SOTAVerified

Traffic Sign Detection

Papers

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Showing 1–25 of 56 papers

TitleStatusHype
YOLO-LLTS: Real-Time Low-Light Traffic Sign Detection via Prior-Guided Enhancement and Multi-Branch Feature Interaction—0
YOLO-CCA: A Context-Based Approach for Traffic Sign DetectionCode0
YOLO-TS: Real-Time Traffic Sign Detection with Enhanced Accuracy Using Optimized Receptive Fields and Anchor-Free Fusion—0
Human-in-the-loop Reasoning For Traffic Sign Detection: Collaborative Approach Yolo With Video-llava—0
FUSED-Net: Detecting Traffic Signs with Limited Data—0
Accurate Automatic 3D Annotation of Traffic Lights and Signs for Autonomous DrivingCode1
YOLO-PPA based Efficient Traffic Sign Detection for Cruise Control in Autonomous Driving—0
EMDFNet: Efficient Multi-scale and Diverse Feature Network for Traffic Sign Detection—0
Cross-domain Few-shot In-context Learning for Enhancing Traffic Sign Recognition—0
Voice-Assisted Real-Time Traffic Sign Recognition System Using Convolutional Neural Network—0
Optimized Detection and Classification on GTRSB: Advancing Traffic Sign Recognition with Convolutional Neural Networks—0
Learning to Defer to a Population: A Meta-Learning ApproachCode0
Efficient Vision Transformer for Accurate Traffic Sign Detection—0
Real-Time Traffic Sign Detection: A Case Study in a Santa Clara Suburban Neighborhood—0
CCSPNet-Joint: Efficient Joint Training Method for Traffic Sign Detection Under Extreme ConditionsCode1
Explainable and Trustworthy Traffic Sign Detection for Safe Autonomous Driving: An Inductive Logic Programming Approach—0
Adversarial Attacks on Traffic Sign Recognition: A Survey—0
Context-Aware Block Net for Small Object Detection—0
M3E-Yolo: A New Lightweight Network for Traffic Sign Recognition—0
Salient Sign Detection In Safe Autonomous Driving: AI Which Reasons Over Full Visual Context—0
Traffic sign detection and recognition using event camera image reconstruction—0
GLARE: A Dataset for Traffic Sign Detection in Sun GlareCode1
Traffic Sign Detection With Event Cameras and DCNN—0
Pyramid Transformer for Traffic Sign Detection—0
Improved YOLOv5 network for real-time multi-scale traffic sign detectionCode0
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All datasetsCCTSDB2021CCTSDB-AUGGTSDBTT100K

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1YOLO-CCSPNetmAP@0.595.8—Unverified
2M3E-YolomAP@0.593.4—Unverified
#ModelMetricClaimedVerifiedStatus
1CCSPNet-JointAveraged Precision0.95—Unverified
2YOLO-CCSPNetAveraged Precision0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1Faster R-CNN Inception Resnet V2mAP95.77—Unverified
#ModelMetricClaimedVerifiedStatus
1CABNetmAP@0.578—Unverified