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

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Showing 351–400 of 490 papers

TitleStatusHype
Feature Pyramid and Hierarchical Boosting Network for Pavement Crack DetectionCode0
SREdgeNet: Edge Enhanced Single Image Super Resolution using Dense Edge Detection Network and Feature Merge Network—0
Isolating phyllotactic patterns embedded in the secondary growth of sweet cherry (Prunus avium L.) using magnetic resonance imagingCode0
DeepFlux for Skeletons in the WildCode0
Adversarial Video Compression Guided by Soft Edge Detection—0
Edge-adaptive l2 regularization image reconstruction from non-uniform Fourier data—0
Sanity Checks for Saliency MapsCode1
Computer vision-based framework for extracting geological lineaments from optical remote sensing dataCode0
Edge and Corner Detection for Unorganized 3D Point Clouds with Application to Robotic Welding—0
Faster Training of Mask R-CNN by Focusing on Instance BoundariesCode0
Microwave Hilbert Transformer and its Applications in Real-time Analog Processing (RAP)—0
Simultaneous Edge Alignment and LearningCode0
Instance-level Human Parsing via Part Grouping NetworkCode0
Learning to predict crisp boundariesCode1
A Robust Color Edge Detection Algorithm Based on Quaternion Hardy Filter—0
SRN: Side-output Residual Network for Object Reflection Symmetry Detection and BeyondCode0
Adaptive edge detection algorithm for multi-focus applicationCode0
A deep learning framework for segmentation of retinal layers from OCT images—0
Computing the Spatial Probability of Inclusion inside Partial Contours for Computer Vision Applications—0
Robust Real-time Ellipse Fitting Based on Lagrange Programming Neural Network and Locally Competitive Algorithm—0
Towards Explaining Anomalies: A Deep Taylor Decomposition of One-Class Models—0
Segmentation of Multiple Sclerosis lesion in brain MR images using Fuzzy C-Means—0
Semantic Edge Detection with Diverse Deep SupervisionCode0
Fully automatic detection and segmentation of abdominal aortic thrombus in post-operative CTA images using deep convolutional neural networks—0
Three Birds One Stone: A General Architecture for Salient Object Segmentation, Edge Detection and Skeleton Extraction—0
Multi-scale Processing of Noisy Images using Edge Preservation LossesCode0
EdgeStereo: A Context Integrated Residual Pyramid Network for Stereo Matching—0
Stereo obstacle detection for unmanned surface vehicles by IMU-assisted semantic segmentation—0
Multimodal Generative Models for Scalable Weakly-Supervised LearningCode1
Deep Crisp Boundaries: From Boundaries to Higher-level Tasks—0
Quality assessment metrics for edge detection and edge-aware filtering: A tutorial review—0
Texture Object Segmentation Based on Affine Invariant Texture Detection—0
Efficient Licence Plate Detection By Unique Edge Detection Algorithm and Smarter Interpretation Through IoT—0
Smoothness-based Edge Detection using Low-SNR Camera for Robot Navigation—0
Visual Odometry for Pixel Processor Arrays—0
Gaussian Three-Dimensional kernel SVM for Edge Detection Applications—0
Unsupervised Classification of Intrusive Igneous Rock Thin Section Images using Edge Detection and Colour Analysis—0
Simultaneously Color-Depth Super-Resolution with Conditional Generative Adversarial Network—0
Image Segmentation Algorithms Overview—0
Deep Crisp Boundaries—0
On Detection of Faint Edges in Noisy ImagesCode0
Feature Enhancement in Visually Impaired Images—0
CASENet: Deep Category-Aware Semantic Edge DetectionCode0
PixelNet: Representation of the pixels, by the pixels, and for the pixelsCode0
A Watermarking Technique Using Discrete Curvelet Transform for Security of Multiple Biometric Features—0
A Digital Fuzzy Edge Detector for Color Images—0
Physically-Based Rendering for Indoor Scene Understanding Using Convolutional Neural Networks—0
Richer Convolutional Features for Edge DetectionCode1
Classification With an Edge: Improving Semantic Image Segmentation with Boundary DetectionCode0
Biomolecular Event Extraction using a Stacked Generalization based Classifier—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