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How to quickly calculate the FID, is, sfid, precision, recall and other key evaluation indicators of the generated model?

2022-07-19 13:57:00 【A fan boy addicted to bicycles】

Preface ： Whether for GANs、VAEs、Diffusion models、flow-based models Wait for the generation model , Calculating evaluation indicators is a necessity . This blog teaches you how to calculate quickly FID、IS、sFID、Precision、Recall And other key evaluation indicators .

Catalog

FID、IS and sFID Principle explanation

Data preparation

Complete code

FID、IS and sFID Principle explanation

sFID yes FID An improved version of , As using spatial features rather than standard pool features FID edition . This measurement method can better capture spatial relationships , Make the image distribution have a coherent high-level structure .

Thesis link ：

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