Mask2Edge: Masking dependencies and dynamically capturing pixel differences in edge detection

Jianhang Zhou, Hongwei Zhao, Daikun Qu, Long Xing

Abstract: Highlights•Query-based edge detector with Transformer decoder.•Constraining cross-attention using appropriate masking intensity.•Introducing dynamic convolutions to perceive changes in pixel gradients.•Extensive experiments validate the superiority of the proposed method.