Software

• Diagnosis via endoscopic imaging

Demonstration for "Deep learning model for diagnosing gastric mucosal lesions using endoscopic images: development, validation, and method comparison"  (JY Nam, HJ Chung, KS Choi et al., Gastrointestinal Endoscopy, 2022) 

https://doi.org/10.1016/j.gie.2021.08.022

https://aiscopeseoul.com/ 

• Prognostication of diffuse glioma via brain MR imaging

Demonstration for "Added Prognostic Value of 3D Deep Learning-Derived Features from Preoperative MRI for Adult-type Diffuse Gliomas" (JO Lee, SS Ahn, KS Choi et al., Neuro Oncol . 2023 Oct 19:noad202. doi: 10.1093/neuonc/noad202.)

https://pubmed.ncbi.nlm.nih.gov/37855826/

https://github.com/kyuchoi/3D_MRI_survival_glioma 

3D grad-CAM