Gluon Model Zoo

    .. currentmodule:: mxnet.gluon.model_zoo

Overview

This document lists the model APIs in Gluon:

.. autosummary::
    :nosignatures:

    mxnet.gluon.model_zoo
    mxnet.gluon.model_zoo.vision

The Gluon Model Zoo API, defined in the gluon.model_zoo package, provides pre-defined and pre-trained models to help bootstrap machine learning applications.

In the rest of this document, we list routines provided by the gluon.model_zoo package.

Vision

.. currentmodule:: mxnet.gluon.model_zoo.vision
.. automodule:: mxnet.gluon.model_zoo.vision

The following table summarizes the available models.

Alias	Network	# Parameters	Top-1 Accuracy	Top-5 Accuracy	Origin
alexnet	AlexNet	61,100,840	0.5492	0.7803	Converted from pytorch vision
densenet121	DenseNet-121	8,062,504	0.7497	0.9225	Converted from pytorch vision
densenet161	DenseNet-161	28,900,936	0.7770	0.9380	Converted from pytorch vision
densenet169	DenseNet-169	14,307,880	0.7617	0.9317	Converted from pytorch vision
densenet201	DenseNet-201	20,242,984	0.7732	0.9362	Converted from pytorch vision
inceptionv3	Inception V3 299x299	23,869,000	0.7755	0.9364	Converted from pytorch vision
mobilenet0.25	MobileNet 0.25	475,544	0.5185	0.7608	Trained with script
mobilenet0.5	MobileNet 0.5	1,342,536	0.6307	0.8475	Trained with script
mobilenet0.75	MobileNet 0.75	2,601,976	0.6738	0.8782	Trained with script
mobilenet1.0	MobileNet 1.0	4,253,864	0.7105	0.9006	Trained with script
mobilenetv2_1.0	MobileNetV2 1.0	3,539,136	0.7192	0.9056	Trained with script
mobilenetv2_0.75	MobileNetV2 0.75	2,653,864	0.6961	0.8895	Trained with script
mobilenetv2_0.5	MobileNetV2 0.5	1,983,104	0.6449	0.8547	Trained with script
mobilenetv2_0.25	MobileNetV2 0.25	1,526,856	0.5074	0.7456	Trained with script
resnet18_v1	ResNet-18 V1	11,699,112	0.7093	0.8992	Trained with script
resnet34_v1	ResNet-34 V1	21,814,696	0.7437	0.9187	Trained with script
resnet50_v1	ResNet-50 V1	25,629,032	0.7647	0.9313	Trained with script
resnet101_v1	ResNet-101 V1	44,695,144	0.7834	0.9401	Trained with script
resnet152_v1	ResNet-152 V1	60,404,072	0.7900	0.9438	Trained with script
resnet18_v2	ResNet-18 V2	11,695,796	0.7100	0.8992	Trained with script
resnet34_v2	ResNet-34 V2	21,811,380	0.7440	0.9208	Trained with script
resnet50_v2	ResNet-50 V2	25,595,060	0.7711	0.9343	Trained with script
resnet101_v2	ResNet-101 V2	44,639,412	0.7853	0.9417	Trained with script
resnet152_v2	ResNet-152 V2	60,329,140	0.7921	0.9431	Trained with script
squeezenet1.0	SqueezeNet 1.0	1,248,424	0.5611	0.7909	Converted from pytorch vision
squeezenet1.1	SqueezeNet 1.1	1,235,496	0.5496	0.7817	Converted from pytorch vision
vgg11	VGG-11	132,863,336	0.6662	0.8734	Converted from pytorch vision
vgg13	VGG-13	133,047,848	0.6774	0.8811	Converted from pytorch vision
vgg16	VGG-16	138,357,544	0.7323	0.9132	Trained with script
vgg19	VGG-19	143,667,240	0.7411	0.9135	Trained with script
vgg11_bn	VGG-11 with batch normalization	132,874,344	0.6859	0.8872	Converted from pytorch vision
vgg13_bn	VGG-13 with batch normalization	133,059,624	0.6884	0.8882	Converted from pytorch vision
vgg16_bn	VGG-16 with batch normalization	138,374,440	0.7310	0.9176	Trained with script
vgg19_bn	VGG-19 with batch normalization	143,689,256	0.7433	0.9185	Trained with script

.. autosummary::
    :nosignatures:

    get_model

ResNet

.. autosummary::
    :nosignatures:

    resnet18_v1
    resnet34_v1
    resnet50_v1
    resnet101_v1
    resnet152_v1
    resnet18_v2
    resnet34_v2
    resnet50_v2
    resnet101_v2
    resnet152_v2

.. autosummary::
    :nosignatures:

    ResNetV1
    ResNetV2
    BasicBlockV1
    BasicBlockV2
    BottleneckV1
    BottleneckV2
    get_resnet

VGG

.. autosummary::
    :nosignatures:

    vgg11
    vgg13
    vgg16
    vgg19
    vgg11_bn
    vgg13_bn
    vgg16_bn
    vgg19_bn

.. autosummary::
    :nosignatures:

    VGG
    get_vgg

Alexnet

.. autosummary::
    :nosignatures:

    alexnet

.. autosummary::
    :nosignatures:

    AlexNet

DenseNet

.. autosummary::
    :nosignatures:

    densenet121
    densenet161
    densenet169
    densenet201

.. autosummary::
    :nosignatures:

    DenseNet

SqueezeNet

.. autosummary::
    :nosignatures:

    squeezenet1_0
    squeezenet1_1

.. autosummary::
    :nosignatures:

    SqueezeNet

Inception

.. autosummary::
    :nosignatures:

    inception_v3

.. autosummary::
    :nosignatures:

    Inception3

MobileNet

.. autosummary::
    :nosignatures:

    mobilenet1_0
    mobilenet0_75
    mobilenet0_5
    mobilenet0_25
    mobilenet_v2_1_0
    mobilenet_v2_0_75
    mobilenet_v2_0_5
    mobilenet_v2_0_25

.. autosummary::
    :nosignatures:

    MobileNet
    MobileNetV2

API Reference

.. automodule:: mxnet.gluon.model_zoo

.. automodule:: mxnet.gluon.model_zoo.vision
    :members:
    :imported-members: