Resources

Research papers, tools, and API documentation for Tesla Autopilot and FSD analysis

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Tesla AI Day 2021
Presentation
Tesla AI Team2021

Comprehensive overview of Tesla's AI and autonomous driving technology, including neural networks, vision systems, and Dojo supercomputer.

neural-networksvisiondojo
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Tesla AI Day 2022
Presentation
Tesla AI Team2022

Deep dive into Tesla's latest AI developments, including end-to-end neural networks, occupancy networks, and vector space.

end-to-endoccupancy-networksvector-space
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Occupancy Networks: Learning 3D Reconstruction in Function Space
Research Paper
Mescheder, L., Oechsle, M., Niemeyer, M., Nowozin, S., Geiger, A.2019

Foundational paper on occupancy networks, a key technology used in Tesla's FSD system for 3D scene understanding.

occupancy-networks3d-reconstructioncomputer-vision
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End-to-End Learning for Self-Driving Cars
Research Paper
Bojarski, M., Del Testa, D., Dworakowski, D., Firner, B., Flepp, B., Goyal, P., Jackel, L. D., Monfort, M., Muller, U., Zhang, J., Zhang, X., Zhao, J., Zieba, K.2016

Pioneering work on end-to-end learning for autonomous driving, demonstrating direct mapping from pixels to steering commands.

end-to-enddeep-learningautonomous-driving
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Tesla Vision: Removing Radar
Blog Post
Tesla Engineering Team2021

Tesla's transition to vision-only Autopilot system, removing radar sensors and relying solely on cameras.

visioncamerasradar-removal
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