I am Wenbin Zou, a Ph.D. student at the South China University of Technology, supervised by Assoc. Prof Huiping Zhuang. My primary research interests include computer vision and deep learning, mainly focusing on image restoration, image generation and related vision problems. I am looking for overseas exchanges and cooperation. My resume is as follows: CV

Welcome to contact me through WeChat. My WeChat account is AlexZou14.

📝 Arxiv&Publications

My research works are dedicated to: (1) Performing extreme low-light vision enhancement, under degraded conditions. (2) Generative Models for Image Generation/Editing/Enhancement. (3) Image Restoration under Complex Degradation Models.

This paper propose a novel CNN-based super-resolution method named joint wavelet sub-bands guided network (JWSGN). We separate the different frequency information of the image by the WT and then recover this information by a multi-branch network.

SDWNet uses dilated convolution to enable the obtainment of the large receptive field with high spatial resolution. Through making full use of the different receptive fields, our method can achieve better performance.

We present a lightweight Self-Calibrated Efficient Transformer (SCET) network to solve that existing method can entail high computational costs and memory storage.

We explore the interdependencies between various hierarchies from intra-view and propose a novel method, named Cross-View-Hierarchy Network for Stereo Image Super-Resolution (CVHSSR).

To address the insufficient denoising of existing methods, we propose a novel self-supervised restoration method called the Joint Edge-guided and Spectral Transformation Network, which integrates edge guidance and spectral transformation techniques to restore color X-ray images.

🎖 Competitions & Awards

• The 1st of Citrus Flower and Fruit Shoot Semantic Segmentation Challenge Based on Visible Light Images. October 2023.
• The 1st of Baidu Netdisk AI Competition: Beauty, freckle and acne removal. September 2023.
• The 1st award of the China International Big Data Industry Expo：the Data Scenario Application Innovation Contest. May 2023.
• The 8th of the NTIRE 2023 Challenge on Stereo Image Super-Resolution, Track 1. April 2023.
• The 5th of the NTIRE 2023 Challenge on Stereo Image Super-Resolution, Track 2.
• The 4th of the NTIRE 2023 Challenge on Stereo Image Super-Resolution, Track 3.
• The 2nd award of “Xingzhi Cup” National Artificial Intelligence Innovation and Application Competition. February 2023.
• The 1st of Baidu Netdisk AI Competition: Document Image Deblurring. September 2022.
• The 6th of Baidu Netdisk AI Competition: Image Processing Challenge-Document Image Direction Recognition. September 2022.
• The 7th of AIM 2022 Compressed Input Super-Resolution Challenge, Track 1. July 2022.
• The 3rd of 2022 CVPR Neural Architecture Search (NAS) Track 1: Supernet Track. May 2022.
• The 1st award of AI Innovation and Application Competition, China information and Communication Research Institute. December 2021.
• The 12th “Challenge Cup” College Student Entrepreneur Competition, Bronze award, Ministry of Education. November 2020.

🧑‍🤝‍🧑 My Friends

• Tian Ye @HKUST(GZ)
• Sixiang Chen @HKUST(GZ)
• Yunchen Zhang@ZTE
• Mingchao Jiang@GUT

💬 Academic Services

• Conference Reviewer: ICCVW, PRCV, ACM MM

• Journal Reviewer:

  IEEE Trans. on Neural Networks and Learning Systems.

  IEEE Trans. on Circuits and Systems for Video Technology

📖 Educations

• Sep’2022-Now: Ph.D. (Electronic Information Engineering), South China University of Technology, Guangzhou, China. Supervisor: Huiping Zhuang.
• Sep’2019-Jul’2022: M.Sc. (Information and Communication Engineering), Fujian Normal University, Fuzhou, China. Supervisor: LiangChen and Yi Wu.
• Sep’2015-Jul’2019: B.Eng (Electronic Information Engineering), Hefei Normal University, Hefei, China.