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.