Crossover-Net: Leveraging vertical-horizontal crossover relation for robust medical image segmentation

•Crossover-Net is designed for non-elongated tissues segmentation in medical images.•Crossover-patch provides crossover relation information to Crossover-Net.•Crossover-Net learns features of crossover-patch from two directions simultaneously.•Target-guided information could be effectively highlighted by new loss function.