GluClsOn
is a toy project to share:
- Some of classification experiment results with Gluon models.
- My re-implementation of some classification networks with Gluon.
- Tools of ImageNet classification with Gluon.
Part of performance test results of Gluon pretrained models on ImageNet validation dataset:
Model | Top-1 err.(%) | Top-5 err.(%) |
---|---|---|
resnet152_v2 | 21.98 | 6.08 |
densenet161 | 22.39 | 6.07 |
resnet101_v2 | 22.75 | 6.35 |
resnet152_v1 | 23.04 | 6.48 |
densenet201 | 23.10 | 6.53 |
resnet101_v1 | 23.37 | 6.66 |
densenet169 | 23.84 | 6.82 |
resnet50_v2 | 24.04 | 7.19 |
resnet50_v1 | 24.92 | 7.48 |
densenet121 | 25.44 | 7.80 |
resnet34_v2 | 27.44 | 8.90 |
vgg19_bn | 28.92 | 9.66 |
resnet34_v1 | 29.46 | 9.81 |
vgg16_bn | 29.71 | 9.93 |
mobilenet1.0 | 29.78 | 10.36 |