Line Segment Detection
A collection of line segment detection algorithms

This repository hosts the papers with code for line segment detection, enjoy yourself.

Usage

git clone --recurse-submodules https://github.com/Vincentqyw/LineSegmentsDetection.git

DeepLSD

• Title: "DeepLSD: Line Segment Detection and Refinement with Deep Image Gradients", Arxiv 2022.
• Paper: https://arxiv.org/abs/2212.07766
• Code: https://github.com/cvg/DeepLSD

M-LSD

• Title: "M-LSD: Towards Light-weight and Real-time Line Segment Detection", AAAI 2022.
• Paper: https://arxiv.org/abs/2106.00186
• Code: https://github.com/navervision/mlsd

F-Clip

• Title: "Fully Convolutional Line Parsing", Neurocomputing 2022.
• Paper: https://arxiv.org/abs/2104.11207
• Code: https://github.com/Delay-Xili/F-Clip

SOLD2

• Title: "SOLD2: Self-supervised Occlusion-aware Line Description and Detection", CVPR 2021.
• Paper: https://arxiv.org/abs/2104.03362
• Code: https://github.com/cvg/SOLD2, [Kornia Tutorial]

LETR

• Title: "Line Segment Detection Using Transformers without Edges", CVPR 2021.
• Paper: https://arxiv.org/abs/2101.01909
• Code: https://github.com/mlpc-ucsd/LETR

HAWP

• Title: "Holistically-Attracted Wireframe Parsing: From Supervised Learning to Self-Supervised Learning", CVPR 2020.
• Paper: https://arxiv.org/abs/2210.12971
• Code: https://github.com/cherubicXN/hawp

TP-LSD

• Title: "TP-LSD: Tri-Points Based Line Segment Detector", ECCV 2020.
• Paper: https://arxiv.org/abs/2009.05505
• Code: https://github.com/Siyuada7/TP-LSD

ULSD

• Title: "ULSD: Unified Line Segment Detection across Pinhole, Fisheye, and Spherical Cameras", ISPRS 2020.
• Paper: https://arxiv.org/abs/2011.03174
• Code: https://github.com/lh9171338/Unified-Line-Segment-Detection

Deep-Hough-Transform-Line-Priors

• Title: "Deep Hough-Transform Line Priors", ECCV 2020.
• Paper: https://arxiv.org/abs/2007.09493
• Code: https://github.com/yanconglin/Deep-Hough-Transform-Line-Priors

AFM-LSD

• Title: "Learning Attraction Field Representation for Robust Line Segment Detection", CVPR 2019.
• Paper: https://arxiv.org/abs/1812.02122
• Code: https://github.com/cherubicXN/afm_cvpr2019

L-CNN

• Title: "End-to-End Wireframe Parsing", ICCV 2019.
• Paper: https://arxiv.org/abs/1905.03246
• Code: https://github.com/zhou13/lcnn

MCMLSD

• Title: "MCMLSD: A Dynamic Programming Approach to Line Segment Detection", CVPR 2017.
• Paper: http://openaccess.thecvf.com/content_cvpr_2017/papers/Almazan_MCMLSD_A_Dynamic_CVPR_2017_paper.pdf
• Code: http://www.elderlab.yorku.ca/?smd_process_download=1&download_id=8423

CannyLines

• Title: "CannyLines: A Parameter-Free Line Segment Detector", ICIP 2015.
• Project Page: https://cvrs.whu.edu.cn/cannylines
• Paper: http://cvrs.whu.edu.cn/projects/cannyLines/papers/CannyLines-ICIP2015.pdf
• Code: http://cvrs.whu.edu.cn/projects/cannyLines/codes/CannyLines-v3.rar

EDline

• Title: "Edge Drawing: A Combined Real-Time Edge and Segment Detector", JVCIR 2012.
• Paper: https://www.sciencedirect.com/science/article/abs/pii/S1047320312000831
• Code: https://github.com/mtamburrano/LBD_Descriptor

LSD

• Title: "LSD: a Line Segment Detector", Image Processing On Line 2012.
• Project Page: http://www.ipol.im/pub/art/2012/gjmr-lsd/
• Paper: http://www.ipol.im/pub/art/2012/gjmr-lsd/article.pdf
• Code: http://www.ipol.im/pub/art/2012/gjmr-lsd/lsd_1.5.zip

LSWMS

• Title: "Line segment detection using weighted mean shift procedures on a 2D slice sampling strategy", Pattern Analysis and Applications 2011.
• Paper: https://www.researchgate.net/LSWMS.pdf
• Code: https://sourceforge.net/projects/lswms/