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Line Segment Detection Papers

A collection of line segment detection papers (a.k.a. wireframe parsing).

Outline

1. Deep Learning-Based Approaches

1.1 Line Segment Detection

Name Paper Source Resource
AirLine AirLine: Efficient Learnable Line Detection with Local Edge Voting arXiv 2023 [Code]
GLSP Parsing Line Segments of Floor Plan Images Using Graph Neural Networks arXiv 2023
DeepLSD DeepLSD: Line Segment Detection and Refinement with Deep Image Gradients CVPR 2023 [Code]
LSDNet LSDNet: Trainable Modification of LSD Algorithm for Real-Time Line Segment Detection Access 2022 [Code]
M-LSD Towards Real-time and Light-weight Line Segment Detection AAAI 2022 [Code]
ELSD ELSD: Efficient Line Segment Detector and Descriptor ICCV 2021 [Code]
F-Clip Fully Convolutional Line Parsing ArXiv 2021 [Code]
LETR Line Segment Detection Using Transformers without Edges CVPR 2021 [Code]
LS-Net LS-Net: fast single-shot line-segment detector MVA 2021
TP-LSD TP-LSD: Tri-Points Based Line Segment Detector ECCV 2020 [Code]
LaRecNet Learning to Calibrate Straight Lines for Fisheye Image Rectification CVPR 2019 [Project]
AFM Learning Attraction Field Representation for Robust Line Segment Detection CVPR 2019 [Code]
Sem-LSD Sem-LSD: A Learning-based Semantic Line Segment Detector arXiv 2019 [Code]

1.2 Wireframe Parsing

Name Paper Source Resource
NEAT Volumetric Wireframe Parsing from Neural Attraction Fields arXiv 2023
HoW-3D HoW-3D: Holistic 3D Wireframe Perception from a Single Image 3DV 2022 [Code]
SRW-Net Semantic Room Wireframe Detection from a Single View ICPR 2022 [Code]
Hole-robust Wireframe Detection WACV 2022 [Code]
SOLD2 SOLD2: Self-supervised Occlusion-aware Line Description and Detection CVPR 2021 [Code]
ULSD ULSD: Unified Line Segment Detection across Pinhole, Fisheye, and Spherical Cameras ISPRS 2021 [Code]
HT-HAWP Deep Hough-Transform Line Priors ECCV 2020 [Code]
LGNN LGNN: A Context-aware Line Segment Detector ACM MM 2020
HAWP Holistically-Attracted Wireframe Parsing CVPR 2020 [Code]
PPGNet PPGNet: Learning Point-Pair Graph for Line Segment Detection CVPR 2019 [Code]
Learning to Reconstruct 3D Manhattan Wireframes from a Single Image ICCV 2019 [Project]
Wireframe Parsing With Guidance of Distance Map Access 2019
L-CNN End-to-End Wireframe Parsing ICCV 2019 [Code]
DWP Learning to Parse Wireframes in Images of Man-Made Environments CVPR 2018 [Code]

2. Traditional Approaches

Name Paper Source Resource
A Novel Pixel Orientation Estimation Based Line Segment Detection Framework, and Its Applications to SAR Images TRGS 2022 [Code]
PSLine Property Similarity Line Segment Detector IST 2021
ELSED ELSED: Enhanced Line SEgment Drawing arXiv 2021 [Code]
PLSD PLSD: A Perceptually Accurate Line Segment Detection Approach Access 2020
MCMLSD MCMLSD: A Probabilistic Algorithm and Evaluation Framework for Line Segment Detection arXiv 2020
Linelet A Novel Linelet-based Representation for Line Segment Detection TPAMI 2017 [Code]
MCMLSD MCMLSD: A Dynamic Programming Approach to Line Segment Detection CVPR 2017 [Code]
CannyLines Cannylines: A parameter-free line segment detector ICIP 2015 [Project]
Accurate and robust line segment extraction using minimum entropy with hough transform TIP 2015
Lifting 3D manhattan lines from a single image ICCV 2013
LSD LSD: A Fast Line Segment Detector with a False Detection Control TPAMI 2010 [Code]
PPHT Robustdetection of lines using the progressive probabilistic hough transform CVIU 2000
Generalizing the hough transform to detect arbitrary shapes PR 1981

3. Survey

Name Paper Source Resource
A Comprehensive Review of Image Line Segment Detection and Description: Taxonomies, Comparisons, and Challenges arXiv 2023

4. Datasets

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