FH-Net: Frequency-domain and hierarchical dual enhancement for few-shot surface defect segmentation

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

1. 1TMCNet: A few-shot defect segmentation method based on triplet-based feature enhancement and multi-scale cascaded decoding2025
2. 2HCFNet: A SAM2-Based Hierarchical Cross-Branch Frequency-Aware Network for Industrial Surface Defect Segmentation2026
3. 3Complementary feature fusion network for few-shot segmentation of steel surface defect2025 · 2 citations
4. 4A Spectrum-Driven Hierarchical Learning Network for Aero-Engine Defect Segmentation2026
5. 5VPGFNet: Cross-Domain Few-Shot Visual Prompt Graph Fusion Network for Industrial Defect Segmentation2025 · 1 citations