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LifeIsBright-heihei avatar LifeIsBright-heihei commented on July 28, 2024

If the number of pictures in the second increment is much smaller than that in the first increment, how should I set these two parameters

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G-U-N avatar G-U-N commented on July 28, 2024

When fixed memory is set to false, memory size is used, which means that we keep memory size images for all the old classes, which means that for each of the k old categories, we keep memory size/k(floor) images.

On the contrary, when fixed memory is set to true, memory_per_class will be used, which means that we will keep memory_per_class images for each category. In other words, its memory size increases with the number of categories.

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G-U-N avatar G-U-N commented on July 28, 2024

In most cases, to be fair, when training cifar100 and imagenet100, we set memory size to 2000, and when training imagenet1000, we set memory size to 20000.

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LifeIsBright-heihei avatar LifeIsBright-heihei commented on July 28, 2024

When fixed memory is set to false, memory size is used, which means that we keep memory size images for all the old classes, which means that for each of the k old categories, we keep memory size/k(floor) images.

On the contrary, when fixed memory is set to true, memory_per_class will be used, which means that we will keep memory_per_class images for each category. In other words, its memory size increases with the number of categories.

I probably understand. Thank you for your explanation

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G-U-N avatar G-U-N commented on July 28, 2024

Thanks for your interests. 😊

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