Semantic Scholar Open Access 2016 4067 sitasi

Instance Normalization: The Missing Ingredient for Fast Stylization

Dmitry Ulyanov A. Vedaldi V. Lempitsky

Abstrak

It this paper we revisit the fast stylization method introduced in Ulyanov et. al. (2016). We show how a small change in the stylization architecture results in a significant qualitative improvement in the generated images. The change is limited to swapping batch normalization with instance normalization, and to apply the latter both at training and testing times. The resulting method can be used to train high-performance architectures for real-time image generation. The code will is made available on github at this https URL. Full paper can be found at arXiv:1701.02096.

Topik & Kata Kunci

Penulis (3)

D

Dmitry Ulyanov

A

A. Vedaldi

V

V. Lempitsky

Format Sitasi

Ulyanov, D., Vedaldi, A., Lempitsky, V. (2016). Instance Normalization: The Missing Ingredient for Fast Stylization. https://www.semanticscholar.org/paper/63de0ad39d807f0c256f851428f211e8d5fcd3bb

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