updates
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models.py
12
models.py
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@ -135,22 +135,22 @@ class weightedFeatureFusion(nn.Module): # weighted sum of 2 or more layers http
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# Fusion
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nc = x.shape[1] # input channels
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for i in range(self.n - 1):
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a = outputs[self.layers[i]] # feature to add
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a = outputs[self.layers[i]] * w[i + 1] if self.weight else outputs[self.layers[i]] # feature to add
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ac = a.shape[1] # feature channels
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dc = nc - ac # delta channels
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# Adjust channels
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if dc > 0: # slice input
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# a = nn.ZeroPad2d((0, 0, 0, 0, 0, dc))(a)
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x[:, :ac] = x[:, :ac] + (a * w[i + 1] if self.weight else a)
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x[:, :ac] = x[:, :ac] + a
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elif dc < 0: # slice feature
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if self.n == 2:
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return x + (a[:, :nc] * w[i + 1] if self.weight else a[:, :nc])
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x = x + (a[:, :nc] * w[i + 1] if self.weight else a[:, :nc])
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return x + a[:, :nc]
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x = x + a[:, :nc]
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else: # same shape
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if self.n == 2:
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return x + (a * w[i + 1] if self.weight else a)
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x = x + (a * w[i + 1] if self.weight else a)
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return x + a
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x = x + a
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return x
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