Biography
I am a CS PhD candidate at Johns Hopkins University and a member of the Artificial Intelligence for Engineering and Medicine (AIEM) Lab, advised by Prof. Rama Chellappa. In the past, I have worked with Prof. S. Kevin Zhou at USTC and Dr. Daguang Xu at NVIDIA. I obtained my MSc and BSc in Electrical Engineering from the University of Maryland, College Park.
I am broadly interested in 3D computer vision. In particular, I have published several works in 3D image reconstruction, super-resolution, semantic segmentation, and view synthesis from a single image. A common theme in my work is to incorporate imaging physics and domain adaptation techniques to ensure robustness, especially with respect to healthcare applications.
For those interested, I have recently organized a tutorial on 2D-3D modelling in medical imaging in MICCAI 2021.
Google Scholar / Linkedin / GitHub / CV
Selected Publication
Deblurred 3D Radiance Field
Blurry 2D Source Views
Cheng Peng, Rama Chellappa
AAAI 2023
Cheng Peng, Pengfei Guo, S. Kevin Zhou, Vishal Patel, Rama Chellappa
MICCAI 2022 (Oral)
Cheng Peng*, Haofu Liao*, Gina Wong, Jiebo Luo, S. Kevin Zhou, Rama Chellappa
AAAI 2021
Cheng Peng, S. Kevin Zhou, Rama Chellappa
MICCAI 2021
Cheng Peng, Wei-An Lin, Haofu Liao, Rama Chellappa, Shaohua Kevin Zhou
CVPR 2020