Hui Zeng

I did my PhD at Hong Kong Polytechnic University, where I was advised by Prof. Lei Zhang. I did my BSc and MSc at Dalian University of Technology. I had worked as a research intern at DJI, and DAMO Academy (Alibaba Group).

Email /  GitHub /  Google Scholar / 

Research

I am interested in Image Processing, Computational Photography and Computer Vision. Much of my research is about deep learning based image restoration and enhancement.

Selected Publications

  1. Details or Artifacts: A Locally Discriminative Learning Approach to Realistic Image Super-Resolution
    Jie Liang*, Hui Zeng*, Lei Zhang (* Equal Contribution)
    CVPR, 2022(Oral Presentation)
    [Code]

  2. Real-world Video Super-resolution: A Benchmark Dataset and A Decomposition based Learning Scheme
    Xi Yang, Wangmeng Xiang, Hui Zeng, Lei Zhang
    ICCV, 2021
    [Code & Dataset]

  3. Edge-oriented Convolution Block for Real-time Super Resolution on Mobile Devices
    Xindong Zhang*, Hui Zeng*, Lei Zhang (* Equal Contribution)
    ACM Multimedia, 2021 (Oral Presentation)
    [Code]

  4. High-Resolution Photorealistic Image Translation in Real-Time: A Laplacian Pyramid Translation Network
    Jie Liang*, Hui Zeng*, Lei Zhang (* Equal Contribution)
    CVPR, 2021
    [Supp] [Code]

  5. PPR10K: A Large-Scale Portrait Photo Retouching Dataset with Human-Region Mask and Group-Level Consistency
    Jie Liang*, Hui Zeng*, Miaomiao Cui, Xuansong Xie, Lei Zhang (* Equal Contribution)
    CVPR, 2021
    [Supp] [Code & Dataset]

  6. Learning Image-adaptive 3D Lookup Tables for High Performance Photo Enhancement in Real-time
    Hui Zeng, Jianrui Cai, Lida Li, Zisheng Cao, Lei Zhang
    IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2020
    [Supp] [Code]

  7. Grid Anchor based Image Cropping: A New Benchmark and An Efficient Model
    Hui Zeng, Lida Li, Zisheng Cao, Lei Zhang
    IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2020
    [Code]

  8. Structure Aware Single-stage 3D Object Detection from Point Cloud
    Chenhang He, Hui Zeng, Lei Zhang
    CVPR, 2020
    [Code]

  9. Toward Real-World Single Image Super-Resolution: A New Benchmark and A New Model
    Jianrui Cai*, Hui Zeng*, Hongwei Yong, Zisheng Cao, Lei Zhang (* Equal Contribution)
    ICCV, 2019 (Oral Presentation)
    [Supp] [Code & Dataset]

  10. Reliable and Efficient Image Cropping: A Grid Anchor based Approach
    Hui Zeng, Lida Li, Zisheng Cao, Lei Zhang
    CVPR, 2019
    [Supp] [Code & Dataset]

  11. A Unified Probabilistic Formulation of Image Aesthetic Assessment
    Hui Zeng, Zisheng Cao, Lei Zhang, Alan Bovik
    IEEE Transactions on Image Processing. (TIP), 2019
    [Code]

  12. Deep Convolutional Neural Models for Picture Quality Prediction: Challenges and Solutions to Data-driven Image Quality Assessment
    Jongyoo Kim, Hui Zeng, Deepti Ghadiyaram, Sanghoon Lee, Lei Zhang, Alan Bovik
    IEEE Signal Processing Magazine, 2017
    [Code]

  13. Local Log-Euclidean Multivariate Gaussian Descriptor and Its Application to Image Classification
    Peihua Li, Qilong Wang, Hui Zeng, Lei Zhang
    IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2017
    [Code]

Awards

  • First place in the 1st National Artificial Intelligence Competition (2020) AI + 4K HDR track (1,000,000 RMB)

  • First place in 首届“马栏山杯”国际音视频算法大赛(2020)画质损伤修复赛道 (240,000 RMB)

  • Second place in 阿里巴巴大规模图像搜索大赛(2015) (60,000 RMB)


  • Website template credits