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Research figure for Why did the AI make that decision? Towards an explainable artificial intelligence (XAI) for autonomous driving systems

Why did the AI make that decision? Towards an explainable artificial intelligence (XAI) for autonomous driving systems

Dong, J., Chen, S., Miralinaghi, M., Chen, T., Li, P. and Labi, S. (2023).

Transportation Research Part C: Emerging Technologies, 156, p.104358.

Summary

This study develops an explainable autonomous-driving model that generates textual descriptions of driving scenes and uses those descriptions to support driving decisions. A Transformer-based multimodal architecture connects visual information with language. The generated explanations are intended to help users understand vehicle actions and help developers diagnose model behavior.

Brief summary of the paper; see the publication record for the full abstract.

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Research figure for Why did the AI make that decision? Towards an explainable artificial intelligence (XAI) for autonomous driving systems
Figure 1 from the paper.