Comments (1)
Curated Training Set
Noisy Training Set
Almost all clips are 15 seconds long.
Test Set
So it looks to me like the test set is taken from roughly the same distribution as the curated training set.
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Related Issues (20)
- Investigate range of values in our images HOT 1
- Generate images on the fly HOT 1
- Try different network architectures
- Consider other models HOT 7
- Try .to_fp16() HOT 1
- Try without imagenet normalization HOT 2
- Look at what we're getting wrong. HOT 3
- Keep Track of Results
- Try with more folds HOT 1
- Try xresnet with PReLU or LeakyReLU HOT 3
- Figure out how many crops to take HOT 1
- Explore lwlwrap HOT 1
- Figure out best label smoothing parameters HOT 2
- Try regenerating dataset with different audio parameters HOT 4
- Correct or remove corrupted audio files
- Consider custom loss function?
- Try with RandomResizedCrop augmentation of melspectrogram?
- Incorporating Noisy Dataset
- Consider incorporating other representations of sound into our model HOT 3
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