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jihaonew avatar jihaonew commented on July 29, 2024

Hi, the comparison is in Table 8 of our paper.

Mask type Region Random
Deit-T 72.2 72.7
ResNet50 79.3 78.3

Note that the region mask is used by CutMix.

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cmsflash avatar cmsflash commented on July 29, 2024

I see. Sorry for missing the table when reading your paper.

Mask type Region Random Block
Deit-T 72.2 72.7 72.7
DeiT-S 79.8 80.6 80.6
ResNet-50 79.3 78.3 79.7

From the full table, it seems that random and block sampling work similarly well for ViTs. Block sampling is only advantageous on CNNs?

Also, when apply to CNNs, is the method more like just BlockMix because there is no notion of tokens?

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jihaonew avatar jihaonew commented on July 29, 2024

Block sampling is only advantageous on CNNs?

Yes.

BlockMix for CNNs

This one should be more accurate.

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cmsflash avatar cmsflash commented on July 29, 2024

Thank you so much for the classifications. An awesome work!

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