Module Name    Filter Size    # Channels    Stride/Up Factor    Nonlinearity

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2dConv         3x3            64            2                   LeakyReLU(0.2)

2dConv         3x3            64            1                   LeakyReLU(0.2)

2dConv         3x3            128           2                   LeakyReLU(0.2)

2dConv         3x3            256           1                   LeakyReLU(0.2)

Transformer    1x1            256           1                   -

Transformer    3x3            1             -                   LeakyReLU(0.2)

BilinearUpSample              -             256                 2                   -

2dConv         3x3            128           1                   LeakyReLU(0.2)

2dConv         3x3            64            1                   LeakyReLU(0.2)

BilinearUpSample              -             64                  2                   -

2dConv         3x3            64            1                   LeakyReLU(0.2)

2dConv         3x3            3             1                   Tanh

Module Name    Filter Size    # Channels    Stride        Nonlinearity

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SN-3dConv      3x5x5          64            (1,2,2)       LeakyReLU(0.2)

SN-3dConv      3x5x5          128           (1,2,2)       LeakyReLU(0.2)

SN-3dConv      3x5x5          256           (1,2,2)       LeakyReLU(0.2)

SN-3dConv      3x5x5          256           (1,2,2)       LeakyReLU(0.2)

SN-3dConv      3x5x5          256           (1,2,2)       LeakyReLU(0.2)

SN-3dConv      3x5x5          256           (1,2,2)       -