The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better

Neural Information Processing Systems 

Overall, we argue that targeted retrieval is a critical baseline to consider when training with synthetic data--a baseline that current methods do not yet surpass.

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