Abstract: Highlights•A multi-scale across-domain feature fusion of textures and contours is proposed.•The first deep model of CellNN (dCellNNs) with two-stage training is proposed.•The three-channel texture contour extractor of dCellNNs is designed.•A weighted-base fusing is designed for the across-domain fusion of features.
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