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For 299 size image you still resize the image to 256 before cropping to 299. You should resize to img_size / 0.875
before cropping. Some of the inception models can get a little better pushing closer to 0.9 for the ratio.
In the past I've benchmarked Inception v3 weights in PyTorch at prec@1 77.436 prec@5 93.476
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