DualGate-Net combines ConvNeXtV2 local and SegFormer global encoders via a prior-gated fusion module plus auxiliary reconstruction and cellness branches, reporting macro F1 of 0.7722 (val) and 0.7345 (test) on OCELOT.
arXiv preprint arXiv:2510.20754 (2025)
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DualGate-Net: A Prior-Gated Dual-Encoder Framework for Histopathology Cell Detection
DualGate-Net combines ConvNeXtV2 local and SegFormer global encoders via a prior-gated fusion module plus auxiliary reconstruction and cellness branches, reporting macro F1 of 0.7722 (val) and 0.7345 (test) on OCELOT.