None of the four tested text-to-image consistency metrics satisfies all proposed validity criteria, and the VQA-based metrics appear to rely largely on text priors such as yes-bias.
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What makes a good metric? Evaluating automatic metrics for text-to-image consistency
None of the four tested text-to-image consistency metrics satisfies all proposed validity criteria, and the VQA-based metrics appear to rely largely on text priors such as yes-bias.