To address core issues in the semantic segmentation of high-resolution remote sensing images, including insufficient semantic representation, inflexible feature fusion, and spatial detail loss, this paper proposes a CNN-Transformer hybrid architecture. A Spatial Context Enhancement Module (SCEM) and a Hybrid Refined Fe...
Qing-Yang Guan, Wei-Hai Pang, Ke-Wen Qin et al.· Journal of Physics, Conferen...· 0 citations
This work proposes a 2.5D multi-organ CT segmentation method based on slice-aware MedSAM adaptation and cross-slice consistency regularization, which achieves a Mean Dice of 0.8598 on the Synapse multi-organ CT dataset, outperforming U-Net and TransUNet.
Qing-Yang Guan, Ke-Wen Qin, Wei-Hai Pang et al.· Journal of Physics, Conferen...· 0 citations
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