H-DCA Net: Hierarchical dual-branch coordinate attention framework for multi-scale gastric histopathology diagnosis

Key Points

• The new framework enhances accuracy in gastric histopathology diagnosis, addressing multi-scale challenges.
• Metrics show improved performance, with a notable increase in correct classification rates.
• A hierarchical dual-branch design leverages coordinate attention to optimize diagnosis across various scales.
• Results highlight the potential for this model to support advanced diagnostic techniques in pathology.