Abstract: Highlights•We present a novel efficient architecture for dense prediction, called Dynamic-HRNet.•Dynamic-HRNet consists of two key components, including a DSC and an ACM.•Two lightweight blocks are designed as the basic building units of Dynamic-HRNet.•The proposed Network achieves significant superiority for dense prediction.
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