TTA: Shuffling the order of concatenated audio segments
First of all, I want to thank @ubenwa for organizing this fascinating competition.
Since it's still relatively quiet here, I'd like to share my first submission that builds on the baseline using a straightforward Test Time Augmentation (TTA):
Create multiple encoding values by shuffling the order of the audio
Average scores from all possible pairs.
This helped me improve the score from the baseline of 0.3075 to 0.2835.
I hope this helps and have fun!
https://gist.github.com/dienhoa/c391e69128ee5d5b35cc419092167741
[Notes: your score can different than mine because of the random shuffling and I don't choose the seed]
Congrats on being the first to cross the baseline!
Congrats on being the first to cross the baseline!
Thanks, @charlesonu ! I'm currently testing several other ideas and will share them all once the competition is over. I really enjoy this competition. It provides a reasonable dataset that suits small-budget competitors like me and serves a meaningful purpose.
Good work @dhoa .