SOTAVerified

Traffic Sign Detection

Papers

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Showing 1–50 of 56 papers

TitleStatusHype
GLARE: A Dataset for Traffic Sign Detection in Sun GlareCode1
A real-time and high-precision method for small traffic-signs recognitionCode1
CCSPNet-Joint: Efficient Joint Training Method for Traffic Sign Detection Under Extreme ConditionsCode1
Model Agnostic Defence against Backdoor Attacks in Machine LearningCode1
Accurate Automatic 3D Annotation of Traffic Lights and Signs for Autonomous DrivingCode1
Traffic Signs in the Wild: Highlights from the IEEE Video and Image Processing Cup 2017 Student Competition [SP Competitions]Code0
Improved YOLOv5 network for real-time multi-scale traffic sign detectionCode0
Effortless Deep Training for Traffic Sign Detection Using Templates and Arbitrary Natural ImagesCode0
YOLO-CCA: A Context-Based Approach for Traffic Sign DetectionCode0
Deep Learning for Large-Scale Traffic-Sign Detection and RecognitionCode0
Evaluation of deep neural networks for traffic sign detection systemsCode0
A Hierarchical Deep Architecture and Mini-Batch Selection Method For Joint Traffic Sign and Light DetectionCode0
Challenging Environments for Traffic Sign Detection: Reliability Assessment under Inclement ConditionsCode0
Novel Deep Learning Model for Traffic Sign Detection Using Capsule NetworksCode0
Traffic Sign Detection under Challenging Conditions: A Deeper Look Into Performance Variations and Spectral CharacteristicsCode0
Learning to Defer to a Population: A Meta-Learning ApproachCode0
Improving Road Signs Detection performance by Combining the Features of Hough Transform and Texture—0
Increasing Trustworthiness of Deep Neural Networks via Accuracy Monitoring—0
TrISec: Training Data-Unaware Imperceptible Security Attacks on Deep Neural Networks—0
Localized Traffic Sign Detection with Multi-scale Deconvolution Networks—0
M3E-Yolo: A New Lightweight Network for Traffic Sign Recognition—0
Multi-layer Pruning Framework for Compressing Single Shot MultiBox Detector—0
Optimized Detection and Classification on GTRSB: Advancing Traffic Sign Recognition with Convolutional Neural Networks—0
Pyramid Transformer for Traffic Sign Detection—0
Real-Time Traffic Sign Detection: A Case Study in a Santa Clara Suburban Neighborhood—0
Review. Machine learning techniques for traffic sign detection—0
Road images augmentation with synthetic traffic signs using neural networks—0
Salient Sign Detection In Safe Autonomous Driving: AI Which Reasons Over Full Visual Context—0
Simultaneous Traffic Sign Detection and Boundary Estimation using Convolutional Neural Network—0
Small traffic sign detection from large image—0
The Mapillary Traffic Sign Dataset for Detection and Classification on a Global Scale—0
Traffic-Sign Detection and Classification in the Wild—0
Traffic Sign Detection and Recognition for Autonomous Driving in Virtual Simulation Environment—0
Traffic sign detection and recognition using event camera image reconstruction—0
Traffic Sign Detection With Event Cameras and DCNN—0
Traffic Signs Detection and Recognition System using Deep Learning—0
Voice-Assisted Real-Time Traffic Sign Recognition System Using Convolutional Neural Network—0
VSSA-NET: Vertical Spatial Sequence Attention Network for Traffic Sign Detection—0
YOLO-LLTS: Real-Time Low-Light Traffic Sign Detection via Prior-Guided Enhancement and Multi-Branch Feature Interaction—0
YOLO-PPA based Efficient Traffic Sign Detection for Cruise Control in Autonomous Driving—0
YOLO-TS: Real-Time Traffic Sign Detection with Enhanced Accuracy Using Optimized Receptive Fields and Anchor-Free Fusion—0
Adversarial Attacks on Traffic Sign Recognition: A Survey—0
A Simple Fix for Convolutional Neural Network via Coordinate Embedding—0
Automated Augmentation with Reinforcement Learning and GANs for Robust Identification of Traffic Signs using Front Camera Images—0
Automatic Traffic Sign Detection and Recognition Using SegU-Net and a Modified Tversky Loss Function With L1-Constraint—0
Context-Aware Block Net for Small Object Detection—0
Cross-domain Few-shot In-context Learning for Enhancing Traffic Sign Recognition—0
Deep Traffic Sign Detection and Recognition Without Target Domain Real Images—0
DFR-TSD: A Deep Learning Based Framework for Robust Traffic Sign Detection Under Challenging Weather Conditions—0
Did You Miss the Sign? A False Negative Alarm System for Traffic Sign Detectors—0
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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