清华大学计算机科学与技术系 副教授
2009.09 - 2013.11清华大学计算机科学与技术系 助理研究员
2007.09 - 2009.08清华大学计算机科学与技术系 博士后
2004.08 - 2007.07香港中文大学机械与自动化系 博士
2001.09 - 2004.06武汉理工大学汽车工程学院 硕土
1997.09 - 2001.06武汉理工大学汽车工程学院 学土

研究兴趣和领域

  深度学习、计算神经科学。致力于在深度学习和脑科学之间建立桥梁,研究脑启发的深度学习模型,同时利用深度学习理解脑的计算机制。

开设的课程

深度学习导论(00240332,本科生)

神经与认知计算(80240642,研究生)

深度学习(80240743,研究生)

代表性论文

1. Fangzhou Liao, Ming Liang, Yinpeng Dong, Tianyu Pang, Xiaolin Hu*, Jun Zhu, “Defense against adversarial attacks using high-level representation guided denoiser,” Proc. of the 31th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, USA, June 18-22, 2018.

2. Yulong Wang, Hang Su, Bo Zhang, Xiaolin Hu*, “Interpret neural networks by identifying critical data routing paths,” Proc. of the 31th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, USA, June 18-22, 2018.

3. Wentao Liu, Jie Chen, Cheng Li, Chen Qian, Xiao Chu, Xiaolin Hu*, “A cascaded inception of inception network with attention modulated feature fusion for human pose estimation,” The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI), New Orleans, USA, Feb 14-19, 2018.

4. Jianfeng Wang, Xiaolin Hu*, “Gated recurrent convolution neural network for OCR,” Advancies in Neural Information Processing (NIPS), Long Beach, USA, Dec. 4-9, 2017.

5. Ming Liang, Xiaolin Hu*, Bo Zhang, “Convolutional neural networks with intra-layer recurrent connections for scene labeling,” Advances in Neural Information Processing (NIPS), Montréal, Canada, Dec. 7-12, 2015.

6. Ming Liang, Xiaolin Hu*, “Recurrent convolutional neural network for object recognition,” Proc. of the 28th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Boston, USA, June 7-12, 2015, pp. 3367-3375.

7. Qingtian Zhang, Xiaolin Hu*, Bo Hong, Bo Zhang, “A hierarchical sparse coding model predicts acoustic feature encoding in both auditory midbrain and cortex,” PLOS Computational Biology, 2019.

8. Chengxu Zhuang, Yulong Wang, Daniel Yamins, Xiaolin Hu*, “Deep learning predicts correlation between a functional signature of higher visual areas and sparse firing of neurons,” Frontiers in Computational Neuroscience, 2017.

联系方式

地址:北京市海淀区清华大学FIT楼1-508

电话:+86 10-62799932

邮箱:xlhu@tsinghua.edu.cn

网页:http://www.xlhu.cn