Available pretrained models

Classification accuracy of available pretrained models. (Datasets are ImageNet1K, ImageNet11K and Place365 Challenge)

Please note that the following results are calculated with different datasets.

• ResNet accuracy from Reproduce ResNet-v2 using MXNet
• DenseNet-169 accuracy from A MXNet implementation of DenseNet with BC structure
• SE-ResNeXt-50 accuracy from SENet.mxnet
• Other accuracy from MXNet model gallery and MXNet - Image Classification - Pre-trained Models

model	Top-1 Accuracy	Top-5 Accuracy	download size	model size (MXNet)	dataset	image shape
CaffeNet	54.5%	78.3%	233MB	9.3MB	ImageNet1K	227x227
SqueezeNet	55.4%	78.8%	4.8MB	4.8MB	ImageNet1K	227x227
NIN	58.8%	81.3%	30MB	30MB	ImageNet1K	224x224
ResNet-18	69.5%	89.1%	45MB	43MB	ImageNet1K	224x224
VGG16	71.0%	89.8%	528MB	58MB	ImageNet1K	224x224
VGG19	71.0%	89.8%	549MB	78MB	ImageNet1K	224x224
Inception-BN	72.5%	90.8%	44MB	40MB	ImageNet1K	224x224
ResNet-34	72.8%	91.1%	84MB	82MB	ImageNet1K	224x224
ResNet-50	75.6%	92.8%	98MB	90MB	ImageNet1K	224x224
ResNet-101	77.3%	93.4%	171MB	163MB	ImageNet1K	224x224
ResNet-152	77.8%	93.6%	231MB	223MB	ImageNet1K	224x224
ResNet-200	77.9%	93.8%	248MB	240MB	ImageNet1K	224x224
Inception-v3	76.9%	93.3%	92MB	84MB	ImageNet1K	299x299
ResNeXt-50	76.9%	93.3%	96MB	89MB	ImageNet1K	224x224
ResNeXt-101	78.3%	94.1%	170MB	162MB	ImageNet1K	224x224
ResNeXt-101-64x4d	79.1%	94.3%	320MB	312MB	ImageNet1K	224x224
ResNet-152 (imagenet11k)	41.6%	-	311MB	223MB	ImageNet11K	224x224
ResNet-50 (Place365 Challenge)	31.1%	-	181MB	90MB	Place365ch	224x224
ResNet-152 (Place365 Challenge)	33.6%	-	313MB	223MB	Place365ch	224x224
DenseNet-169	75.3%	92.8%	55MB	48MB	ImageNet1K	224x224
SE-ResNeXt-50	76.7%	93.4%	103MB	95MB	ImageNet1K	224x224

• The download size is the file size when first downloading pretrained model.
• The model size is the file size to be saved after fine-tuning.

To use these pretrained models, specify the following pretrained model name in config.yml.

model	pretrained model name
CaffeNet	imagenet1k-caffenet
SqueezeNet	imagenet1k-squeezenet
NIN	imagenet1k-nin
VGG16	imagenet1k-vgg16
VGG19	imagenet1k-vgg19
Inception-BN	imagenet1k-inception-bn
ResNet-18	imagenet1k-resnet-18
ResNet-34	imagenet1k-resnet-34
ResNet-50	imagenet1k-resnet-50
ResNet-101	imagenet1k-resnet-101
ResNet-152	imagenet1k-resnet-152
ResNet-152 (imagenet11k)	imagenet11k-resnet-152
ResNet-200	imagenet1k-resnet-200
Inception-v3	imagenet1k-inception-v3
ResNeXt-50	imagenet1k-resnext-50
ResNeXt-101	imagenet1k-resnext-101
ResNeXt-101-64x4d	imagenet1k-resnext-101-64x4d
ResNet-50 (Place365 Challenge)	imagenet11k-place365ch-resnet-50
ResNet-152 (Place365 Challenge)	imagenet11k-place365ch-resnet-152
DenseNet-169	imagenet1k-densenet-169
SE-ResNeXt-50	imagenet1k-se-resnext-50