The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

AI Trends 2024: Computer Vision with Naila Murray - #665

Jan 2, 2024
52:01
Snipd AI
Naila Murray, director of AI research at Meta, discusses the latest trends in computer vision, including controllable generation, visual programming, 3D Gaussian splatting, and multimodal models. She shares insights on open source projects like Segment Anything, ControlNet, and DINOv2. Naila also talks about exciting opportunities in the field and predicts future advancements in computer vision.
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Podcast summary created with Snipd AI

Quick takeaways

  • Finding the balance between memorization and creativity in vision models is an exciting opportunity in computer vision.
  • The use of simulated data can expand training data and bridge the gap between limited real data and the need for large-scale training in vision models.

Deep dives

Balancing Memorization and Creativity in Vision Models

One exciting opportunity in computer vision is finding the balance between memorization and creativity in vision models. This involves exploring how to encode and retrieve knowledge while also allowing for imaginative and creative outputs. This will require research on controlling the knowledge storage and retrieval processes within vision models to enable a combination of factual accuracy and creative generation.

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