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yoyo-nb avatar yoyo-nb commented on May 27, 2024

I think the image animation task is a generation task, since there is only one input source image, it is important to preserve the style (identity). And using IN helps to preserve the style (identity) of the source image.

The reason for not using BN:
on one hand, I don't have too many GPUs, so the batchsize can't be set too large, only 28. Using BN with small batchsize may have a negative impact on model training.
On the other hand, I think BN is more suitable for classification, regression and other task that the dataset has common laws, while the generation task generates results with various of different characteristics, so BN is not suitable for generation task (especially when the batchsize is small).

from thin-plate-spline-motion-model.

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