On September 26, 2024 at 9 am PT (noon ET), Jakub Pietrzak, Chief Technology Officer for SKY ENGINE AI, will present the free hour webinar “Leveraging Synthetic Data for Real-time Visual Human Behavior Analysis Using the SKY ENGINE AI Platform,” organized by the Edge AI and Vision Alliance. Here’s the description, from the event registration page:
Human-related applications of computer vision and AI are growing rapidly in both number and diversity. From medicine to retail to manufacturing and security, AI-powered solutions will soon be ubiquitous in our lives. In the midst of this flux, one constant remains: the need for high-quality deep learning model training data. Face and body analysis-related use cases such as face recognition and segmentation, gaze estimation and facial expression analysis make this requirement even more critical.
Training with manually-labeled real-world images has historically been the most common approach. However, this approach has multiple drawbacks, including:
- Legal and ethical concerns
- Labeling accuracy issues
- Low-diversity datasets
- Context bias
- A lack of 3D information in ground truth
These obstacles are often difficult or impossible to eliminate. SKY ENGINE AI’s approach leverages synthetic data to train computer vision models, providing an alternative methodology that bypasses these issues, and that offers support for different modalities including visible light, near infrared, radar and lidar.
In this webinar, Pietrzak will explain how 3D generative AI combines with physically-based rendering to train deep learning models for the analysis of human faces, bodies and behavior. He will also demonstrate example datasets created in the SKY ENGINE AI Synthetic Data Cloud, along with inference results from models trained purely on synthetic data. A question-and-answer session will follow the presentation.
To register for this free webinar, please see the event page. For more information, please email [email protected].
