mlsanityData to 14 Oct 2026

PTGCF: Printing Texture Guided Color Fusion for Impressionism Oil Painting Style Rendering

arXiv 2207.12585 ↗First posted 26 Jul 2022cs.CVcited by 1

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Abstract (arXiv)

As a major branch of Non-Photorealistic Rendering (NPR), image stylization mainly uses the computer algorithms to render a photo into an artistic painting. Recent work has shown that the extraction of style information such as stroke texture and color of the target style image is the key to image stylization. Given its stroke texture and color characteristics, a new stroke rendering method is proposed, which fully considers the tonal characteristics and the representative color of the original oil painting, in order to fit the tone of the original oil painting image into the stylized image and make it close to the artist's creative effect. The experiments have validated the efficacy of the proposed model. This method would be more suitable for the works of pointillism painters with a relatively uniform sense of direction, especially for natural scenes. When the original painting brush strokes have a clearer sense of direction, using this method to simulate brushwork texture features can be less satisfactory.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 13 of its 29 references that are in the map. First posted on arXiv 26 Jul 2022.

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13 of 29 references.

References · 13

  1. 2016Densely Connected Convolutional Networkscited by 6,720
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  3. 2016Instance Normalization: The Missing Ingredient for Fast Stylizationcited by 1,198
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  5. 2015A Neural Algorithm of Artistic Stylecited by 483
  6. 2021StyTr2: Image Style Transfer with Transformerscited by 187
  7. 2017Visual Attribute Transfer through Deep Image Analogycited by 123
  8. 2016Combining Markov Random Fields and Convolutional Neural Networks for Image Synthesiscited by 102
  9. 2021Paint Transformer: Feed Forward Neural Painting with Stroke Predictioncited by 62
  10. 2020Stylized Neural Paintingcited by 50
  11. 2021Eformer: Edge Enhancement based Transformer for Medical Image Denoisingcited by 30
  12. 2016Preserving Color in Neural Artistic Style Transfercited by 20
1 more
  1. 2022An Overview of Color Transfer and Style Transfer for Images and Videoscited by 6

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