Huanrong Zhang

[CV] An Individual Who is Interested in Computer Vision Science

zhanghr37@mail3.sysu.edu.cn

https://github.com/supercaoO

https://blog.csdn.net/HuanCaoO

About Me

I am currently a computer vision researcher in Tencent. My current interest includes super-resolution, debanding, style transfer, depth estimation, image inpainting, gaze tracking, object detection, and so on. Moreover, I like to challenge new topics.

Educations

• Sun Yat-sen University (SYSU, 中山大学)(opens new window), Guangzhou, China
  Sept. 2019 ~ June 2021
  M.S. Degree Received in School of Intelligent Systems Engineering

• Jinan University (JNU, 暨南大学)(opens new window), Guangzhou, China
  Sept. 2015 ~ June 2019
  B.S. Degree Received in School of Intelligent Systems Science and Engineering

Works & Internships

• Tencent (腾讯), Shenzhen, China
  July 2021 ~ Present
  (Full-time) Computer Vision Researcher

• Huawei (华为), Shenzhen, China
  July 2018 ~ Oct. 2018
  (Intern) Software Development Engineer

Publications

• Huanrong Zhang, Jie Xiao, Zhi Jin, et al. Multi-scale Image Super-Resolution via A Single Extendable Deep Network. IEEE Journal of Selected Topics in Signal Processing (JSTSP). 2021.
  [Paper(opens new window)] [Code(opens new window)]

• Huanrong Zhang, Zhi Jin, Xiaojun Tan, et al. Towards Lighter and Faster: Learning Wavelets Progressively for Image Super-Resolution. Proceedings of the 28th ACM International Conference on Multimedia (ACM MM). 2020.
  [Paper(opens new window)] [Code(opens new window)]

• Haoran Qi, Huanrong Zhang, Zhi Jin, et al. SemFSR: An Unsupervised Face SR with Semantic Features for Multiple Degradations. IEEE International Conference on Tools with Artificial Intelligence (ICTAI). 2021.
  [Paper(opens new window)]

• Meng Pan, Huanrong Zhang, Jiahao Wu, et al. Self-Distillation Network for Indoor and Outdoor Monocular Depth Estimation. Multimedia Tools and Applications. 2022.
  [Paper(opens new window)]

• Yinhe Qi, Huanrong Zhang, Zhi Jin, et al. Depth-guided Asymmetric CycleGAN for Rain Synthesis and Image Deraining. Multimedia Tools and Applications. 2022.
  [Paper(opens new window)]

• Hongjun Wu, Haoran Qi, Huanrong Zhang, et al. Reconstruction with Robustness: A Semantic Prior Guided Face Super-Resolution Framework for Multiple Degradations. Image and Vision Computing. 2023.
  [Paper(opens new window)]

• Jie Xiao, Zhi Jin, Huanrong Zhang, et al. A General Model Compression Method for Image Restoration Network. Signal Processing: Image Communication. 2021.
  [Paper(opens new window)] [Code(opens new window)] [Supp(opens new window)]

• Meng Pan, Huanrong Zhang, Zhi Jin, et al. Pixel Classification-based Monocular Depth Estimation. China Automation Congress (CAC). 2020.
  [Paper(opens new window)]

Workshops

• Lugmayr et al. NTIRE 2021 Learning the Super-Resolution Space Challenge. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). 2021.
  [Paper(opens new window)]

• Zhang et al. NTIRE 2020 Challenge on Perceptual Extreme Super-Resolution: Methods and Results. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). 2020.
  [Paper(opens new window)]

Projects

• 腾讯视频-臻彩视听. In Tencent Video. 2021 ~ Present.

• Face and Gaze-based Intelligence Interactivity on Huawei HI3519A Chip. In Sun Yat-sen University. 2019.

• State Detection of Fire Door based on Video Frames. In Jinan University. 2018.

Awards

• Asia Supercomputer Community (ASC) Student Supercomputer Challenge 2019: First Prize and Application Innovation Award (FaceSR).

• CVPR Workshop NTIRE 2021 Learning the Super-Resolution Space Challenge: Finals Award.

• CVPR Workshop NTIRE 2020 Challenge on Perceptual Extreme Super-Resolution: Finals Award.

• Jinan University: 1st Prize Scholarship (2016 ~ 2017, 2018 ~ 2019) and 3rd Prize Scholarship (2017 ~ 2018).

• Sun Yat-sen University: 3rd Prize Scholarship (2019 ~ 2020, 2020 ~ 2021).

Patents

• 视频增强方法、装置、设备、存储介质及程序产品（一种基于三维查找表的时域稳定的视频增强方法）, 2023, CN117061683A.

• 一种视频帧异常检测方法、装置、计算机设备和存储介质（一种基于光流的相邻视频帧亮度变化异常的检测方法）, 2023, CN116977372A.

• IMAGE PROCESSING METHOD, APPARATUS, DEVICE, STORAGE MEDIUM AND COMPUTER PROGRAM PRODUCT (An Adaptive Sharpening Method for the Focus Area of Images or Videos), 2023, HK40079091（Application in force）.

• 图像处理方法、装置、设备、存储介质和计算机程序产品（一种针对图像或视频对焦区域的自适应锐化方法）, 2023, CN115619683B（已授权）.

• TRAINING METHOD OF IMAGE PROCESSING MODEL, VIDEO PROCESSING METHOD, DEVICE AND EQUIPMENT (An Detail Enhancement Method for Videos with Subtitles), 2023, HK40074929（Patent in force, 香港专利已批予）.

• 图像处理模型的训练方法、视频处理方法、装置及设备（一种适用于含字幕视频的清晰度增强方法）, 2022, CN115205164B（已授权）.

• 基于增强图像的图像处理方法、装置和计算机设备（一种基于局部融合的增强后处理方法）, 2022, CN115115554B（已授权）.

• 一种基于语义特征的人脸超分辨率重建方法及系统, 2022, CN114820310A.

• 一种合成高仿真图像的方法, 2021, CN113160101B（已授权）.

• 基于图像的消防门及其开关状态的检测方法, 2018, CN109035278B（已授权）.

Foundations

• 国家自然科学基金委员会面上项目, 6207010648, 复杂天气及光照下的移动视觉感知增强理论与方法, 2020, 参与.

Others

• Megapixel Image Viewer APP. In Jinan University. 2019.