Xiaoling Hu

PhD Candidate
Computer Vision, Machine Learning, Medical Imaging, Topological Data Analysis and Shape Analysis

I am a computer science PhD Candidate at the Stony Brook University, advised by Prof.Chao Chen. I obtained my master and bachelor degree from Tsinghua University and Huazhong University of Science and Technology, respectively.
Before joining Stony Brook University, I also spent half a year working with Dr. Yu-Wing Tai at Tencent Youtu Lab.

Contact Address: Old Computer Science Building 2314, Stony Brook, NY

Email / CV / Linkedin / Scholar/ Github

Papers

Trigger Hunting with a Topological Prior for Trojan Detection
Xiaoling Hu, Xiao Lin, Michael Cogswell, Yi Yao, Susmit Jha, Chao Chen
Under review

A Topology-Attention ConvLSTM Network and Its Application to EM Images
Jiaqi Yang*, Xiaoling Hu*, Chao Chen, Chia-Ling Tsai (* means equal contribution)
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2021

Topology-aware Segmentation Using Discrete Morse Theory
Xiaoling Hu, Yusu Wang, Li Fuxin, Dimitris Samaras, Chao Chen
International Conference on Learning Representations (ICLR), 2021 (Spotlight, 5.6%)
Code Slides Poster Talk1 Talk2

3D Topology-Preserving Segmentation with Compound Multi-Slice Representation
Jiaqi Yang*, Xiaoling Hu*, Chao Chen, Chia-Ling Tsai (* means equal contribution)
IEEE International Symposium on Biomedical Imaging (ISBI), 2021
Poster

Topology-Preserving Deep Image Segmentation
Xiaoling Hu, Li Fuxin, Dimitris Samaras, Chao Chen
Thirty-third Conference on Neural Information Processing Systems (NeurIPS), 2019
Code Code2 Slides Poster

Saliency detection based on integration of central bias, reweighting and multi-scale for superpixels
Xiaoling Hu, Wenming Yang, Fei Zhou, Qingmin Liao
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2016

Industry Experience


United Imaging Intelligence (UII) (May 2021-Aug. 2021)
Deep Shape Model Based Network

Tencent Youtu Lab (June 2017-Jan. 2018)
Object detection and clothes search

Cloudream (Summer 2015)
Camera Calibration

Reading Group

Topology Data Analysis Reading Group