Vision foundation models from OpenAI and Meta are non-robust to nine categories of common perturbations, with new metrics linking robustness scores to downstream performance drops and a fine-tuning method proposed to improve stability without losing utility.
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Robustness of Vision Foundation Models to Common Perturbations
Vision foundation models from OpenAI and Meta are non-robust to nine categories of common perturbations, with new metrics linking robustness scores to downstream performance drops and a fine-tuning method proposed to improve stability without losing utility.