Oleg Zabluda's blog
Wednesday, January 09, 2019
 
S&P500:
S&P500:

Sep 20, 2018 $2930.75
Dec 24, 2018 $2351.10 (-19.78%)
Jan 09, 2019 $2,584.96 (+10.00%)

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- posted by Oleg Zabluda @ 4:55 PM | permalink | | | technorati | bloglines | feedster
 
Squeeze-and-Excitation Networks (2018)
Squeeze-and-Excitation Networks (2018)
"""
we focus instead on the channel relationship and propose a novel architectural unit, which we term the “Squeeze-and-Excitation” (SE) block [...] demonstrate
that SE blocks bring significant improvements in performance for existing state-of-the-art CNNs at minimal additional computational cost. Squeeze-and-Excitation Networks formed the foundation of our ILSVRC 2017 classification submission which won first place and reduced the top-5 error to 2.251%, surpassing the winning entry of 2016 by a relative improvement of ∼25%.
[...]
TABLE 2

Single-crop error rates (%) on the ImageNet validation set and complexity comparisons. The original column refers to the results reported in the
original papers. To enable a fair comparison, we re-train the baseline models and report the scores in the re-implementation column. The SENet
column refers to the corresponding architectures in which SE blocks have been added.
"""
https://arxiv.org/pdf/1709.01507.pdf
https://arxiv.org/pdf/1709.01507.pdf

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- posted by Oleg Zabluda @ 2:40 PM | permalink | | | technorati | bloglines | feedster

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