French Driving Theory Questions with Images

DrivingVQA contains multiple-choice questions paired with real-world images for the French driving theory exam. The dataset was created by EPFL-DrivingVQA and was last updated in August 2025. It is designed to test knowledge of traffic laws, road signs, and safe driving practices.

Use Cases

• Train multimodal models to answer questions about traffic signs and road scenes using the provided images and question-answer pairs.
• Benchmark visual reasoning systems on multiple-choice questions derived from official driving exam material.
• Analyze model performance on region-specific (France) traffic rules and visual scenarios.
• Develop educational tools or driving simulators that require understanding of traffic laws from visual inputs.

Strengths

• Dataset is focused on a specific, standardized exam (French driving theory), providing a clear domain context.
• Includes real-world driving images paired with multiple-choice questions, enabling multimodal model training.

Limitations

• Specific dataset size, row count, and class balance are unknown, making it difficult to assess scale.
• Geographic coverage is specific to France, limiting generalizability to other countries' traffic rules.

Provenance

Source

EPFL-DrivingVQA

Collection Method

Designed for the French driving theory exam; specific collection method is not detailed.

Freshness

Last updated on 2025-08-27.

Geography

France (implied by focus on French driving exam).