Haotian Liu

Hi there, I am a third-year computer science Ph.D. student at University of Wisconsin-Madison, advised by Prof. Yong Jae Lee.

Before this, I obtained my bachler's degree (with honor) at Zhejiang University. I at that time researched under the supervision of Prof. Xiaogang Jin and Prof. Fei Wu.

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Research

I am generally interested computer vision and machine learning, especially visual perception, understanding and generation. And I focus on building machines that efficiently understand the visual world the same way as humans do.

ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models
Chunyuan Li*, Haotian Liu*, Liunian Harold Li, Pengchuan Zhang, Jyoti Aneja, Jianwei Yang, Ping Jin, Yong Jae Lee, Houdong Hu, Zicheng Liu, and Jianfeng Gao
arXiv 2022
(*equal contribution)
[arXiv]

Masked Discrimination for Self-Supervised Learning on Point Clouds
Haotian Liu, Mu Cai, and Yong Jae Lee
arXiv 2022
[arXiv]

YolactEdge: Real-time Instance Segmentation on the Edge
Haotian Liu*, Rafael A. Rivera-Soto*, Fanyi Xiao, and Yong Jae Lee
IEEE International Conference on Robotics and Automation (ICRA), 2021
(*equal contribution)
[arXiv] [code] [talk] [demo] [Colab Notebook] [Colab Notebook (TensorRT)]

Identity from here, Pose from there: Self-supervised Disentanglement and Generation of Objects using Unlabeled Videos
Fanyi Xiao, Haotian Liu, and Yong Jae Lee
Proceedings of the IEEE International Conference on Computer Vision (ICCV), 2019
[pdf]

Operation strategy of public building: Implications from trade-off between carbon emission and occupant satisfaction.
Yimeng Chen, Haotian Liu, and Lei Shi
Journal of Cleaner Production (JCLP), 2018
[pdf]