AINeutralarXiv – CS AI · 5h ago6/10
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DualGate-Net: A Prior-Gated Dual-Encoder Framework for Histopathology Cell Detection
DualGate-Net introduces a prior-gated dual-encoder framework for detecting cells in histopathology images by combining local and global tissue context through an adaptive fusion mechanism. The method achieves improved performance on the OCELOT benchmark, demonstrating that intelligent integration of contextual priors enhances cell detection accuracy in medical imaging applications.