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Research map / Image generation / Editing and style transfer

Adaptive Convolutions for Structure-Aware Style Transfer

CVPR 2021 · Image generation › Editing and style transfer · approach: Arbitrary neural style transfer · 68 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use global AdaIN statistics rather than AdaConv kernelsstyle transfer · Style transfer user studycontent preservation preference: 93.9%Helped
Predict adaptive convolution kernels from the style descriptorstyle transfer · Style transfer user studystyle structure preference: 92%Helped
Replace global AdaIN modulation with AdaConv kernel predictionstyle transfer · Style transfer user studyoverall style transfer preference: 71.8%Helped

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