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Reliable Metrics for Generative Models

Code base for the precision, recall, density, and coverage metrics

...In this paper, we show that even the latest version of the precision and recall (Kynkäänniemi et al., 2019) metrics are not reliable yet. For example, they fail to detect the match between two identical distributions, they are not robust against outliers, and the evaluation hyperparameters are selected arbitrarily. We propose density and coverage metrics that solve the above issues.

Downloads: 0 This Week

Last Update: 2023-03-21
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