Applying variational Bayesian inference to the CLAP linear probe adapter improves calibration and high-confidence coverage in CLIP few-shot classification, with a modest accuracy trade-off.
Vari- ational inference: A review for statisticians
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BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation
Applying variational Bayesian inference to the CLAP linear probe adapter improves calibration and high-confidence coverage in CLIP few-shot classification, with a modest accuracy trade-off.