Alibaba-MIIL / ImageNet21K

Official Pytorch Implementation of: "ImageNet-21K Pretraining for the Masses"(NeurIPS, 2021) paper

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About hierarchy balancing

hankyul2 opened this issue Β· comments

Hello, Thank you for sharing your work!!!! πŸ˜€

During reading your paper, I got a question about some equation. (shown below picture)

image

My questions in equation (2) are follow:

  • Does k means hierarchical layer number?
  • If k is large, O_k means softmax at low higher hierarchies in ?

in21k_pretraining_question

Again, thank you for sharing your great work!!!

commented

Does k means hierarchical layer number - yes

image

The arxiv version of the paper had a mistake. i already corrected it in the NeurIPS version:
https://openreview.net/pdf?id=Zkj_VcZ6ol
image
Maybe i should also release a new arxiv version, to prevent further confusion.

kudos for the thorough reading.

@mrT23 Thank you for your kind reply. I understand concept from your explanation.