Boston Physical AI Workshop and Meetup

Join us for a hands-on workshop where you'll utilize FiftyOne to execute the complete rare-class mining loop on a large unlabeled image pool! 📸

What You'll Learn:

• Compress the image pool using near-duplicate detection.
• Embed images with a modern vision backbone.
• Mine candidate positives through seeded similarity from a small labeled set.
• Confirm findings via targeted human review.
• Prioritize survivors for annotation using representativeness and uniqueness scores.

Key Takeaways:

• A functional FiftyOne pipeline for identifying rare classes in any visual dataset.
• A repeatable four-stage funnel: compress, mine, confirm, prioritize.
• A fine-tuned detector that outperforms one trained on randomly sampled images.
• Understanding that data curation is the most impactful way to enhance a rare-class detector.

Agenda:

From Cold Pool to Hot Queue: Annotation Curation with FiftyOne - Harpreet Sahota at Voxel51

📍 Location: Microsoft New England Research and Development Center, 1 Memorial Dr, Cambridge, MA 02142, USA

🔗 RSVP here — the workshop is free to attend!