Abstract: Highlights•We first propose the category-agnostic semantic edge detection task.•We reveal the intrinsic information properties of semantic edges.•We propose a two-stage method under the guidance of information randomness metrics.•We provide thorough comparisons and mechanism studies to prove our superiority.
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