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 5175 of 490 papers

TitleStatusHype
A new baseline for edge detection: Make Encoder-Decoder great againCode1
OmniGen: Unified Image GenerationCode7
A Machine Learning Based Approach for Statistical Analysis of Detonation Cells from Soot Foils0
Cycle Pixel Difference Network for Crisp Edge Detection0
Groupwise Image Registration with Edge-Based Loss for Low-SNR Cardiac MRI0
EDCSSM: Edge Detection with Convolutional State Space Model0
Android Malware Detection Based on RGB Images and Multi-feature Fusion0
Mismatched: Evaluating the Limits of Image Matching Approaches and BenchmarksCode1
Optimizing Lung Cancer Detection in CT Imaging: A Wavelet Multi-Layer Perceptron (WMLP) Approach Enhanced by Dragonfly Algorithm (DA)0
Automated Quantification of White Blood Cells in Light Microscopic Images of Injured Skeletal Muscle0
A Multiscale Gradient Fusion Method for Edge Detection in Color Images Utilizing the CBM3D Filter0
EdgeNAT: Transformer for Efficient Edge DetectionCode1
UHNet: An Ultra-Lightweight and High-Speed Edge Detection NetworkCode0
GUI Element Detection Using SOTA YOLO Deep Learning ModelsCode1
More precise edge detectionsCode0
How Homogenizing the Channel-wise Magnitude Can Enhance EEG Classification Model?0
DCSM 2.0: Deep Conditional Shape Models for Data Efficient Segmentation0
Advancements in Orthopaedic Arm Segmentation: A Comprehensive Review0
Research on Edge Detection of LiDAR Images Based on Artificial Intelligence Technology0
A New Class Biorthogonal Spline Wavelet for Image Edge Detection0
Learning to utilize image second-order derivative information for crisp edge detection0
RoomTex: Texturing Compositional Indoor Scenes via Iterative Inpainting0
An Optimized Toolbox for Advanced Image Processing with Tsetlin Machine CompositesCode0
A Review of Pulse-Coupled Neural Network Applications in Computer Vision and Image Processing0
Automating Attendance Management in Human Resources: A Design Science Approach Using Computer Vision and Facial Recognition0
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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
2PiDiNetODS0.79Unverified
3BDCNODS0.79Unverified
#ModelMetricClaimedVerifiedStatus
1SEDODS0.65Unverified
2DexiNed (WACV'2020)ODS0.65Unverified
#ModelMetricClaimedVerifiedStatus
1RPCNetAP86.15Unverified
2CASENetAP70.8Unverified
#ModelMetricClaimedVerifiedStatus
1CASENetMaximum F-measure71.4Unverified
2WSOBMaximum F-measure52Unverified
#ModelMetricClaimedVerifiedStatus
1RCNF10.82Unverified