DBNet-SI: Dual branch network of shift window attention and inception structure for skin lesion segmentation

X Luo, H Zhang, X Huang, H Gong, J Zhang - Computers in Biology and …, 2024 - Elsevier
The U-shaped convolutional neural network (CNN) has attained remarkable achievements
in the segmentation of skin lesion. However, given the inherent locality of convolution, this …

CCFNet: Collaborative Cross-Fusion Network for Medical Image Segmentation

J Chen, B Yuan - Algorithms, 2024 - mdpi.com
The Transformer architecture has gained widespread acceptance in image segmentation.
However, it sacrifices local feature details and necessitates extensive data for training …

VTANet: A Novel Polyp Segmentation Network Based on the Vision Transformer and Attention Mechanism

X Guo, L Wang, Z Huang, Y Zhang, CX Liu, B Li - 2024 - researchsquare.com
The accurate segmentation of the polyp is very important for the diagnosis and treatment
plans of the colorectal cancer. Although the UNet model and the models with the U-shaped …