Grunnleggende konsepter
Proposing a U-shaped 3D-EffiViTCaps model combining capsule and EfficientViT blocks for improved medical image segmentation efficiency and performance.
Statistikk
"Our model performs better overall and on average with a considerable gap."
"The average DSC has risen by 0.71%, and the segmentation performance of WM and GM has enhanced even more significantly."
"For both datasets, 3D-EffiViTCaps has a greater advantage than the 3D Transformer-based SOTA 3D MIS model nnFormer."
Sitater
"Our experiments show that it outperforms previous SOTA 3D CNN-based, 3D Capsule-based, and 3D Transformer-based models."
"The segmentation results of our 3D-EffiViTCaps are quite similar to the ground truth."