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import math |
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import torch |
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import torch.nn as nn |
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def dwt_init3d(x): |
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x01 = x[:, :, :, 0::2, :] / 2 |
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x02 = x[:, :, :, 1::2, :] / 2 |
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x1 = x01[:, :, :, :, 0::2] |
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x2 = x02[:, :, :, :, 0::2] |
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x3 = x01[:, :, :, :, 1::2] |
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x4 = x02[:, :, :, :, 1::2] |
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x_LL = x1 + x2 + x3 + x4 |
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x_HL = -x1 - x2 + x3 + x4 |
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x_LH = -x1 + x2 - x3 + x4 |
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x_HH = x1 - x2 - x3 + x4 |
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return torch.cat((x_LL, x_HL, x_LH, x_HH), 1) |
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def dwt_init(x): |
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x01 = x[:, :, 0::2, :] / 2 |
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x02 = x[:, :, 1::2, :] / 2 |
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x1 = x01[:, :, :, 0::2] |
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x2 = x02[:, :, :, 0::2] |
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x3 = x01[:, :, :, 1::2] |
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x4 = x02[:, :, :, 1::2] |
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x_LL = x1 + x2 + x3 + x4 |
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x_HL = -x1 - x2 + x3 + x4 |
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x_LH = -x1 + x2 - x3 + x4 |
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x_HH = x1 - x2 - x3 + x4 |
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return torch.cat((x_LL, x_HL, x_LH, x_HH), 1) |
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def iwt_init(x): |
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r = 2 |
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in_batch, in_channel, in_height, in_width = x.size() |
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out_batch, out_channel, out_height, out_width = in_batch, int( |
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in_channel / (r ** 2)), r * in_height, r * in_width |
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x1 = x[:, 0:out_channel, :, :] / 2 |
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x2 = x[:, out_channel:out_channel * 2, :, :] / 2 |
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x3 = x[:, out_channel * 2:out_channel * 3, :, :] / 2 |
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x4 = x[:, out_channel * 3:out_channel * 4, :, :] / 2 |
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h = torch.zeros([out_batch, out_channel, out_height, out_width]).float().cuda() |
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h[:, :, 0::2, 0::2] = x1 - x2 - x3 + x4 |
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h[:, :, 1::2, 0::2] = x1 - x2 + x3 - x4 |
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h[:, :, 0::2, 1::2] = x1 + x2 - x3 - x4 |
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h[:, :, 1::2, 1::2] = x1 + x2 + x3 + x4 |
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return h |
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class DWT(nn.Module): |
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def __init__(self): |
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super(DWT, self).__init__() |
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self.requires_grad = False |
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def forward(self, x): |
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return dwt_init(x) |
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class DWT3d(nn.Module): |
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def __init__(self): |
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super(DWT3d, self).__init__() |
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self.requires_grad = False |
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def forward(self, x): |
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return dwt_init3d(x) |
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class IWT(nn.Module): |
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def __init__(self): |
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super(IWT, self).__init__() |
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self.requires_grad = False |
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def forward(self, x): |
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return iwt_init(x) |
