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 1–25 of 490 papers

TitleStatusHype
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
Rethinking Boundary Detection in Deep Learning-Based Medical Image SegmentationCode2
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
Novel Concept-Oriented Synthetic Data approach for Training Generative AI-Driven Crystal Grain Analysis Using Diffusion Model—0
DADU: Dual Attention-based Deep Supervised UNet for Automated Semantic Segmentation of Cardiac Images—0
A Doubly Decoupled Network for edge detectionCode1
Hybrid Multi-Stage Learning Framework for Edge Detection: A Survey—0
Seeing What Matters: Empowering CLIP with Patch Generation-to-Selection—0
Polygonizing Roof Segments from High-Resolution Aerial Images Using Yolov8-Based Edge Detection—0
Robust Detection of Extremely Thin Lines Using 0.2mm Piano Wire—0
STAR-Edge: Structure-aware Local Spherical Curve Representation for Thin-walled Edge Extraction from Unstructured Point CloudsCode1
Theory-guided Pseudo-spectral Full Waveform Inversion via Deep Neural Networks—0
Subpixel Edge Localization Based on Converted Intensity Summation under Stable Edge Region—0
An ocean front detection and tracking algorithm—0
Enhancing Transparent Object Pose Estimation: A Fusion of GDR-Net and Edge Detection—0
Agricultural Field Boundary Detection through Integration of "Simple Non-Iterative Clustering (SNIC) Super Pixels" and "Canny Edge Detection Method"Code0
Training-free Quantum-Inspired Image Edge Extraction Method—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