3 papers
cs.CV2026
DCSNet: Multiscale Feature Aggregation for Small Medical Object Segmentation with Detection-guided Hierarchical Cropping
Shanfeng Zhang, Bo Gou, Yue Cao +3
Small object segmentation in medical imaging is primarily hindered by class imbalance and inherent boundary complexity. Consequently, conventional global networks frequently fail t…
cs.CV2024
A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the Decoder
Quansong He, Xiaojun Yao, Jun Wu +2
In recent years, advanced U-like networks have demonstrated remarkable performance in medical image segmentation tasks. However, their drawbacks, including excessive parameters, hi…
cs.CV2024
Strengthening Layer Interaction via Dynamic Layer Attention
Kaishen Wang, Xun Xia, Jian Liu +2
In recent years, employing layer attention to enhance interaction among hierarchical layers has proven to be a significant advancement in building network structures. In this paper…