no code implementations • 8 Oct 2023 • Md Selim, Jie Zhang, Faraneh Fathi, Michael A. Brooks, Ge Wang, Guoqiang Yu, Jin Chen
Finally, the decoder uses the transformed latent representation to generate a standardized CT image, providing a more consistent basis for downstream analysis.
no code implementations • 20 Jan 2023 • Md Selim, Jie Zhang, Michael A. Brooks, Ge Wang, Jin Chen
This work addresses the issue of CT image harmonization using a new diffusion-based model, named DiffusionCT, to standardize CT images acquired from different vendors and protocols.
no code implementations • 19 Oct 2021 • Md Selim, Jie Zhang, Baowei Fei, Guo-Qiang Zhang, Gary Yeeming Ge, Jin Chen
We propose a novel deep learning approach called CVH-CT for harmonizing CT images captured using scanners from different vendors.
no code implementations • 3 Jul 2021 • Md Selim, Jie Zhang, Baowei Fei, Guo-Qiang Zhang, Jin Chen
While remarkable advances have been made in Computed Tomography (CT), capturing CT images with non-standardized protocols causes low reproducibility regarding radiomic features, forming a barrier on CT image analysis in a large scale.