Wei Lou

Chinese University of Hongkong, Shenzhen (CUHK-SZ)

Biography

I am currently a PhD candidate at The Chinese University of Hongkong, Shenzhen, supervised by Prof. Xiaoguang Han and Research Scientist Haofeng Li.

Interests

Deep Learning
Medical Image Processing
Computational Pathology

Professional Activities

Reviewer: IEEE TMI, IEEE JBHI, CVPR 2024, MICCAI 2024, ACM MM 2024

Education

Ph.D. in Computer and Information Engineering, until July 2025

Chinese University of Hongkong, Shenzhen
M.S in Artificial Intelligence, September 2020

University of Southampton, United Kindom
B.S in Internet of Things, July 2019

University of Science and Technology, Beijing

Recent News

[2024.04.10] One paper got accepted by IEEE Transaction on Medical Imaging (IF=10.6)!
[2024.03.14] The review paper of NeurIPS 2022 Cell-seg Competition got accepted by Nature Methods (IF=48)!
[2023.12.15] One paper got accepted by AAAI 2024!
[2023.10.01] One paper got accepted by MICCAI 2023!
[2023.06.04] One paper got accepted by NeurIPS 2022 Workshop, in which our method achieved 2nd place among over 100 teams in NeurIPS-22 CellSeg Competition!
[2022.11.10] One paper got accepted by IEEE Transaction on Medical Imaging (IF=10.6)!
[2021.06.19] One paper got accepted by CVPR 2021 Workshop!

Publications

Structure Embedded Nucleus Classification for Histopathology Images

IEEE Transactions on Medical Imaging (IF=10.6)

Wei Lou, Xiang Wan, Guanbin Li, Xiaoying Lou, Chenghang Li, Feng Gao, Haofeng Li

PontTuset

The multimodality cell segmentation challenge: toward universal solutions

Nature Methods (IF=48)

Jun Ma, Ronald Xie, Shamini Ayyadhury,...,Wei Lou, Haofeng Li (Sribd-med Team),...

PontTuset

Cell Graph Transformer for Nuclei Classification

AAAI2024 (CCF-A)

Wei Lou, Guanbin Li, Xiang Wan, Haofeng Li

PontTuset

Diffusion-based Data Augmentation for Nuclei Image Segmentation

MICCAI2023 (CCF-B)

Xinyi Yu, Guanbin Li, Wei Lou, Siqi Liu, Xiang Wan, Yan Chen, Haofeng Li

Paper Code

PontTuset

Multi-stream Cell Segmentation with Low-level Cues for Multi-modality Images

Proceedings of Machine Learning Research (* indicates co-first author)

Winner Finalist Award (The 2nd place in 100 teams) in NeurIPS 2022 CellSeg Challenge

Wei Lou*, Xinyi Yu*, Chenyu Liu, Xiang Wan, Guanbin Li, Siqi Liu, Haofeng Li

Paper Code Napari

PontTuset

Which Pixel to Annotate: a Label-Efficient Nuclei Segmentation Framework

IEEE Transactions on Medical Imaging (IF=10.6) (* indicates co-first author)

Wei Lou*, Haofeng Li*, Guanbin Li, Xiaoguang Han, Xiang Wan

Paper Code Blog Patent

PontTuset

Dynamic-OFA: Runtime DNN Architecture Switching For Performance Scaling on Heterogeneous Embedded Platforms

CVPR2021 Workshop (* indicates co-first author)

Wei Lou*, Lei Xun*, Amin Sabet, Jia Bi, Jonathon Hare, Geoff V Merrett

Paper Code

PontTuset