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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 451–490 of 490 papers

TitleStatusHype
Enhancing Generic Segmentation with Learned Region RepresentationsCode0
Multi-scale Processing of Noisy Images using Edge Preservation LossesCode0
Empirical Study of Multi-Task Hourglass Model for Semantic Segmentation TaskCode0
Line-Circle-Square (LCS): A Multilayered Geometric Filter for Edge-Based DetectionCode0
PixelNet: Representation of the pixels, by the pixels, and for the pixelsCode0
Synthetic Data Generation for Anomaly Detection on Table GrapesCode0
cmSalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial NetworksCode0
A Mutual Learning Method for Salient Object Detection With Intertwined Multi-SupervisionCode0
PNT-Edge: Towards Robust Edge Detection with Noisy Labels by Learning Pixel-level Noise TransitionsCode0
A modified ant colony based approach to digital image edge detectionCode0
Efficient Detection Framework Adaptation for Edge Computing: A Plug-and-play Neural Network Toolbox Enabling Edge DeploymentCode0
Effective Video Mirror Detection with Inconsistent Motion CuesCode0
Unsupervised Medical Image Segmentation with Adversarial Networks: From Edge Diagrams to Segmentation MapsCode0
Practical Edge Detection via Robust Collaborative LearningCode0
DeepCS-TRD, a Deep Learning-based Cross-Section Tree Ring DetectorCode0
Bi-Directional Cascade Network for Perceptual Edge DetectionCode0
EdgeNet: Semantic Scene Completion from a Single RGB-D ImageCode0
Automated Coastline Extraction Using Edge Detection AlgorithmsCode0
SPAC-Net: Synthetic Pose-aware Animal ControlNet for Enhanced Pose EstimationCode0
More precise edge detectionsCode0
Edge-Direct Visual OdometryCode0
Dynamic Feature Fusion for Semantic Edge DetectionCode0
Adaptive Active Contour Model for Brain Tumor SegmentationCode0
Agricultural Field Boundary Detection through Integration of "Simple Non-Iterative Clustering (SNIC) Super Pixels" and "Canny Edge Detection Method"Code0
DV3+HED+: A DCNNs-based Framework to Monitor Temporary Works and ESAs in Railway Construction Project Using VHR Satellite ImagesCode0
UHNet: An Ultra-Lightweight and High-Speed Edge Detection NetworkCode0
DiffSLVA: Harnessing Diffusion Models for Sign Language Video AnonymizationCode0
The Effectiveness of Edge Detection Evaluation Metrics for Automated Coastline DetectionCode0
SRN: Side-output Residual Network for Object Reflection Symmetry Detection and BeyondCode0
Multispectral Image Segmentation in Agriculture: A Comprehensive Study on Fusion ApproachesCode0
Multi-Task Meta Learning: learn how to adapt to unseen tasksCode0
A Pseudo-Boolean Polynomials Approach for Image Edge DetectionCode0
NAFRSSR: a Lightweight Recursive Network for Efficient Stereo Image Super-ResolutionCode0
Deep transfer learning for visual analysis and attribution of paintings by RaphaelCode0
CT-Bound: Robust Boundary Detection From Noisy Images Via Hybrid Convolution and Transformer Neural NetworksCode0
Neural Taskonomy: Inferring the Similarity of Task-Derived Representations from Brain ActivityCode0
Neuro-inspired edge feature fusion using Choquet integralsCode0
Convolutional Channel FeaturesCode0
Stacked Cross Refinement Network for Edge-Aware Salient Object DetectionCode0
Deep Learning for Leopard Individual Identification: An Adaptive Angular Margin ApproachCode0
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All datasetsBIPEDMDBDUDEDBRINDCIDCityscapes testSBDBSDS500

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DDNODS0.92—Unverified
2DexiNedODS0.9—Unverified
3BDCNODS0.89—Unverified
4LDCODS0.89—Unverified
5CATSODS0.89—Unverified
6RCFODS0.85—Unverified
#ModelMetricClaimedVerifiedStatus
1DexiNed-aODS0.89—Unverified
2DexiNed-fODS0.89—Unverified
3CATSODS0.89—Unverified
4BDCNODS0.89—Unverified
5LDCODS0.88—Unverified
6RCFODS0.88—Unverified
#ModelMetricClaimedVerifiedStatus
1DDNODS0.83—Unverified
2TEEDODS0.83—Unverified
3LDCODS0.82—Unverified
4DexiNedODS0.82—Unverified
5PiDiNetODS0.81—Unverified
#ModelMetricClaimedVerifiedStatus
1LDCODS0.79—Unverified
2PiDiNetODS0.79—Unverified
3BDCNODS0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SEDODS0.65—Unverified
2DexiNed (WACV'2020)ODS0.65—Unverified
#ModelMetricClaimedVerifiedStatus
1RPCNetAP86.15—Unverified
2CASENetAP70.8—Unverified
#ModelMetricClaimedVerifiedStatus
1CASENetMaximum F-measure71.4—Unverified
2WSOBMaximum F-measure52—Unverified
#ModelMetricClaimedVerifiedStatus
1RCNF10.82—Unverified