Abstract: Highlights•Hybrid architecture of CNN-ViT-ViM for edge discontinuity detection.•Introducing anchors to gradually integrate extracted crucial region information.•Exploring comprehensive information while enhancing edge direction perception.•Extensive experiments demonstrate the superiority of the proposed method.
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