Nilesh Kumar Choubey

Speaker

Nilesh Kumar Choubey

Senior Perception Engineer, Latitude AI

Nilesh Choubey is a Senior Perception Engineer at Latitude AI with over 10 years of experience in the automotive industry.

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Session

How can AV perception systems achieve robust generalization across diverse and unpredictable real-world environments?

2 | Challenge Your Peers

Monday, June 30

05:00 pm - 06:00 pm

Live in San Francisco

Less Details

What are the primary environmental factors that challenge the generalization capabilities of AV perception systems?
How do sensor limitations and potential failures affect the ability of AV systems to generalize across different scenarios?
In what ways do data distribution shifts between training datasets and real-world environments hinder the generalization of AV perception models?
What strategies can be employed to effectively handle rare and unpredictable edge cases in AV perception?
How can domain adaptation and transfer learning techniques be utilized to enhance the generalization of AV perception systems?

Workshop

Company

Latitude AI

https://lat.ai

Latitude AI is a wholly owned subsidiary of Ford Motor Company that develops automated driving technologies. The company was formed in 2023 to reimagine what it’s like to drive, giving drivers time back on their journeys and transforming the driving experience to be safer, less stressful, and more enjoyable for everyone. Headquartered in Pittsburgh with engineering centers in Dearborn, Mich. and Palo Alto, Calif., Latitude employs about 550 people.

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