CVPR2025

ScaleLSD: Scalable Deep Line Segment Detection Streamlined

Zeran Ke, Bin Tan, Xianwei Zheng, Yujun Shen, Tianfu Wu, Nan Xue

Abstract

Figure 1. Our ScaleLSD handles a wide range of images, depicting their geometric structures (including the curves, object contours, repeated patterns, and structural regularities) by self-supervised learning of line segment detection from 10M unlabeled images.