Multimodal AI in Autonomous Vehicles
Instruction: Describe a multimodal AI approach for integrating sensor, image, and map data in autonomous vehicle navigation.
Context: This question assesses the candidate's understanding of the complex data integration challenges in autonomous systems, demonstrating their ability to leverage multimodal AI for real-world applications.
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I would begin with the vehicle's specified operating domain and available sensor suite. Cameras, radar or lidar, localization sensors and maps can provide complementary information; the design cannot assume every vehicle has every sensor or that adding sensors alone ensures safety.
Calibrate spatial transforms and time offsets, then align detections and motion estimates to...