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Aug 20 - Cold Pool to Hot Queue: Annotation Curation with FiftyOne
När
torsdag 20 augusti 2026 · 18:00
Vad händer?
In this hands-on workshop, you'll use FiftyOne to run the full rare-class mining loop end-to-end on a large unlabeled image pool: compress the pool with near-duplicate detection, embed images with a modern vision backbone, mine candidate positives via seeded similarity from a tiny labeled set, confirm them through targeted human review, and prioritize the survivors for annotation using representativeness and uniqueness scores.
Time, Date and Location
What You'll Walk Away With
- A working FiftyOne pipeline for finding rare classes in any visual dataset you own
- A repeatable four-stage funnel — compress, mine, confirm, prioritize — with a clear objective at each stage
- A fine-tuned detector that demonstrably outperforms one trained on the same number of randomly sampled images
- The mental model that data curation — not architecture or hyperparameters — is the highest-leverage thing you can do to improve a rare-class detector
