NAME

    AI::MXNet::Gluon::ModelZoo::Vision::DenseNet - Densenet-BC model from the "Densely Connected Convolutional Networks"

DESCRIPTION

    Densenet-BC model from the "Densely Connected Convolutional Networks" <https://arxiv.org/pdf/1608.06993.pdf> paper.

    Parameters
    ----------
    num_init_features : Int
        Number of filters to learn in the first convolution layer.
    growth_rate : Int
        Number of filters to add each layer (`k` in the paper).
    block_config : array ref of Int
        List of integers for numbers of layers in each pooling block.
    bn_size : Int, default 4
        Multiplicative factor for number of bottle neck layers.
        (i.e. bn_size * k features in the bottleneck layer)
    dropout : float, default 0
        Rate of dropout after each dense layer.
    classes : int, default 1000
        Number of classification classes.

get_densenet

    Densenet-BC model from the
    "Densely Connected Convolutional Networks" <https://arxiv.org/pdf/1608.06993.pdf> paper.

    Parameters
    ----------
    $num_layers : Int
        Number of layers for the variant of densenet. Options are 121, 161, 169, 201.
    :$pretrained : Bool, default 0
        Whether to load the pretrained weights for model.
    :$ctx : AI::MXNet::Context, default CPU
        The context in which to load the pretrained weights.
    :$root : Str, default '~/.mxnet/models'
        Location for keeping the model parameters.

densenet121

    Densenet-BC 121-layer model from the
    "Densely Connected Convolutional Networks" <https://arxiv.org/pdf/1608.06993.pdf> paper.

    Parameters
    ----------
    :$pretrained : Bool, default 0
        Whether to load the pretrained weights for model.
    :$ctx : AI::MXNet::Context, default CPU
        The context in which to load the pretrained weights.
    :$root : Str, default '~/.mxnet/models'
        Location for keeping the model parameters.

densenet161

    Densenet-BC 161-layer model from the
    "Densely Connected Convolutional Networks" <https://arxiv.org/pdf/1608.06993.pdf> paper.

    Parameters
    ----------
    :$pretrained : Bool, default 0
        Whether to load the pretrained weights for model.
    :$ctx : AI::MXNet::Context, default CPU
        The context in which to load the pretrained weights.
    :$root : Str, default '~/.mxnet/models'
        Location for keeping the model parameters.

densenet169

    Densenet-BC 169-layer model from the
    "Densely Connected Convolutional Networks" <https://arxiv.org/pdf/1608.06993.pdf> paper.

    Parameters
    ----------
    :$pretrained : Bool, default 0
        Whether to load the pretrained weights for model.
    :$ctx : AI::MXNet::Context, default CPU
        The context in which to load the pretrained weights.
    :$root : Str, default '~/.mxnet/models'
        Location for keeping the model parameters.

densenet201

    Densenet-BC 201-layer model from the
    "Densely Connected Convolutional Networks" <https://arxiv.org/pdf/1608.06993.pdf> paper.

    Parameters
    ----------
    :$pretrained : Bool, default 0
        Whether to load the pretrained weights for model.
    :$ctx : AI::MXNet::Context, default CPU
        The context in which to load the pretrained weights.
    :$root : Str, default '~/.mxnet/models'
        Location for keeping the model parameters.