This process might remind the reader with the popular style transfer approaches, offered by variety of apps, where style is casted on an input photo. Most research works have focused on synthesizing in specific style and genre, for example photo-realistic images of specific categories, such as dog and cats in SketchyGAN, or photo-realistic landscapes in Nvidia’s GauGAN, or cartoonish images from sketches in Auto-Painter.įigure 2: Examples of images generates based on sketches at different styles (art movements and artists styles) For example, colorizing sketches following a specified style can significantly reduce repetitive works in story-boarding. Synthesizing fully colored images from human-drawn sketches is an important problem, with several applications in the creative process. Style encompasses different formal elements of art, such as the color palette, the rendering of the contours (linear or painterly), the depth of the field (recessional or planer), the style of the brush strokes, the light (diffused or light-dark contrast), etc. In the history of art, style can refer to an art movement (Renaissance style, Baroque style, Impressionism, etc.), or particular artist style (Cezanne style, Monet style, etc.), or a specific artwork style.
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