Summary

I am a last-year Ph.D. student at Fudan University advised by Prof. Junping Zhang and Dr. Hongming Shan. Previously, I got my bachelor's degree from Sichuan University in 2019. My main research interests include representation learning, unsupervised/semi-supervised learning, and generative models. I am highly self-motivated, of great passion/coding skills, and able to work independently.

Education

  • Sichuan University
    2015-2019 | Chengdu, China.
    Bachelor in Software Engineering. GPA: 3.71/4.0 (4%)
  • Fudan University
    2019-Now | Shanghai, China.
    Ph.D. candidate in Computer Science.

Awards

  • 2016-2017, National Scholarship.
  • 2017-2018, National Scholarship.
  • 2021 second prize of CCF University Student Acaemic Show (PhD Group) [link].
  • 2020-2021, National Scholarship.
  • 2022-2023, National Scholarship.

Journal

  • [8] Zhizhong Huang, Junping Zhang and Hongming Shan. "When Age-Invariant Face Recognition Meets Face Age Synthesis: A Multi-Task Learning Framework and A New Benchmark." IEEE Transactions on Pattern Analysis and Machine Intelligence 2022. [arxiv] [code ]
  • [7] Zhizhong Huang, Jie Chen, Junping Zhang and Hongming Shan. "Learning Representation for Clustering via Prototype Scattering and Positive Sampling." IEEE Transactions on Pattern Analysis and Machine Intelligence 2022. [arxiv] [code ]
  • [6] Zhizhong Huang, Junping Zhang, Yi Zhang, and Hongming Shan. "DU-GAN: Generative Adversarial Networks with Dual-Domain U-Net Based Discriminators for Low-Dose CT Denoising." IEEE Transactions on Instrumentation & Measurement 2021. [doi] [arxiv] [code ]
  • [5] Zhizhong Huang, Shouzhen Chen, Junping Zhang, and Hongming Shan. "PFA-GAN: Progressive Face Aging with Generative Adversarial Network." IEEE Transactions on Information Forensics and Security 2021. [DOI] [arxiv] [code ]
  • [4] Chenhui Wang, Sirong Piao, Zhizhong Huang, Qi Gao, Junping Zhang, Yuxin Li and Hongming Shan. "Joint learning framework of cross-modal synthesis and diagnosis for Alzheimer’s disease by mining underlying shared modality information." Medical Image Analysis 2024. [DOI] [code]
  • [3] Jiaqi Gao, Zhizhong Huang, Yiming Lei, Hongming Shan, James Z. Wang, Fei-Yue Wang and Junping Zhang. "Deep Rank-Consistent Pyramid Model for Enhanced Crowd Counting." IEEE Transactions on Neural Networks and Learning Systems 2023. [arxiv] [code]
  • [2] Weiyi Yu, Zhizhong Huang, Junping Zhang and Hongming Shan. "SAN-Net: Learning Generalization to Unseen Sites for Stroke Lesion Segmentation with Self-Adaptive Normalization." Computers in Biology and Medicine 2023. [arxiv] [DOI] [code]
  • [1] Yuan Li1, Zhizhong Huang1, Xiaoai Dong, Weibo Liang, Hui Xue, Lin Zhang, Yi Zhang, and Zhenhua Deng. "Forensic age estimation for pelvic X-ray images using deep learning." European Radiology 29, no. 5 (2019): 2322-2329. [DOI]

Conference

  • [9] Zhizhong Huang, Mingliang Dai, Yi Zhang, Junping Zhang and Hongming Shan. "Point, Segment and Count: A Generalized Framework for Object Counting." CVPR 2024. [arxiv] [code]
  • [8] Zhizhong Huang, Siteng Ma, Junping Zhang, and Hongming Shan. "Adaptive Nonlinear Latent Transformation for Conditional Face Editing." ICCV 2023. [arxiv] [code ]
  • [7] Zhizhong Huang, Junping Zhang, and Hongming Shan. "Twin Contrastive Learning with Noisy Labels." CVPR 2023. [arxiv] [code ]
  • [6] Zhizhong Huang, Shouzhen Chen, Junping Zhang, and Hongming Shan. "AgeFlow: Conditional Age Progression and Regression with Normalizing Flows." IJCAI 2021, only 13.9% acceptance rate. [arxiv] [code ]
  • [5] Zhizhong Huang, Junping Zhang, and Hongming Shan. "When Age-Invariant Face Recognition Meets Face Age Synthesis: A Multi-Task Learning Framework." CVPR 2021 (Oral), about 5% acceptance rate. [arxiv] [cvf] [code ]
  • [4] Zhizhong Huang, Junping Zhang, and Hongming Shan. "RoutingGAN: Routing Age Progression and Regression with Disentangled Learning." ICASSP 2021. [arxiv]
  • [3] Yujie Wei, Jiaxin Ye, Zhizhong Huang, Junping Zhang, and Hongming Shan. "Online Prototype Learning for Online Continual Learning." ICCV 2023. [arxiv] [code ]
  • [2] Mingliang Dai, Zhizhong Huang, Jiaqi Gao, Hongming Shan, Junping Zhang. "Cross-head Supervision for Crowd Counting with Noisy Annotations." ICASSP 2023. [arxiv] [code ]
  • [1] Haiping Zhu, Zhizhong Huang, Hongming Shan, and Junping Zhang. "Look globally, age locally: Face aging with an attention mechanism." ICASSP (Oral), Barcelona, Spain, May 4-8, 2020. [arxiv] [code ]

Projects

  • pytorch-openpose
    pytorch implementation of openpose including Hand and Body Pose Estimation.
  • Precipitation-Nowcasting
    implemented a pytorch-based encoder-forecaster model with RNNs including (TrajGRU, ConvLSTM) to do precipitation nowcasting.
  • torch_clustering
    A pure PyTorch implementation of kmeans and GMM with distributed clustering.

Activities

  • From 10/1 to 10/7, 2023, I have attended ICCV 2023, Paris.

Visitor distribution