1
0
Fork 0
mirror of synced 2024-07-01 12:41:09 +12:00
waifu2x/lib/PSNRCriterion.lua
2016-03-12 06:53:42 +09:00

20 lines
613 B
Lua

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