Abstract: Highlights•DS&STM-Net proposed a novel hybrid network.•Feature Mutual Fusion module facilitated local and global feature fusion.•DS&STM-Net employed a parallel encoder strategy.•DS-MLP encoder acquired more comprehensive local image information.•DS&STM-Net obtained remarkable results on four datasets.
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