DiffusionDrive

A truncated diffusion model for real-time end-to-end autonomous driving.

CommonProductProductivityAutonomous DrivingEnd-to-End
DiffusionDrive is a truncated diffusion model designed for real-time end-to-end autonomous driving. It accelerates computation speed by reducing diffusion denoising steps while maintaining high accuracy and variability. The model learns directly from human demonstrations, enabling real-time driving decisions without complex preprocessing or postprocessing steps. DiffusionDrive achieved a groundbreaking result of 88.1 PDMS on the NAVSIM benchmark and can operate at 45 FPS.
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515580771

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37.20%

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5.8

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