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Numbers used in the plot #25

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doobidoob opened this issue Jun 25, 2021 · 4 comments
Closed

Numbers used in the plot #25

doobidoob opened this issue Jun 25, 2021 · 4 comments
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@doobidoob
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Hi @yuantn

Thanks for your interesting work and the code!

I want to compare your work with others using SSD on PASCAL VOC.
But I cannot find the exact numbers used in Fig. 5(b) in your paper (CDAL and MI-AOD).
Could you share exact numbers (mean and standard deviation) used in Fig. 5(b), especially for MI-AOD and CDAL?
If you followed the LL4AL paper's experimental settings, you would have the mean and standard deviation for 3 trials.

I would appreciate if you could share the mean and standard deviation of CDAL and MI-AOD in Fig. 5(b).

Thank you!

@yuantn
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yuantn commented Jun 26, 2021

Hi @doobidoob

Thanks for your attention!

For exact numbers of mean, you can get it by scaling from picture pixels to curve coordinates on the graph. And that is the way I get the exact numbers of mean in CDAL and other works for SSD. You can also get them in MI-AOD and CDAL paper.

And the standard deviation of MI-AOD is as follows. I don't have that of CDAL. You can ask it from the author of CDAL.

Number of Labeled Images 1k 2k 3k 4k 5k 6k 7k 8k 9k 10k
Std of MI-AOD (%) 2.15 1.52 0.77 0.54 0.34 0.28 0.23 0.21 0.18 0.17

@yuantn yuantn added the paper Question from paper label Jun 26, 2021
@doobidoob
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Hi @yuantn

Thanks for your comment and sharing the standard deviation of MI-AOD.

Some readers like me can roughly get numbers of MI-AOD in Fig. 5(b), but it's hard to pinpoint exactly to two decimal places.
I'd like to cite your paper, but it's difficult to figure out the numbers.
Could you provide the numbers of MI-AOD used in Fig 5(b)?
Since MI-AOD is your suggestion method, I think there should be exact numbers.

Thank you!

@yuantn
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yuantn commented Jun 28, 2021

Hi @doobidoob

The number of MI-AOD is as follows. For the performance of any other works in Fig. 5(b), please ask the author of CDAL. Those data I got is fitted and may not be accurate.

Number of Labeled Images 1k 2k 3k 4k 5k 6k 7k 8k 9k 10k
Performance of MI-AOD (%) 53.62 62.86 66.83 69.33 70.80 72.21 72.84 73.74 74.18 74.91

@doobidoob
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Hi @yuantn
Thank you very much! 👍

yuantn added a commit that referenced this issue Aug 11, 2021
yuantn added a commit that referenced this issue Aug 11, 2021
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