自动驾驶问题如何解决？秘鲁和拉丁美洲洞察.pdf

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1、 _ 2024/SOM2/AD/020 Agenda Item:4.1 How Do We Solve Autonomous Driving?Insights from Peru and LATAM Purpose:Information Submitted by:Peru 39th Automotive Dialogue Arequipa,Peru 9-10 May 2024 How do we Solve Autonomous Driving?Lessons from Peru and LATAMArturo Deza,Ph.D.Founder&CEO of Artificiodezaar

2、tificio.orgwww.artificio.orgWhere are Self-Driving Cars today?Where are Self-Driving Cars today?Where are Self-Driving Cars today?Where are Self-Driving Cars today?There is a Global Problem in the Sector of Autonomous Driving that is limited by the state of Artificial IntelligenceHow do we Solve Aut

3、onomous Driving?Lessons from Peru and LATAMThe AI TechnologyTeaching a Car to SeeThe(Simplified)Self-Driving Car PipelinePerceptionWhat do I see?The(Simplified)Self-Driving Car PipelinePerceptionNavigationWhat do I see?Where am I going?The(Simplified)Self-Driving Car PipelinePerceptionNavigationCont

4、rolWhat do I see?Where am I going?What action do I take?What do I see?A Primer on Artificial Intelligence for Object ClassificationPedestrianTrainingA Primer on Artificial Intelligence for Object ClassificationTrainingCarTestingA Primer on Artificial Intelligence for Object ClassificationPedestrianC

5、arTestingA Primer on Artificial Intelligence for Object Classification?The AI TechnologyHow do we Solve Autonomous Driving?Lessons from Peru and LATAMThe ErrorsTeaching a Car to SeeLack of New Data&Good ModelsTraining&Testing Pipeline(Today)DataComputing PowerTestingTrainingCourtesy:LabSix&MITA Deep

6、er Problem with AI TechnologyLack of Robustness&GeneralizationAdversarial ImagesExpensive to Train(Computationally&Economically)An Interesting Opportunity for PeruTraining&Testing Pipeline(Proposed)DataComputing PowerTestingTrainingThe AI TechnologyHow do we S