Multi-scale representation plays a critical role in the field of edge detection. However, most existing research focuses on one two aspects: fast training and accurate testing. In this paper, we propose novel multi-scale method to resolve balance between them. Specifically, according multi-stream structures image pyramid principle, construct down-sampling network lightweight up-sampling enrich ...