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View profile for Vladislav Voroninski, graphic

CEO at Helm.ai (We're hiring!)

Which of these videos are real and which are AI generated? Video data is the most information-rich sensory modality available in autonomous driving and it comes from the cheapest sensor in the self-driving stack, the camera. To train and validate safety-critical AI systems, it's important to simulate highly realistic data in corner case scenarios that are infrequently or never observed during data collection. Due to the inherent high dimensionality of video data, AI video generation is a challenging autoregressive modeling task. In particular, achieving a high level of image quality while accurately modeling the dynamics of a moving scene is a well known difficulty in video generation applications. This makes simulating realistic driving video sequences one of the holy grails of generative simulation for autonomous driving. Not only does video modeling come the closest to modeling the full reality of the observed world, it also allows for a simple interface that enables the testing of any given AV stack. We have applied our Deep Teaching technology to train a generative foundation model for producing realistic video sequences of driving scenes. This capability is important for both prediction tasks and generative simulation in the AV stack. All of the videos in the clip below are AI generated with our model. More details to follow soon! #autonomousdriving #artificialintelligence #generativeai #computervision #selfdrivingcars #cvpr2024 #helmai

Wow, the advancement in AI-generated video technology is truly mind-blowing! How can we leverage the power of AI-generated videos to not only enhance the training of AV systems but also to address the ethical and practical challenges that come with it?

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Hadisur Rahman

Founder & Head of Business Development | Driving Innovation and Efficiency | Specializing in Cost-Effective Development Solutions | Empowering Business Growth with Dedicated Teams

1w

Vladislav Voroninski Incredible work on generating realistic driving video sequences! This advancement is crucial for enhancing the safety and effectiveness of autonomous driving systems. At Developer eXperience Hub, we appreciate the innovative approaches that push the boundaries of technology. #GenerativeAI #AutonomousDriving #ComputerVision #Innovation #SoftwareDevelopment #DEVxHUB

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Pranava Chanakya

MSECE @ UW Madison | Expertise in AI/ML | Open for opportunities | Interested in Data Science and visualization

3w

This is fascinating! What specific metrics or benchmarks assess the realism and reliability of these generated videos for safety-critical AI systems?

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