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Line Segment Detection Papers

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

Outline

image-based methods

Event-based methods

Image-based Methods

1. Deep Learning-Based Approaches

1.1 Line Segment Detection

Name Paper Source Resource
PCLSD Prediction-Correction Line Segment Detetcion ICASSP 2024
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
Hole-robust Wireframe Detection WACV 2022
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
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]
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. Hybrid Approaches

Name Paper Source Resource
MCMLSD MCMLSD: A Dynamic Programming Approach to Line Segment Detection CVPR 2017 [Code]
Deep hough Deep hough-transform line priors ECCV 2020 [Code]
LSDNet LSDNet: Trainable Modification of LSD Algorithm for Real-Time Line Segment Detection IEEE Access 2022 [Code]
Deeplsd Deeplsd: Line segment detection and refinement with deep image gradients CVPR 2023 [Code]

4. Datasets

Event-based Methods

Name Paper Source Resource
--- Flow-Based Line Detection and Segmentation for Neuromorphic Vision Sensors ICPR 2022 ---
ELiSeD ELiSeD – An Event-Based Line Segment Detector EBCCSP 2016 [Code]

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