胡晓林 博士

清华大学计算机科学与技术系 副教授（长聘）

2013 - 至今 副教授（长聘），清华大学计算机科学与技术系

2009 - 2013  助理研究员，清华大学计算机科学与技术系

2007 - 2009 博士后，清华大学计算机科学与技术系

2004 - 2007 博士，香港中文大学机械与自动化

2001 - 2004 硕士，武汉理工大学汽车工程学院

1997 - 2001  学士，武汉理工大学汽车工程学院

2007年从香港中文大学获得自动化与计算机辅助工程博士学位，指导老师王钧教授。同年来到清华大学计算机系做博士后，指导老师张钹院士。 2009年留校任教，在张钹院士和朱军教授领导的TSAIL课题组工作，先后担任助理教授和副教授。

研究领域

深度学习、计算神经科学。

研究兴趣

胡晓林教授的研究方向主要在以下两个方面。一方面研究深度学习模型的鲁棒性、安全性。另一方面研究脑启发的深度学习模型，来克服现有深度学习模型的缺陷。

代表性论文

[1] Gang Zhang Junnan Chen, Guohuan Gao, Jianmin Li, Si Liu, Xiaolin Hu*, “SAFDNet: A simple and effective network for fully sparse 3D object detection,” Proc. of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA, June 17-21, 2024. (Oral, acceptance rate0.7%)

[2] Kai Li, Fenghua Xie, Hang Chen, Kexin Yuan*, Xiaolin Hu*, “An audio-visual speech separation model inspired by cortico-thalamo-cortical circuits,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 10, pp. 6637-6651, Oct 2024.

[3] Kai Li, Runxuan Yang, Fuchun Sun, Xiaolin Hu*, “IIANet: an intra- and inter-modality attention network for audio-visual speech separation,” The 41st International Conference on Machine Learning (ICML), Vienna, Austria, July 21-27, 2024.

[4] Xiao Li, Ziqi Wang, Bo Zhang, Fuchun Sun, Xiaolin Hu*, “Recognizing object by components with human prior knowledge enhances adversarial robustness of deep neural networks,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 7, pp. 8861-8873, 2023.

[5] Jianfeng Wang, Xiaolin Hu*, “Convolutional neural networks with gated recurrent connections,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 44, no. 7, pp. 3421-3425, 2022.

[6] Zhanhao Hu, Siyuan Huang, Xiaopei Zhu, Fuchun Sun, Bo Zhang, Xiaolin Hu*, “Adversarial texture for fooling person detectors in the physical world”, Proc. of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Orleans, Louisian, June 19-24, 2022, pp. 13307-13316. (Oral, acceptance rate4.2%)

[7] Xiaopei Zhu, Zhanhao Hu, Siyuan Huang, Jianmin Li, Xiaolin Hu*, “Infrared invisible clothing: hiding from infrared detectors at multiple angles in real world”, Proc. of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Orleans, Louisian, June 19-24, 2022. (Oral, acceptance rate4.2%)

[8] Fangzhou Liao, Ming Liang, Zhe Li, Xiaolin Hu*, Sen Song*, “Evaluate the malignancy of pulmonary nodules using the 3-D deep leaky noisy-or network,” IEEE Transactions on Neural Networks and Learning Systems, vol. 30, no. 11, pp. 3484-3495, 2019.

[9] 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.

[10] 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 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, USA, June 18-22, 2018, pp. 1778-1787.

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