A fine-tuned, consistency-checked SAM annotation pipeline improves downstream tracking (IDF1 80.8) over blind SAM2 video (65.6) on rodents, but the gain is confounded by fine-tuning.
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No Free Lunch in Annotation either: An objective evaluation of foundation models for streamlining annotation in animal tracking
A fine-tuned, consistency-checked SAM annotation pipeline improves downstream tracking (IDF1 80.8) over blind SAM2 video (65.6) on rodents, but the gain is confounded by fine-tuning.