datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
traffic_signal_imagesThis dataset contains traffic images from traffic signal cameras of singapore. The images are captured at 1.5 minute interval from 6 pm to 7 pm everyday for the month of January 2024.traffic-sign-bench
Traffic Sign Bench
Official per-sign SUMO maps for TrafficRuleBench: real Moscow OSM
layouts, 25 signs, 2500 maps. Protocol size is
80 train + 20 test maps per sign.
Road geometry is derived from OpenStreetMap
© OpenStreetMap contributors and is released under ODbL 1.0.
Download
All scenes land under data/scenes/<sign>/<scene_id>/, which is what eval
expects:
huggingface-cli download emb-ai/traffic-sign-bench \
--repo-type dataset \… See the full description on the dataset page: https://huggingface.co/datasets/emb-ai/traffic-sign-bench.german-traffic-sign-detection
Dataset Labels
['animals', 'construction', 'cycles crossing', 'danger', 'no entry', 'pedestrian crossing', 'school crossing', 'snow', 'stop', 'bend', 'bend left', 'bend right', 'give way', 'go left', 'go left or straight', 'go right', 'go right or straight', 'go straight', 'keep left', 'keep right', 'no overtaking', 'no overtaking -trucks-', 'no traffic both ways', 'no trucks', 'priority at next intersection', 'priority road', 'restriction ends', 'restriction ends -overtaking… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/german-traffic-sign-detection.Traffic-sign-detection-VietNam
Vietnam Traffic Sign Detection Dataset
This repository contains the dataset for detecting road traffic signs in Vietnam using the state-of-the-art YOLO object detection model.
📂 Repository Structure
The dataset is structured in the standard YOLO format, containing images and corresponding annotations divided into training, validation, and testing sets.
├── classid.xlsx # Excel file mapping class IDs to names
├── dataset/
│ ├── train/ #… See the full description on the dataset page: https://huggingface.co/datasets/star092304/Traffic-sign-detection-VietNam.moroccan-traffic-sign-datasetvietnam_traffic_signmapillary_traffic_sign_dataset_cleanedmapillary_traffic_sign_datasetTraffic_Sign_Recogntion_DatabaseTSRD (Traffic Sign Recognition Database) 是一个中国交通标志数据集，包含多种交通标志类别。数据集分为训练集和测试集：
训练集：包含约4170张图像
测试集：包含约1994张图像
类别数：约58个不同的交通标志类别
数据集格式为：
图像文件名;宽;高;x1;y1;x2;y2;类别;
包含全种类数据集 / 4方向指示牌数据集
vietnam_traffic_signswedish-traffic-signs-en
Swedish Traffic Signs Information with English Translations
Dataset Description
This dataset provides structured information about Swedish traffic signs in JSON Lines (.jsonl) format, ideal for traffic sign recognition, multimodal language model training, computer vision tasks, or educational purposes. Each entry includes a sign’s code, category, title, and description in Swedish (_sv) and English (_en). Swedish information is fetched from the Swedish Transport Agency… See the full description on the dataset page: https://huggingface.co/datasets/rzgar/swedish-traffic-signs-en.UK_Traffic_Sign_Inspection_DatasetTraffic-sign-detection-VietNam
Vietnam Traffic Sign Detection Dataset
This repository contains the dataset for detecting road traffic signs in Vietnam using the state-of-the-art YOLO object detection model.
📂 Repository Structure
The dataset is structured in the standard YOLO format, containing images and corresponding annotations divided into training, validation, and testing sets.
├── classid.xlsx # Excel file mapping class IDs to names
├── dataset/
│ ├── train/ #… See the full description on the dataset page: https://huggingface.co/datasets/Minh124689/Traffic-sign-detection-VietNam.vietnamese-traffic-sign-vqa
Vietnamese Traffic Sign VQA
Visual Question Answering dataset for Vietnamese traffic signs.
Built from Kaggle VNTS (CC BY-SA 4.0).
Statistics
Split
Images
QA Pairs
QA/Image
Train
2,193
104,146
47.5
Val
272
12,944
47.6
Test
271
12,966
47.8
Total
2,736
130,056
47.5
Question Types
12 types: yes_no, count, sign_type, color, shape, location, attribute, negative, spatial_rel, count_total, multi_object, context
Format
{… See the full description on the dataset page: https://huggingface.co/datasets/Anakonkai/vietnamese-traffic-sign-vqa.mapillary_traffic_sign_dataset_recommendedIndian_Traffic_Sign_Image_Dataset
Indian Traffic Sign Image Dataset (Sample)
⚠️ This is a free sample subset for evaluation purposes only.The full dataset (2,000+ HD images) is available for commercial licensing.Contact: sales@datacluster.ai · datacluster.ai
Dataset Summary
This dataset is an extremely challenging collection of original Indian traffic sign images, crowdsourced from over 400 urban and rural areas. Every image is manually reviewed and verified by computer vision professionals at… See the full description on the dataset page: https://huggingface.co/datasets/Dataclusterlabspvtltd/Indian_Traffic_Sign_Image_Dataset.Traffic_Sign_Dataset_Parquetchinese_trafficsign_datasettraffic_signal_imagesThis dataset contains traffic images from traffic signal cameras of singapore. The images are captured at 1.5 minute interval from 6 pm to 7 pm everyday for the month of January 2024.Traffic_sign_datasetTrafficSignRecognitionThis is a mirror dataset prepared for the Summer Workshop, School of Computing, National University of Singapore.
There're 2 datasets:
dataset1:
Chinese Traffic Sign Database, which includes 6164 traffic sign images containing 58 sign categories.
dataset2:
German Traffic Sign Recognition Benchmark
mapillary_traffic_signs
📄 Paper
If you use this dataset, please cite the following paper:
MAPILLARY VISTAS VALIDATION FOR FINE-GRAINED TRAFFIC SIGNS: A Benchmark Revealing Vision-Language Model LimitationsSubmitted to ICCV Workshop 2025
📄 Citation
@article{garg2025mapillary,
title={Mapillary Vistas Validation for Fine-Grained Traffic Signs: A Benchmark Revealing Vision-Language Model Limitations},
author={Garg, Sparsh and Aich, Abhishek},
journal={arXiv preprint arXiv:2508.02047}… See the full description on the dataset page: https://huggingface.co/datasets/sparshgarg57/mapillary_traffic_signs.vietnamese-traffic-sign-vqa-1k
Vietnamese Traffic Sign VQA — Balanced 1K Test Set
A small, deduplicated and balanced Visual Question Answering (VQA) test set for
Vietnamese traffic signs. Every example is an image + a Vietnamese question + an answer.
The set is intended purely for evaluation (all examples are test).
Quick start
from datasets import load_dataset
ds = load_dataset("tungitachi/vietnamese-traffic-sign-vqa-1k", split="test")
ex = ds[0]
ex["image"] # PIL.Image… See the full description on the dataset page: https://huggingface.co/datasets/tungitachi/vietnamese-traffic-sign-vqa-1k.VN_traffic_signs_qavietnamese-traffic-sign-vqa-dedup-1k
Vietnamese Traffic-Sign VQA — deduplicated, original-split (1k)
A clean, deduplicated and leakage-free Visual-Question-Answering set for
Vietnamese traffic signs, split train/test by the original detection split.
This is a curated derivative — it is not the same as
Anakonkai/vietnamese-traffic-sign-vqa:
that source is dominated by near-identical video frames and has no clean
train/test boundary. Here those issues are fixed (see How it was built).
What's inside… See the full description on the dataset page: https://huggingface.co/datasets/tungitachi/vietnamese-traffic-sign-vqa-dedup-1k.Indian-Traffic-Sign-Classificationtraffic-signs-VQAvietnam_traffic_signgerman-traffic-sign-vl-enrichedquebec-traffic-signs
Quebec Traffic Signs Dataset
Dataset Description
The Quebec Traffic Signs Dataset is a specialized image dataset designed for the recognition and interpretation of road and traffic signs specific to the province of Quebec, Canada. This dataset aims to provide a comprehensive collection of signs, including regulatory, warning, and informational signs, with a particular focus on the unique bilingual (French/English) and complex parking/construction signage prevalent in… See the full description on the dataset page: https://huggingface.co/datasets/RDLTechworks/quebec-traffic-signs.