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 26–50 of 490 papers

TitleStatusHype
Noise and Edge Based Dual Branch Image Manipulation DetectionCode1
HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic CoastlineCode1
EdgeNAT: Transformer for Efficient Edge DetectionCode1
EDMB: Edge Detector with MambaCode1
Pre-processing Image using Brightening, CLAHE and RETINEXCode1
Harmonic Convolutional Networks based on Discrete Cosine TransformCode1
JSENet: Joint Semantic Segmentation and Edge Detection Network for 3D Point CloudsCode1
FINED: Fast Inference Network for Edge DetectionCode1
Extraction of cropland field parcels with high resolution remote sensing using multi-task learningCode1
Local Label Point Correction for Edge Detection of Overlapping Cervical CellsCode1
GUI Element Detection Using SOTA YOLO Deep Learning ModelsCode1
A Doubly Decoupled Network for edge detectionCode1
Generation of Realistic Synthetic Raw Radar Data for Automated Driving Applications using Generative Adversarial NetworksCode1
AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language ModelsCode1
Dual Attention U-Net with Feature Infusion: Pushing the Boundaries of Multiclass Defect SegmentationCode1
LDC: Lightweight Dense CNN for Edge DetectionCode1
Learning to predict crisp boundariesCode1
A new baseline for edge detection: Make Encoder-Decoder great againCode1
Euler: Detecting Network Lateral Movement via Scalable Temporal Link PredictionCode1
Delving into Crispness: Guided Label Refinement for Crisp Edge DetectionCode1
Dense Extreme Inception Network for Edge DetectionCode1
ECT: Fine-grained Edge Detection with Learned Cause TokensCode1
Edge-Aware Mirror Network for Camouflaged Object DetectionCode1
MulT: An End-to-End Multitask Learning TransformerCode1
Geometric Structure Preserving Warp for Natural Image StitchingCode1
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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