Zhizhong Huang
(黄智忠)

I am Postdoc at Michigan State University, East Lansing, MSU working with Prof. Xiaoming Liu. Previously, I got my PhD's degree from Fudan University advised by Prof. Junping Zhang and Dr. Hongming Shan in 2024.6, and bachelor's degree from Sichuan University in 2019.6. My main research interests include representation learning, unsupervised/semi-supervised learning, and generative models.

Email  /  GitHub  /  Google Scholar  /  CV

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Experiences

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Michigan State University


2024.8-Present | East Lansing, US.

Postdoc in CSE; working on generative models and self-supervised learning with Xiaoming Liu.

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Alibaba DAMO Academy


2024.1-2024.8 | Hangzhou, China.

Research intern; working on vision LLMs and AIGC with Yibing Song.

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Fudan University


2019.9-2024.6 | Shanghai, China.

PhD in Computer Science; Outstanding graduated student in Shanghai City (Rank 1 in PhDs) Chinese link; two national scholarships and 2021 second prize of CCF University Student Acaemic Show (PhD Group), link; first-author publications when graduated: 8 CCF-A or 2 TPAMI/3 CVPR/1 ICCV; working on face and self-supervised learning with Junping Zhang and Hongming Shan.

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Sichuan University


2015.9-2019.6 | Chengdu, China.

Bachelor in Software Engineering; GPA: 3.71/4.0 (4%); two national scholarships; working with Yi Zhang.

Selected Publications


Please see my CV or Google Scholar for full list of publications.
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Learning Representation for Clustering via Prototype Scattering and Positive Sampling


Zhizhong Huang, Jie Chen, Junping Zhang and Hongming Shan
TPAMI 2023
bib / arxiv / code

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When Age-Invariant Face Recognition Meets Face Age Synthesis: A Multi-Task Learning Framework and A New Benchmark


Zhizhong Huang, Junping Zhang and Hongming Shan
Journal version TPAMI 2023 and CVPR 2021 Oral
bib / journal / conference / code / code

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DU-GAN: Generative Adversarial Networks with Dual-Domain U-Net Based Discriminators for Low-Dose CT Denoising


Zhizhong Huang, Junping Zhang, Yi Zhang, and Hongming Shan
TIM 2021
bib / arxiv / code

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PFA-GAN: Progressive Face Aging with Generative Adversarial Network


Zhizhong Huang, Shouzhen Chen, Junping Zhang, and Hongming Shan
TIFS 2021
bib / arxiv / code

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Twin Contrastive Learning with Noisy Labels


Zhizhong Huang, Junping Zhang, and Hongming Shan
CVPR 2023
bib / arxiv / code

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Adaptive Nonlinear Latent Transformation for Conditional Face Editing


Zhizhong Huang, Siteng Ma, Junping Zhang, and Hongming Shan
ICCV 2023
bib / arxiv / code

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Point, Segment and Count: A Generalized Framework for Object Counting


Zhizhong Huang, Mingliang Dai, Yi Zhang, Junping Zhang and Hongming Shan
CVPR 2024
bib / arxiv / code

Open-source projects

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pytorch-openpose


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One of earliest pytorch implementation of openpose including Hand and Body Pose Estimation, used by ControlNet (code here and here)

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Precipitation-Nowcasting


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implemented a pytorch-based encoder-forecaster model with RNNs including (TrajGRU, ConvLSTM ) to do precipitation nowcasting.

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GLIGEN Training


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A diffusers implementation of training GLIGEN: Open-Set Grounded Text-to-Image Generation like ControlNet. Merged to diffusers official repo. Link and code.

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torch_clustering


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A pure PyTorch implementation of kmeans and GMM with distributed clustering.

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