Metrics for generative AI
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Generative AI is a different traditional AI. Generative AI learn the probability distribution of the prior experiences from data and then generate new data samples looking similar to what it learned. Traditionally we use quantitative metrics to evaluate model results. But Generation is a Qualitative task. Evaluation of generative model is more complex than traditional methods. In short one have to define metrics that do quantitative evaluation of qualitative tasks. Here are some of methods Inception score FID Inception score Clip score |
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