1 code implementation • 22 Nov 2023 • McKell Woodland, Mais Al Taie, Jessica Albuquerque Marques Silva, Mohamed Eltaher, Frank Mohn, Alexander Shieh, Austin Castelo, Suprateek Kundu, Joshua P. Yung, Ankit B. Patel, Kristy K. Brock
A recent trend is to adapt FID to medical imaging through feature extractors trained on medical images.
Ranked #1 on Medical Image Generation on SLIVER07
1 code implementation • 7 Aug 2023 • McKell Woodland, Nihil Patel, Mais Al Taie, Joshua P. Yung, Tucker J. Netherton, Ankit B. Patel, Kristy K. Brock
Clinically deployed segmentation models are known to fail on data outside of their training distribution.
no code implementations • 10 Jul 2023 • McKell Woodland, John Wood, Caleb O'Connor, Ankit B. Patel, Kristy K. Brock
Our OOD test data consisted of CT images of the brain, head and neck, lung, cervix, and abnormal livers.
no code implementations • 7 Oct 2022 • McKell Woodland, John Wood, Brian M. Anderson, Suprateek Kundu, Ethan Lin, Eugene Koay, Bruno Odisio, Caroline Chung, Hyunseon Christine Kang, Aradhana M. Venkatesan, Sireesha Yedururi, Brian De, Yuan-Mao Lin, Ankit B. Patel, Kristy K. Brock
Our computational ablation study revealed that transfer learning and data augmentation stabilize training and improve the perceptual quality of the generated images.
Ranked #1 on Medical Image Generation on ACDC