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 51100 of 490 papers

TitleStatusHype
Sanity Checks for Saliency MapsCode1
Pre-processing Image using Brightening, CLAHE and RETINEXCode1
Delving into Crispness: Guided Label Refinement for Crisp Edge DetectionCode1
Edge Augmentation for Large-Scale Sketch Recognition without SketchesCode1
RankED: Addressing Imbalance and Uncertainty in Edge Detection Using Ranking-based LossesCode1
Mismatched: Evaluating the Limits of Image Matching Approaches and BenchmarksCode1
SAUGE: Taming SAM for Uncertainty-Aligned Multi-Granularity Edge DetectionCode1
MSECNet: Accurate and Robust Normal Estimation for 3D Point Clouds by Multi-Scale Edge ConditioningCode1
Total Variation Optimization Layers for Computer VisionCode1
Multimodal Generative Models for Scalable Weakly-Supervised LearningCode1
NEF: Neural Edge Fields for 3D Parametric Curve Reconstruction from Multi-view ImagesCode1
Deep Learning based Virtual Point Tracking for Real-Time Target-less Dynamic Displacement Measurement in Railway ApplicationsCode1
Noise and Edge Based Dual Branch Image Manipulation DetectionCode1
Kornia: an Open Source Differentiable Computer Vision Library for PyTorchCode1
Pixel Difference Networks for Efficient Edge DetectionCode1
NAFRSSR: a Lightweight Recursive Network for Efficient Stereo Image Super-ResolutionCode0
Multi-Task Meta Learning: learn how to adapt to unseen tasksCode0
About Graph Degeneracy, Representation Learning and ScalabilityCode0
Multispectral Image Segmentation in Agriculture: A Comprehensive Study on Fusion ApproachesCode0
Neural Taskonomy: Inferring the Similarity of Task-Derived Representations from Brain ActivityCode0
A Pseudo-Boolean Polynomials Approach for Image Edge DetectionCode0
More precise edge detectionsCode0
Neuro-inspired edge feature fusion using Choquet integralsCode0
Line-Circle-Square (LCS): A Multilayered Geometric Filter for Edge-Based DetectionCode0
Agricultural Field Boundary Detection through Integration of "Simple Non-Iterative Clustering (SNIC) Super Pixels" and "Canny Edge Detection Method"Code0
A novel centroid update approach for clustering-based superpixel methods and superpixel-based edge detectionCode0
An Optimized Toolbox for Advanced Image Processing with Tsetlin Machine CompositesCode0
Adaptive edge detection algorithm for multi-focus applicationCode0
Compact Twice Fusion Network for Edge DetectionCode0
3D-OOCS: Learning Prostate Segmentation with Inductive BiasCode0
Learning from Pattern Completion: Self-supervised Controllable GenerationCode0
Adaptive Active Contour Model for Brain Tumor SegmentationCode0
Learning to Bound: A Generative Cramér-Rao BoundCode0
Animal Detection in Man-made EnvironmentsCode0
Learning Deep Morphological Networks with Neural Architecture SearchCode0
SILOP: An Automated Framework for Semantic Segmentation Using Image Labels Based on Object PerimetersCode0
Instance-level Human Parsing via Part Grouping NetworkCode0
Floor-SP: Inverse CAD for Floorplans by Sequential Room-wise Shortest PathCode0
CASENet: Deep Category-Aware Semantic Edge DetectionCode0
Isolating phyllotactic patterns embedded in the secondary growth of sweet cherry (Prunus avium L.) using magnetic resonance imagingCode0
Fast Detection of Curved Edges at Low SNRCode0
Fast and Optimal Laplacian Solver for Gradient-Domain Image Editing using Green Function ConvolutionCode0
Classification With an Edge: Improving Semantic Image Segmentation with Boundary DetectionCode0
Holistically-Nested Edge DetectionCode0
Faster Training of Mask R-CNN by Focusing on Instance BoundariesCode0
Enhancing Generic Segmentation with Learned Region RepresentationsCode0
Fast Segment AnythingCode0
Efficient Detection Framework Adaptation for Edge Computing: A Plug-and-play Neural Network Toolbox Enabling Edge DeploymentCode0
Bi-Directional Cascade Network for Perceptual Edge DetectionCode0
cmSalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial NetworksCode0
Show:102550
← PrevPage 2 of 10Next →

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
2BDCNODS0.79Unverified
3PiDiNetODS0.79Unverified
#ModelMetricClaimedVerifiedStatus
1SEDODS0.65Unverified
2DexiNed (WACV'2020)ODS0.65Unverified
#ModelMetricClaimedVerifiedStatus
1RPCNetAP86.15Unverified
2CASENetAP70.8Unverified
#ModelMetricClaimedVerifiedStatus
1CASENetMaximum F-measure71.4Unverified
2WSOBMaximum F-measure52Unverified
#ModelMetricClaimedVerifiedStatus
1RCNF10.82Unverified