1 code implementation • 8 Nov 2023 • Alex Ling Yu Hung, Haoxin Zheng, Kai Zhao, Xiaoxi Du, Kaifeng Pang, Qi Miao, Steven S. Raman, Demetri Terzopoulos, Kyunghyun Sung
Both 3D and purely 2D deep learning-based segmentation methods are deficient in dealing with such volumetric data since the performance of 3D methods suffers when confronting anisotropic data, and 2D methods disregard crucial volumetric information.
no code implementations • 21 Jul 2023 • Kai Zhao, Alex Ling Yu Hung, Kaifeng Pang, Haoxin Zheng, Kyunghyun Sung
This observation inspired us to propose the Partial Diffusion Model (PartDiff), which diffuses the image to an intermediate latent state instead of pure random noise, where the intermediate latent state is approximated by the latent of diffusing the low-resolution image.
1 code implementation • 13 Jan 2022 • Kaifeng Pang, Zuhayr Asad, Shilin Zhao, Yuankai Huo
Such algorithms can be summarized as (1) patch-level MSI/MSS prediction, and (2) patient-level aggregation.