Jiangpeng Yan 严江鹏

Ph.D. @ Tsinghua

Address:
Dept. of Automation, Tsinghua University, Beijing, China.

Email: yanjp17 AT mails DOT tsinghua DOT edu DOT cn


Biography

I obtain my Ph.D. in 2022 from Tsinghua University (THU), supervised by Prof. Xiu Li. I received B.Eng in Department of Automation and B.Sc in Management from THU in 2017.

Thanks for Prof. Li's supports, I acted as a research leader for Tsinghua Intelligent Computation Lab where I founded the Medical Image Analysis Student Research Group and co-founded Reinforcement Learning Student Research Group.

I was fortunate to have a 5-month internship supervised by Dr. Qiong Yan at SenseTime in 2018. I joined Tencent AI Lab as a research intern in 2020, working closely with Dr. Hanbo Chen and Dr. Jianhua Yao with two valuable years.

Personally, my research interest lies at the intersection of Artificial Intelligence and Healthcare. Because I lead two student research groups, I participate in multiple research topics thanks to my co-authors' trust.

News

Selected Publications | More in Google Scholar

* means co-first authors. # means co-coresponding authors.

                                                
/*2022*/

Deep Contrastive Learning Based Tissue Clustering for Annotation-free Histopathology Image Analysis

Jiangpeng Yan*, Hanbo Chen* , Xiu Li#, Jianhua Yao#.

Computerized Medical Imaging and Graphics (CMIG), 2022. [paper]

A Deep Learning Model with Incorporation of Microvascular Invasion Area as a Factor in Predicting Prognosis of Hepatocellular Carcinoma after R0 Hepatectomy

Kang Wang*, Yanjun Xiang*, Jiangpeng Yan*, Yuyao Zhu*, Hanbo Chen*, Hongming Yu, Yuqiang Cheng, Xiu Li, Wei Dong, Yan Ji, Jingjing Li, Dong Xie, Wan Yee Lau, Jianhua Yao#, Shuqun Cheng#.

Hepatology International (HI), 2022. [paper][code]

Anti-interference from Noisy Labels: Mean-Teacher-assisted Confident Learning for Medical Image Segmentation

Zhe Xu, Donghuan Lu#, Jie Luo, Yixin Wang, Jiangpeng Yan, Kai Ma, Yefeng Zheng, Raymond Kai-yu Tong#

IEEE Transactions on Medical Imaging (TMI), 2022. [paper]

All-Around Real Label Supervision: Cyclic Prototype Consistency Learning for Semi-supervised Medical Image Segmentation

Zhe Xu, Yixin Wang, Donghuan Lu#, Lequan Yu, Jiangpeng Yan, Jie Luo, Kai Ma, Yefeng Zheng, Raymond Kai-yu Tong#

IEEE Journal of Biomedical and Health Informatics (JBHI), 2022. [paper]

Towards Better Understanding and Better Generalization of Low-shot Classification in Histology Images with Contrastive Learning

Jiawei Yang* , Hanbo Chen* , Jiangpeng Yan, Xiaoyu Chen, Jianhua Yao#.

International Conference on Learning Representations (ICLR), 2022 . [paper] [code]

Efficient Continuous Control with Double Actors and Regularized Critics

Jiafei Lyv* , Xiaoteng Ma* , Jiangpeng Yan, Xiu Li#.

AAAI Conference on Artificial Intelligence (AAAI), 2022 .

(Oral)

[paper] [code]
/*2021*/

Hierarchical Attention Guided Framework for Multi-resolution Collaborative Whole Slide Image Segmentation

Jiangpeng Yan* , Hanbo Chen* , Kang Wang* , Yan Ji, Yuyao Zhu, Jingjing Li, Dong Xie, Zhe Xu, Junzhou Huang, Shuqun Cheng#, Xiu Li#, Jianhua Yao#.

Medical Image Computing and Computer Assisted Interventions (MICCAI), 2021.

(Early Accept, Top 13%)

[paper]

From Pixel to Whole Slide: Automatic Detection of Microvascular Invasion in Hepatocellular Carcinoma on Histopathological Image via Cascaded Networks

Hanbo Chen*# , Kang Wang* , Yuyao Zhu* , Jiangpeng Yan, Yan Ji, Jingjing Li, Dong Xie, Junzhou Huang, Shuqun Cheng, Jianhua Yao.

Medical Image Computing and Computer Assisted Interventions (MICCAI), 2021. [paper]

Implicit Feature Refinement for Instance Segmentation

Lufan Ma*, Tiancai Wang*, Bin Dong, Jiangpeng Yan, Xiu Li#, Xiangyu Zhang.

ACM International Conference on Multimedia (ACM MM), 2021. [paper][code]

Matting Enhanced Mask R-CNN

Lufan Ma*, Bin Dong*, Jiangpeng Yan, Xiu Li#.

IEEE International Conference on Multimedia and Expo (ICME), 2021.

(Oral)

[paper]

Unsupervised Multimodal Image Registration with Adaptative Gradient Guidance

Zhe Xu, Jiangpeng Yan, Jie Luo, Xiu Li#, Jayender Jagadeesan.

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021. [paper]

Unimodal Cyclic Regularization For Training Multimodal Image Registration Networks

Zhe Xu, Jiangpeng Yan, Jie Luo, William Wells, Xiu Li#, Jayender Jagadeesan.

IEEE International Symposium on Biomedical Imaging (ISBI), 2021.

(Oral)

[paper]

F3RNet: full-resolution residual registration network for deformable image registration

Zhe Xu, Jie Luo, Jiangpeng Yan, Xiu Li#, Jagadeesan Jayender.

International Journal of Computer Assisted Radiology and Surgery (IJCARS), 2021. [paper]

A Survey on Deep Learning-based Medical Image Registration (in Chinese)

Lufan Ma, Feng Luo, Jiangpeng Yan, Zhe Xu, Jie Luo, Xiu Li#.

中国图象图形学报 (Journal of Image and Graphics), 2021. [paper]
/*2020*/

Neural Architecture Search for Compressed Sensing Magnetic Resonance Image Reconstruction

Jiangpeng Yan, Shuo Chen, Yongbin Zhang, Xiu Li#.

Computerized Medical Imaging and Graphics (CMIG), 2020.[paper][code]

Adversarial Uni-and Multi-modal Stream Networks for Multimodal Image Registration

Zhe Xu, Jie Luo, Jiangpeng Yan, Ritvik Pulya, Xiu Li#, William Wells III, Jayender Jagadeesan#.

Medical Image Computing and Computer Assisted Interventions (MICCAI), 2020.

(Oral)

[paper] [Interesting Follow-up: DualChannel(MedIA)@JHU, DDMReg@Harvard]

Special Thanks to Our Group Members:

Dr. Jiafei Lyv, 2020.09 - Now, currently pursues his PhD in THU and leads RL Student Research Group.

Dr. Rui Yang, 2019.09 - 2021.09, was a member in RL Student Research Group and currently pursues his PhD in HKUST.

Ms. Feng Luo, 2019.09 - 2021.09, was a member in MedIA Student Research Group and currently in Tencent.

Ms. Lufan Ma, 2019.09 - 2021.09, was a member in MedIA Student Research Group and currently in Tencent.

Dr. Zhe Xu, 2018.09 - 2020.09, was a member in MedIA Student Research Group and currently pursues his PhD in CUHK.

...

Professional Services

Teaching

2020.9-2021.2, Frontier of Artificial Intelligence (graduate course), Tsinghua Shenzhen International Graduate School.

2017.9-2018.2, Data Structure (undergraduate course), Tsinghua University.

© Jiangpeng Yan