Minhao Fan

86 15652658200 · xfw_minhao@pku.edu.cn

Hi, I'm Minhao Fan, an undergraduate student majoring in Machine Intelligence at Peking University, Beijing, P.R.China. I currently work as an intern student at STRUCT. I'm interested in Computer Vision and Machine Learning.


Experience

Intern Student

Institute of Computer Science & Technology, Peking University

A Novel Benchmark for Low-light Enhancement

We present a comprehensive study and evaluation of existing single image low-light enhancement algorithms from the perspective of both human perception and machine vision. Beyond the traditional evaluations in the view of low-level vision, we make the first attempt to set and address a novel task, i.e. face detection in the low-light condition, to explore the potential of benefiting high-level vision tasks with image enhancement methods, both off-line and in an end-to-end manner.

Semantic Layer-Aware Low-light Enhancement

Based on the observation that various objects and backgrounds have different material, reflection and perspective attributes, regions of a single low-light image may require different adjustment and enhancement regarding contrast, illumination and noise. We propose an enhancement pipeline with three parts which effectively utilize the semantic layer information. Specifically, we extract the segmentation layer as well as the reflectance, and illumination, and concurrently enhance every separate region, i.g. sky, ground and objects for outdoor scenes.

September 2017 - Present

Education

Peking University

Bachelor of Science
Department of Machine Intelligence

GPA: 3.55/4.00 (Overall)

September 2016 - Present

Skills

Programming Languages & Tools
  • Python
  • C++
  • HTML/CSS/JavaScript
  • Tensorflow
  • Pytorch

Course Projects

Ataxx Bot

I developed a bot using greedy algorithm for the game of Ataxx on Botzone in the course 'Introduction to Computation'.

The Strongest Projectile

This project includes a simulation program of a WeChat game : ‘The Strongest Projectile’. Also, we wrote a DQN algorithm which taught the agent to play the game. (Ref: https://github.com/RuntianZ/IRL)

Group Based File Management System

A simple file server which enables users to manage their files as well as setup groups with friends for file sharing. (Ref: https://github.com/XFW-go/PKU-Web-Project)


Awards & Certifications

  • May 4th Schorlarship, Peking University, 2017
  • Third Prize in the 16th Annual ACM Competition at Peking University, 2017
  • Third Prize in the 17th Annual ACM Competition at Peking University, 2018