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

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

Salient object detection via spectral clustering
Xiaoling Hu, Wenming Yang, Xingjun Wang, Qingmin Liao
IEEE International Conference on Information Technology, Networking, Electronic and Automation Control Conference (ITNEC), 2016

Dump Truck Recognition Based on SCPSR in Videos
Wenming Yang, Xiaoling Hu*,Riqiang Gao, Qingmin Liao (* means corresponding author)
Chinese Conference on Pattern Recognition (CCPR), 2016

Two-stage Patch-based Sparse Multi-value Descriptor for Face Recognition
Riqiang Gao, Wenming Yang, Xiaoling Hu, Qingmin Liao
Visual Communications and Image Processing (VCIP), 2016

Industry Experience


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

Cloudream (Summer 2015)
Camera Calibration

Reading Group

Topology Data Analysis Reading Group