边缘检测 (Edge-Detection) 论文、代码大汇总

边缘检测/边缘提取 论文、代码的大汇总。

Github上持续更新：https://github.com/MarkMoHR/Awesome-Edge-Detection-Papers

目录

• 基于深度学习的方法
  • 一般的边缘检测
  • 物体轮廓提取
  • 语义边缘检测 (包含分类)
  • 遮挡边缘检测
  • 根据多帧进行边缘检测
• 传统方法

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1. 基于深度学习的方法

1.1 一般的边缘检测

方法简称	论文	发表处	代码 / 项目链接
BDCN	Bi-Directional Cascade Network for Perceptual Edge Detection	CVPR 2019	[code]
LPCB	Learning to Predict Crisp Boundaries	ECCV 2018
AMH-Net	Learning Deep Structured Multi-Scale Features using Attention-Gated CRFs for Contour Prediction	NIPS 2017	[code]
RCF	Richer Convolutional Features for Edge Detection	CVPR 2017	[code-caffe] [code-pytorch] [project]
CED	Deep Crisp Boundaries	CVPR 2017	[code]
COB	Convolutional Oriented Boundaries	ECCV 2016	[code] [project]
RDS	Learning Relaxed Deep Supervision for Better Edge Detection	CVPR 2016
HFL	High-for-Low and Low-for-High: Efficient Boundary Detection from Deep Object Features and its Applications to High-Level Vision	ICCV 2015
HED	Holistically-Nested Edge Detection	ICCV 2015	[code]
DeepEdge	DeepEdge: A Multi-Scale Bifurcated Deep Network for Top-Down Contour Detection	CVPR 2015
DeepContour	DeepContour: A Deep Convolutional Feature Learned by Positive-sharing Loss for Contour Detection	CVPR 2015

1.2 物体轮廓提取

方法简称	论文	发表处	代码 / 项目链接
CEDN	Object Contour Detection with a Fully Convolutional Encoder-Decoder Network	CVPR 2016	[code-caffe] [code-TF]
	Weakly Supervised Object Boundaries	CVPR 2016

1.3 语义边缘检测 (包含分类)

方法简称	论文	发表处	代码 / 项目链接
DFF	Dynamic Feature Fusion for Semantic Edge Detection	1902.09104
SEAL	Simultaneous Edge Alignment and Learning	ECCV 2018	[code]
CASENet	CASENet: Deep Category-Aware Semantic Edge Detection	CVPR 2017	[code]
dataset	Semantic Contours from Inverse Detectors	ICCV 2011	[code]

1.4 遮挡边缘检测

方法简称	论文	发表处	代码 / 项目链接
	Occlusion Boundary Detection via Deep Exploration of Context	CVPR 2016

1.5 根据多帧进行边缘检测

方法简称	论文	发表处	代码 / 项目链接
Boundary Flow	Boundary Flow: A Siamese Network that Predicts Boundary Motion without Training on Motion	CVPR 2018
LEGO	LEGO: Learning Edge with Geometry all at Once by Watching Videos	CVPR 2018	[code]
	Unsupervised Learning of Edges	CVPR 2016	[code]

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2. 传统方法

方法简称	论文	发表处	代码 / 项目链接
SemiContour	SemiContour: A Semi-supervised Learning Approach for Contour Detection	CVPR 2016
OEF	Oriented Edge Forests for Boundary Detection	CVPR 2015	[code]
SE	Fast edge detection using structured forests	TPAMI 2015	[code]
Edge Boxes	Edge Boxes: Locating Object Proposals from Edges	ECCV 2014	[code]
PMI	Crisp Boundary Detection Using Pointwise Mutual Information	ECCV 2014	[code]
Sketch Tokens	Sketch tokens: A learned mid-level representation for contour and object detection	CVPR 2013
SCG	Discriminatively Trained Sparse Code Gradients for Contour Detection	NIPS 2012
gPb-owt-ucm	Contour Detection and Hierarchical Image Segmentation	TPAMI 2011
Canny	A Computational Approach to Edge Detection	TPAMI 1986