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

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.