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 101–150 of 490 papers

TitleStatusHype
Multispectral Image Segmentation in Agriculture: A Comprehensive Study on Fusion ApproachesCode0
PNT-Edge: Towards Robust Edge Detection with Noisy Labels by Learning Pixel-level Noise TransitionsCode0
Multi-Task Meta Learning: learn how to adapt to unseen tasksCode0
Computer vision-based framework for extracting geological lineaments from optical remote sensing dataCode0
CASENet: Deep Category-Aware Semantic Edge DetectionCode0
NAFRSSR: a Lightweight Recursive Network for Efficient Stereo Image Super-ResolutionCode0
Object Contour Detection with a Fully Convolutional Encoder-Decoder NetworkCode0
More precise edge detectionsCode0
Line-Circle-Square (LCS): A Multilayered Geometric Filter for Edge-Based DetectionCode0
Bi-Directional Cascade Network for Perceptual Edge DetectionCode0
Learning from Pattern Completion: Self-supervised Controllable GenerationCode0
Learning Deep Morphological Networks with Neural Architecture SearchCode0
Convolutional Channel FeaturesCode0
SPAC-Net: Synthetic Pose-aware Animal ControlNet for Enhanced Pose EstimationCode0
A Pseudo-Boolean Polynomials Approach for Image Edge DetectionCode0
Learning to Bound: A Generative Cramér-Rao BoundCode0
CT-Bound: Robust Boundary Detection From Noisy Images Via Hybrid Convolution and Transformer Neural NetworksCode0
Instance-level Human Parsing via Part Grouping NetworkCode0
SILOP: An Automated Framework for Semantic Segmentation Using Image Labels Based on Object PerimetersCode0
Isolating phyllotactic patterns embedded in the secondary growth of sweet cherry (Prunus avium L.) using magnetic resonance imagingCode0
Holistically-Nested Edge DetectionCode0
Floor-SP: Inverse CAD for Floorplans by Sequential Room-wise Shortest PathCode0
Feature Pyramid and Hierarchical Boosting Network for Pavement Crack DetectionCode0
Faster Training of Mask R-CNN by Focusing on Instance BoundariesCode0
Fast Detection of Curved Edges at Low SNRCode0
Unsupervised Medical Image Segmentation with Adversarial Networks: From Edge Diagrams to Segmentation MapsCode0
Fast Segment AnythingCode0
Enhancing Generic Segmentation with Learned Region RepresentationsCode0
Efficient Detection Framework Adaptation for Edge Computing: A Plug-and-play Neural Network Toolbox Enabling Edge DeploymentCode0
A Mutual Learning Method for Salient Object Detection With Intertwined Multi-SupervisionCode0
A survey on Kornia: an Open Source Differentiable Computer Vision Library for PyTorchCode0
Deep transfer learning for visual analysis and attribution of paintings by RaphaelCode0
Effective Video Mirror Detection with Inconsistent Motion CuesCode0
Deep Learning for Leopard Individual Identification: An Adaptive Angular Margin ApproachCode0
Edge-Direct Visual OdometryCode0
DeepFlux for Skeletons in the WildCode0
Multi-scale Processing of Noisy Images using Edge Preservation LossesCode0
DV3+HED+: A DCNNs-based Framework to Monitor Temporary Works and ESAs in Railway Construction Project Using VHR Satellite ImagesCode0
DeepCS-TRD, a Deep Learning-based Cross-Section Tree Ring DetectorCode0
A modified ant colony based approach to digital image edge detectionCode0
cmSalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial NetworksCode0
Empirical Study of Multi-Task Hourglass Model for Semantic Segmentation TaskCode0
Dynamic Feature Fusion for Semantic Edge DetectionCode0
EdgeNet: Semantic Scene Completion from a Single RGB-D ImageCode0
Automated Coastline Extraction Using Edge Detection AlgorithmsCode0
DiffSLVA: Harnessing Diffusion Models for Sign Language Video AnonymizationCode0
Fast and Optimal Laplacian Solver for Gradient-Domain Image Editing using Green Function ConvolutionCode0
On Detection of Faint Edges in Noisy ImagesCode0
Deep Crisp Boundaries—0
A Robust Color Edge Detection Algorithm Based on Quaternion Hardy Filter—0
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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