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Sven Kreiss: "Compositionality, Confidence and Crowd Modeling for Self-Driving Cars"
Sven Kreiss · Alexandre Alahi

Sat Jun 15 09:15 AM -- 09:40 AM (PDT) @
in Workshop on AI for autonomous driving »

I will present our recent works related to the three AI pillars of a self-driving car: perception, prediction, and planning. For the perception pillar, I will present new human pose estimation and monocular distance estimation methods that use a loss that learns its own confidence, the Laplace loss. For prediction, I will show our investigations on interpretable models where we apply deep learning techniques within structured and hand-crafted classical models for path prediction in social contexts. For the third pillar, planning, I will show our crowd-robot interaction module that uses attention-based representation learning suitable for planning in an RL environment with multiple people.

[ Video] 

Author Information

Sven Kreiss (EPFL)
Alexandre Alahi (EPFL)

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