About

I am a PhD student at HKUST, advised by Prof. Qifeng CHEN. I previously obtained my Bachelor’s degree with highest honor from Computer Science program at Hongyi Honor College, Wuhan University (WHU) in China.

Currently, I am working as a research intern at the International Digital Economy Academy (IDEA) mentored by Dr. Yu LI. Before joining HKUST, I was fortunate to be advised by Prof. Qi DOU at CUHK on domain adaptation/generalization, Prof. Junsong YUAN at UB SUNY on action recognition and Prof. Tomizuka at UC Berkeley on autonomous driving.

Research Interests

My recent interests include,

  • Multimodal AIGC with DDPM (Video/Music/Expression/Gesture)
  • 3D-Vision / NeRF / Digital Human
  • Multimodal Learning / CLIP
  • Domain Adaptation & Generalization

Publications

  • Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer Junming Chen*, Meirui Jiang*, Qi Dou, Qifeng Chen (* Joint First)
    WACV 2023 (First round acceptance rate: 22.23%)
    Paper | Supp | Arxiv | Code | Project

  • Real-time Streaming Video Denoising with Bidirectional Buffers
    Chenyang Qi*, Junming Chen*, Xin Yang, Qifeng Chen (* Equal contribution)
    ACM Multimedia 2022 (Acceptance rate: 27.9%)
    Paper | Arxiv | Code | Project

  • Anchor-Guided Online Meta Adaptation for Fast One-Shot Instrument Segmentation from Robotic Surgical Videos
    Zixu Zhao, Yueming Jin, Junming Chen, Bo Lu, Chi-Fai Ng, Yun-Hui Liu, Qi Dou, Peng-Ann Heng
    Medical Image Analysis 2021
    Paper

  • Dynamic Graph CNN for Event-based Gesture Recognition
    Junming Chen, Jingjing Meng, Xinchao Wang, Junsong Yuan
    ISCAS 2020
    Paper

Teaching

TA for COMP4471 & ELEC4240 Deep Learning in Computer Vision in Fall 2022 at HKUST.
TA for COMP5214 & ELEC5680 Advanced Deep Learning Architectures in Spring 2022 at HKUST.

Misc

I have been playing the violin since 8, and I love singing also.
I love table tennis and served on the table tennis team of the CS department at WHU.