deepPERFECT

deepPERFECT: 3D GAN based GenAI system for generation of 3D deformation vector fields

https://doi.org/10.3390/cancers15113061

deepPERFECT is a generative AI deep learning model that is trained to capture the differences in patient setup and acquisition techniques between the diagnostic CT scan and planning/simulation CT scan, and generate deformation vector fields to transform diagnostic CT into preliminary planning CT.

<img width="600" src=https://www.mdpi.com/cancers/cancers-15-03061/article_deploy/html/images/cancers-15-03061-g002.png>

deepPERFECT is a Generative Adversarial Network

<img width="600" src=https://github.com/hh1368hh/deepPERFECT/assets/12381813/55a9b5f6-638a-4457-8a71-50015d924904>

It can predict the shape of body and patient back curvature

<img width="600" src=https://github.com/hh1368hh/deepPERFECT/assets/12381813/ed96ea6e-c70d-46ce-89f1-92d9480a546a>

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