SOTAVerified

Traffic Sign Detection

Papers

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Showing 1–50 of 56 papers

TitleStatusHype
Accurate Automatic 3D Annotation of Traffic Lights and Signs for Autonomous DrivingCode1
CCSPNet-Joint: Efficient Joint Training Method for Traffic Sign Detection Under Extreme ConditionsCode1
GLARE: A Dataset for Traffic Sign Detection in Sun GlareCode1
A real-time and high-precision method for small traffic-signs recognitionCode1
Model Agnostic Defence against Backdoor Attacks in Machine LearningCode1
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
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
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
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
Road images augmentation with synthetic traffic signs using neural networks—0
Improving Road Signs Detection performance by Combining the Features of Hough Transform and Texture—0
Deep Traffic Sign Detection and Recognition Without Target Domain Real Images—0
Increasing Trustworthiness of Deep Neural Networks via Accuracy Monitoring—0
DFR-TSD: A Deep Learning Based Framework for Robust Traffic Sign Detection Under Challenging Weather Conditions—0
A Simple Fix for Convolutional Neural Network via Coordinate Embedding—0
Traffic Signs Detection and Recognition System using Deep Learning—0
Automated Augmentation with Reinforcement Learning and GANs for Robust Identification of Traffic Signs using Front Camera Images—0
Traffic Sign Detection and Recognition for Autonomous Driving in Virtual Simulation Environment—0
The Mapillary Traffic Sign Dataset for Detection and Classification on a Global Scale—0
Traffic Sign Detection under Challenging Conditions: A Deeper Look Into Performance Variations and Spectral CharacteristicsCode0
Effortless Deep Training for Traffic Sign Detection Using Templates and Arbitrary Natural ImagesCode0
Small traffic sign detection from large image—0
VSSA-NET: Vertical Spatial Sequence Attention Network for Traffic Sign Detection—0
Automatic Traffic Sign Detection and Recognition Using SegU-Net and a Modified Tversky Loss Function With L1-Constraint—0
Deep Learning for Large-Scale Traffic-Sign Detection and RecognitionCode0
Did You Miss the Sign? A False Negative Alarm System for Traffic Sign Detectors—0
Challenging Environments for Traffic Sign Detection: Reliability Assessment under Inclement ConditionsCode0
Multi-layer Pruning Framework for Compressing Single Shot MultiBox Detector—0
Evaluation of deep neural networks for traffic sign detection systemsCode0
TrISec: Training Data-Unaware Imperceptible Security Attacks on Deep Neural Networks—0
Traffic Signs in the Wild: Highlights from the IEEE Video and Image Processing Cup 2017 Student Competition [SP Competitions]Code0
A Hierarchical Deep Architecture and Mini-Batch Selection Method For Joint Traffic Sign and Light 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