SOTAVerified

Edge Detection

Edge Detection is a fundamental image processing technique which involves computing an image gradient to quantify the magnitude and direction of edges in an image. Image gradients are used in various downstream tasks in computer vision such as line detection, feature detection, and image classification.

Source: Artistic Enhancement and Style Transfer of Image Edges using Directional Pseudo-coloring

( Image credit: Kornia )

Papers

Showing 5175 of 490 papers

TitleStatusHype
The Treasure Beneath Multiple Annotations: An Uncertainty-aware Edge DetectorCode1
Learning to predict crisp boundariesCode1
Kornia: an Open Source Differentiable Computer Vision Library for PyTorchCode1
Unmixing Convolutional Features for Crisp Edge DetectionCode1
Leveraging edge detection and neural networks for better UAV localizationCode1
FINED: Fast Inference Network for Edge DetectionCode1
Generation of Realistic Synthetic Raw Radar Data for Automated Driving Applications using Generative Adversarial NetworksCode1
NEF: Neural Edge Fields for 3D Parametric Curve Reconstruction from Multi-view ImagesCode1
MSECNet: Accurate and Robust Normal Estimation for 3D Point Clouds by Multi-Scale Edge ConditioningCode1
Pre-processing Image using Brightening, CLAHE and RETINEXCode1
HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic CoastlineCode1
Meta ControlNet: Enhancing Task Adaptation via Meta LearningCode1
SAUGE: Taming SAM for Uncertainty-Aligned Multi-Granularity Edge DetectionCode1
Local Label Point Correction for Edge Detection of Overlapping Cervical CellsCode1
LDC: Lightweight Dense CNN for Edge DetectionCode1
Holistically-Nested Edge DetectionCode0
SILOP: An Automated Framework for Semantic Segmentation Using Image Labels Based on Object PerimetersCode0
About Graph Degeneracy, Representation Learning and ScalabilityCode0
Instance-level Human Parsing via Part Grouping NetworkCode0
Floor-SP: Inverse CAD for Floorplans by Sequential Room-wise Shortest PathCode0
A Pseudo-Boolean Polynomials Approach for Image Edge DetectionCode0
Feature Pyramid and Hierarchical Boosting Network for Pavement Crack DetectionCode0
Isolating phyllotactic patterns embedded in the secondary growth of sweet cherry (Prunus avium L.) using magnetic resonance imagingCode0
Fast and Optimal Laplacian Solver for Gradient-Domain Image Editing using Green Function ConvolutionCode0
Agricultural Field Boundary Detection through Integration of "Simple Non-Iterative Clustering (SNIC) Super Pixels" and "Canny Edge Detection Method"Code0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DDNODS0.92Unverified
2DexiNedODS0.9Unverified
3BDCNODS0.89Unverified
4LDCODS0.89Unverified
5CATSODS0.89Unverified
6RCFODS0.85Unverified
#ModelMetricClaimedVerifiedStatus
1DexiNed-aODS0.89Unverified
2DexiNed-fODS0.89Unverified
3CATSODS0.89Unverified
4BDCNODS0.89Unverified
5LDCODS0.88Unverified
6RCFODS0.88Unverified
#ModelMetricClaimedVerifiedStatus
1DDNODS0.83Unverified
2TEEDODS0.83Unverified
3LDCODS0.82Unverified
4DexiNedODS0.82Unverified
5PiDiNetODS0.81Unverified
#ModelMetricClaimedVerifiedStatus
1LDCODS0.79Unverified
2PiDiNetODS0.79Unverified
3BDCNODS0.79Unverified
#ModelMetricClaimedVerifiedStatus
1SEDODS0.65Unverified
2DexiNed (WACV'2020)ODS0.65Unverified
#ModelMetricClaimedVerifiedStatus
1RPCNetAP86.15Unverified
2CASENetAP70.8Unverified
#ModelMetricClaimedVerifiedStatus
1CASENetMaximum F-measure71.4Unverified
2WSOBMaximum F-measure52Unverified
#ModelMetricClaimedVerifiedStatus
1RCNF10.82Unverified