NVIDIA Deep Learning Examples
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NVIDIA Deep Learning Examples
ResNet50 v1.5 for MXNetWith modified architecture and initialization this ResNet50 version gives ~0.5% better accuracy than original.
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Changelog
- Dec, 2018
- Initial release (based on https://github.com/apache/incubator-mxnet/tree/v1.8.x/example/image-classification)
- June, 2019
- Code refactor
- Label smoothing
- Cosine LR schedule
- MixUp regularization
- Better configurations
- February, 2021
- DGX-A100 performance results
- Container version upgraded to 20.12
- December, 2022
- Container version upgraded to 22.10
- Updated the A100 performance results. V100 and T4 performance results reflect the performance using the 20.12 container
Known Issues
There are no known issues with this model.