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 51–75 of 490 papers

TitleStatusHype
Adaptive Linear Span Network for Object Skeleton DetectionCode1
Local Label Point Correction for Edge Detection of Overlapping Cervical CellsCode1
Self-Supervised Variational Auto-EncodersCode1
JSENet: Joint Semantic Segmentation and Edge Detection Network for 3D Point CloudsCode1
Traditional Method Inspired Deep Neural Network for Edge DetectionCode1
Refined Plane Segmentation for Cuboid-Shaped Objects by Leveraging Edge DetectionCode1
Pre-processing Image using Brightening, CLAHE and RETINEXCode1
Weakly-Supervised Salient Object Detection via Scribble AnnotationsCode1
Harmonic Convolutional Networks based on Discrete Cosine TransformCode1
Kornia: an Open Source Differentiable Computer Vision Library for PyTorchCode1
Dense Extreme Inception Network: Towards a Robust CNN Model for Edge DetectionCode1
Sanity Checks for Saliency MapsCode1
Learning to predict crisp boundariesCode1
Multimodal Generative Models for Scalable Weakly-Supervised LearningCode1
Richer Convolutional Features for Edge DetectionCode1
DeepCS-TRD, a Deep Learning-based Cross-Section Tree Ring DetectorCode0
U-R-VEDA: Integrating UNET, Residual Links, Edge and Dual Attention, and Vision Transformer for Accurate Semantic Segmentation of CMRs—0
Mobile Image Analysis Application for Mantoux Skin Test—0
Self-supervised Feature Extraction for Enhanced Ball Detection on Soccer Robots—0
Exploring the Effectiveness of Deep Features from Domain-Specific Foundation Models in Retinal Image Synthesis—0
Tropical Geometry Based Edge Detection Using Min-Plus and Max-Plus Algebra—0
Hyb-KAN ViT: Hybrid Kolmogorov-Arnold Networks Augmented Vision Transformer—0
Seeing Heat with Color -- RGB-Only Wildfire Temperature Inference from SAM-Guided Multimodal Distillation using Radiometric Ground Truth—0
Edge Detection based on Channel Attention and Inter-region Independence Test—0
Edge-preserving Image Denoising via Multi-scale Adaptive Statistical Independence Testing—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
2BDCNODS0.79—Unverified
3PiDiNetODS0.79—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