DualGate-Net
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DualGate-Net: A Prior-Gated Dual-Encoder Framework for Histopathology Cell Detection
arXiv:2606.07222v1 Announce Type: new Abstract: Cell detection in histopathology images strongly depends on surrounding tissue context, where visually similar cells may belong to different classes under different microenvironments. Recent tissue-aware methods incorporate contextual priors, but often rely on static fusion strategies that may propagate noisy information. In this work, we propose DualGate-Net, a prior-aware dual-encoder framework that combines a ConvNeXtV2-based local encoder...