Add support for STL10 at resolutions 32, 48, and 96 #25
Conversation
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
chencjGene
reviewed
Jan 4, 2020
| class WideResNet96(nn.Module): | ||
| def __init__(self, num_classes, depth=28, widen_factor=2, dropRate=0.0): | ||
| super(WideResNet96, self).__init__() | ||
| nChannels = [16, 16*widen_factor, 32*widen_factor, 64*widen_factor, 64*widen_factor] |
There was a problem hiding this comment.
should this line be "nChannels = [16, 16widen_factor, 32widen_factor, 64widen_factor, 128widen_factor]"?
Author
There was a problem hiding this comment.
This change doubles the parameter count from 2.67M to 5.93M. I started training the larger model now since I don't remember the performance difference from a few months ago. I'll post the results soon.
Author
There was a problem hiding this comment.
@chencjGene It doesn't provide any gains. Last layer 64 = max top1 91.8 vs last layer 128 = max top1 91.76. The larger network trains slightly slower and starts to overfit sooner. wider results, narrower results
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Adds WideResnet at sizes 48, 96.
Adds dataloading for entire STL10 dataset.
Moves transforms to
dataset/code.Adds results and instructions to
README.md.