no code implementations • 19 Oct 2023 • William Ndzimbong, Cyril Fourniol, Loic Themyr, Nicolas Thome, Yvonne Keeza, Beniot Sauer, Pierre-Thierry Piechaud, Arnaud Mejean, Jacques Marescaux, Daniel George, Didier Mutter, Alexandre Hostettler, Toby Collins
To validate the dataset's utility, 5 competitive Deep Learning models for automatic kidney segmentation were benchmarked, yielding average DICE scores from 83. 2% to 89. 1% for CT, and 61. 9% to 79. 4% for US images.
no code implementations • 15 Dec 2022 • Loic Themyr, Clement Rambour, Nicolas Thome, Toby Collins, Alexandre Hostettler
In particular, vision transformers construct compressed global representations through self-attention and learnable class tokens.
no code implementations • 11 Oct 2022 • Loic Themyr, Clément Rambour, Nicolas Thome, Toby Collins, Alexandre Hostettler
Transformer models achieve state-of-the-art results for image segmentation.