ResNet50 v1.5 for MXNet | NVIDIA NGC

NVIDIA Deep Learning Examples

ResNet50 v1.5 for MXNet

Resource

NVIDIA Deep Learning Examples

ResNet50 v1.5 for MXNet

With modified architecture and initialization this ResNet50 version gives ~0.5% better accuracy than original.

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

Known Issues

There are no known issues with this model.