About
I am a Ph.D. student advised by Prof. Marc Niethammer at the University of North Carolina at Chapel Hill. Previously, I was advised by Prof. Dinggang Shen at Shanghai Jiao Tong University.
Research Interests
My research interests are in human-AI interaction. Particularly, I have been working on interactive image/video segmentation and controllable generative modeling.
News
06/2023 Summer internship at AWS AI Labs, advised by Manchen Wang and Zhenlin Xu.
04/2023 We maintain an up-to-date list of awesome foundation models. Welcome to contribute.
05/2022 Summer internship at UII America again.
05/2021 Summer internship at UII America, advised by Ziyan Wu and Terrence Chen.
08/2020 Joined UNC CS as a Ph.D. student.
Publications
[New preprint!] "Exploring Cycle Consistency Learning in Interactive Volume Segmentation",
Qin Liu, Meng Zheng, Benjamin Planche, Zhongpai Gao, Terrence Chen, Marc Niethammer, Ziyan Wu. [Code/Models]
[CVPR'24] "Rethinking Interactive Image Segmentation with Low Latency, High Quality, and Diverse Prompts",
Qin Liu, Jaemin Cho, Mohit Bansal, Marc Niethammer. [Code/Models]
[ICCV'23] "SimpleClick: Interactive Image Segmentation with Simple Vision Transformers",
Qin Liu, Zhenlin Xu, Gedas Bertasius, Marc Niethammer. [Code/Models]
[ECCV'22] "PseudoClick: Interactive Image Segmentation with Click Imitation",
Qin Liu, Meng Zheng, Benjamin Planche, Srikrishna Karanam, Terrence Chen, Marc Niethammer, Ziyan Wu. [Supp]
[MICCAI'22] "iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images",
Qin Liu, Zhenlin Xu, Yining Jiao, Marc Niethammer. [Code/Models]
[MICCAI'19] "Multi-class Gradient Harmonized Dice Loss with Application to Knee MR Image Segmentation",
Qin Liu*, XiongfengTang*, Deming Guo, Yanguo Qin, Pengfei Jia, Yiqiang Zhan, Xiang Zhou, Dijia Wu. (early accept)
(*equal contribution)
Hobbies
Marathon (certificates)
Reading, writing, and breakdancing (sport of 2024 Summer Olympics)