PMFSNet: Polarized multi-scale feature self-attention network for lightweight medical image segmentation

2025/01/25 by Jiahui Zhong, Wenhong Tian, Yuanlun Xie +4 · 1 citation
Computer Science · Medicine · #Advanced Neural Network Applications #Cutaneous Melanoma Detection and Management #Retinal Imaging and Analysis

paper · doi:10.1016/j.cmpb.2025.108611

openalex publication_date 2025/01/25 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/31

Citations

• ImageNet Large Scale Visual Recognition Challenge
• Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC)
• nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation
• An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
• BiSeNet V2: Bilateral Network with Guided Aggregation for Real-Time Semantic Segmentation
• A fully automatic AI system for tooth and alveolar bone segmentation from cone-beam CT images
• nnFormer: Volumetric Medical Image Segmentation via a 3D Transformer

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• Fourier fusion and dual-path attention enhancement network for medical image segmentation