How to reproduce ImageNet validation results

This code in this repository can be used to reproduce the ImageNet validation results for Keras pretrained models. A blog post describing this process in more detail is here.

Setup instructions

The ILSVRC2012 validation images should be put in data/val/. The remaining files mentioned in the blog post, and enumerated below, should be put in data/:

• ILSVRC2012_validation_ground_truth.txt
• meta.mat
• synset_words.txt

After the data is organized the notebooks can be run in order to reproduce model validation results.

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Update 2/4/2021

• I was unable to find the ILSVRC2012 devkit online, so have included a copy of the 3 files (mentioned above) needed to run this in data/ as well as the COPYING notice from the devkit here.
• I was able to reproduce these results with tensorflow=2.3.1 and keras=2.4.3 (see notebook 2)