Master's student at Beijing Institute of Technology (BIT) with focus on scene understanding.
About Me
I am a first-year master's student at the Transfer Learning Group (BIT-DA) at Beijing Institute of Technology, advised by Prof. Shuang Li and Prof. Chi Harold Liu.
I received my bachelor's degree in Computer Science and Technology from BIT (2018-2022).
My research interests are in transfer learning and data-efficient scene understanding. My current research directions include domain adaptation for dense prediction tasks like semantic segmentation.
Publications
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
Binhui Xie, Shuang Li, Mingjia Li, Chi Harold Liu, Gao Huang, Guoren Wang
A novel one-stage adaptation framework that highlights the semantic concepts of individual pixel to promote learning of class-discriminative and class-balanced pixel embedding space across domains.
VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions
Mingjia Li*, Binhui Xie*, Shuang Li, Chi Harold Liu, Xinjing Cheng
VBLC tackles the problem of domain adaptive semantic segmentation under adverse conditions, getting rid of reference images.