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@ -183,7 +183,7 @@ class YOLOLayer(nn.Module):
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# lconf += k * BCEWithLogitsLoss(pred_conf[~mask], mask[~mask].float())
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# lconf += k * BCEWithLogitsLoss(pred_conf[~mask], mask[~mask].float())
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# Sum loss components
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# Sum loss components
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balance_losses_flag = True
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balance_losses_flag = False
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if balance_losses_flag:
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if balance_losses_flag:
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k = 1 / self.loss_means.clone()
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k = 1 / self.loss_means.clone()
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loss = (lx * k[0] + ly * k[1] + lw * k[2] + lh * k[3] + lconf * k[4] + lcls * k[5]) / k.mean()
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loss = (lx * k[0] + ly * k[1] + lw * k[2] + lh * k[3] + lconf * k[4] + lcls * k[5]) / k.mean()
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