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Question on fair comparison with Conceptual ∪ COCO #16

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SCZwangxiao opened this issue Nov 23, 2022 · 0 comments
Open

Question on fair comparison with Conceptual ∪ COCO #16

SCZwangxiao opened this issue Nov 23, 2022 · 0 comments

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@SCZwangxiao
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Thanks for the great work. I have a question on fair comparison with Conceptual ∪ COCO.

In the experiments on dataset source, you compared the model trained in Conceptual ∪ COCO datasets. For a fair comparison, you mentioned

for a fair comparison, we train for the same number of steps as 5 epochs on our dataset.

However, 5 epochs means the model has seen all 180M segment-transcripts pairs. As you've mentioned in the paper, there will be lesser overfitting issues.

I think the proper way should be to train your model on 3M segment-transcript pairs / 3M videos.

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