ZHOU Yanning

PhD Student

Department of Computer Science and Engineering, the Chinese University of Hong Kong

Biography

I am currently a third-year Ph.D. student in the department of computer science and engineering, the Chinese University of Hong Kong. I am supervised by Prof. Pheng-Ann Heng and Prof. Chi-Wing FU, Philip. I received my bachelor’s degree in Measurement & Control Technology and Instrument from the College of Optoelectronic Engineering at Chongqing University (CQU) in 2017. My research interests include deep learning and its applications on medical image analysis.

Interests

Deep Learning
Medical Image Analysis
Computational Pathology

Education

PhD in Computer Science and Engineering, 2017-current

The Chinese University of Hong Kong
BEng in Measurement & Control Technology and Instrument, 2013-2017

Chongqing University

Recent Publications

News. One paper was accepted to MICCAI 2020.

Deep Semi-supervised Knowledge Distillation for Overlapping Cervical Cell Instance Segmentation

Accept in MICCAI 2020.

Yanning Zhou , Hao Chen , Huangjing Lin , Pheng-Ann Heng

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CGC-Net: Cell Graph Convolutional Network for Grading of Colorectal Cancer Histology Images

Accept in ICCVW 2019 (Oral).

Yanning Zhou , Simon Graham , Navid Alemi Koohbanani , Muhammad Shaban , Pheng-Ann Heng , Nasir Rajpoot

PDF

IRNet: Instance Relation Network for Overlapping Cervical Cell Segmentation

Accept in MICCAI 2019.

Yanning Zhou , Hao Chen , Jiaqi Xu , Qi Dou , Pheng-Ann Heng

PDF

CIA-Net: Robust Nuclei Instance Segmentation with Contour-Aware Information Aggregation

Accept in IPMI 2019.

Yanning Zhou , Omer Fahri Onder , Qi Dou , Efstratios Tsougenis , Hao Chen , Pheng-Ann Heng

PDF

SFCN-OPI: Detection and fine-grained classification of nuclei using sibling fcn with objectness prior interaction

Accept in AAAI 2018 (Spotlight).

Yanning Zhou , Qi Dou , Hao Chen , Jing Qin , Pheng-Ann Heng

PDF

Experience

Visiting Student

Tissue Image Analytics (TIA) Lab at the Department of Computer Science, University of Warwick

Apr 2019 – Jun 2019 Coventry, UK

I was a visiting PhD student at TIA LAB under the supervision of Professor Nasir Rajpoot. My research topic was deep cell graph convolutional network for histology image analysis.

Visiting Student

Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences

Jan 2017 – Jun 2017 Shenzhen, China

I finished my Final Year Project of cell nuclei detection and fine-grained classification here.