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 framework%2C to advance the sampling selection process in extremely budget constrained classification tasks. The focus on image datasets%2C known for their out-of-distribution characteristics%2C adds a layer of complexity and relevance to our study. Through a detailed evaluation%2C we illustrate the improved AL performance on these challenging datasets%2C highlighting the strategic advantage of merging parameter efficient fine tuning methods with foundation models. This contributes to the broader discourse on optimizing AL strategies%2C presenting a promising avenue for future exploration in leveraging foundation models for efficient and effective data annotation in specialized domains.?quality=80&w=800)
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