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Satellite image deep learning

AI powered image annotation with James Gallagher

Jan 15, 2024
James Gallagher, technical marketer at Roboflow, discusses the latest AI innovations in image annotation, including models like Segment Anything and GroundingDINO. They explore automated labeling with CLIP and the use of Auto Distill for image annotation in pipelines. The podcast also covers the changing process of creating datasets and highlights resources like Roboflow.com for AI-powered image annotation.
23:58

Episode guests

Podcast summary created with Snipd AI

Quick takeaways

  • Combining models like 'Segment Anything' and 'Grinding Dyno' enables faster and more accurate image annotation by automating the labeling process.
  • 'Auto Distill' simplifies image labeling using large models and streamlines the process by automating model predictions and generating labeled datasets.

Deep dives

Innovations in image annotation

In this podcast episode, the host interviews James Gallagher from RoboFlow to discuss the latest AI innovations in image annotation. They highlight significant models such as 'Segment Anything,' 'Grinding Dyno,' and 'Remote Clip,' and discuss how these models can be combined to enable new capabilities in image annotation. They emphasize the importance of automating the labeling process to save time and improve efficiency. The conversation explores specific applications of the 'Segment Anything' model, such as labeling aerial solar panels, and how it can significantly speed up the annotation process for distinct objects. The episode also introduces the idea of chaining models together, such as using 'Grinding Dyno' for object detection and then applying 'Segment Anything' for more precise segmentation. Overall, the episode demonstrates how these AI innovations are reshaping image annotation by reducing human effort and improving accuracy.

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