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forresti avatar forresti commented on September 23, 2024

Our claim is that, on the ImageNet test set of 50,000 images, SqueezeNet accuracy as at least as good as AlexNet accuracy. You have to admit that running one image isn't a good statistical measure of accuracy. :)

Even when training AlexNet multiple times with different random seeds, we've found that some training runs produce an AlexNet model that gets your cat image right, and some that get it wrong. But, zooming out to a larger statistically-significant test set, each training run leads to a model with similar overall accuracy. Same deal with SqueezeNet.

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auzxb avatar auzxb commented on September 23, 2024

I met the same problem. The output of my test demo is
278 n02119789 kit fox, Vulpes macrotis
151 n02085620 Chihuahua
263 n02113023 Pembroke, Pembroke Welsh corgi
277 n02119022 red fox, Vulpes vulpes
331 n02326432 hare

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mrgloom avatar mrgloom commented on September 23, 2024

@auzxb as said before it's 'normal' behaviour, because accuracy calculated on larger set of images and in average it should be near the same as AlexNet accuracy.

You can look at my results, it's really near the same performance:
https://github.com/mrgloom/kaggle-dogs-vs-cats-solution

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