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waifu2x/lib/PSNRCriterion.lua

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2016-03-12 10:53:42 +13:00
local PSNRCriterion, parent = torch.class('w2nn.PSNRCriterion','nn.Criterion')
function PSNRCriterion:__init()
parent.__init(self)
self.image = torch.Tensor()
self.diff = torch.Tensor()
end
function PSNRCriterion:updateOutput(input, target)
self.image:resizeAs(input):copy(input)
self.image:clamp(0.0, 1.0)
self.diff:resizeAs(self.image):copy(self.image)
local mse = self.diff:add(-1, target):pow(2):mean()
self.output = 10 * math.log10(1.0 / mse)
return self.output
end
function PSNRCriterion:updateGradInput(input, target)
error("PSNRCriterion does not support backward")
end