State of the "Art”: A Taxonomy of Artistic Stylization Techniques for Images and Video
read more
Citations
Image Style Transfer Using Convolutional Neural Networks
Arbitrary Style Transfer in Real-Time with Adaptive Instance Normalization
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization
A Neural Algorithm of Artistic Style
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization.
References
Stroke surfaces: temporally coherent artistic animations from video
Image Abstraction by Structure Adaptive Filtering
How to Render Frames and Influence People
Visual explanations
Beyond Stippling - Methods for Distributing Objects on the Plane
Related Papers (5)
Frequently Asked Questions (16)
Q2. What have the authors stated for future works in "State of the ”art”: a taxonomy of artistic stylization techniques for images and video" ?
They express the view that ( 6 ) remains the most promising direction ; that NPR should “ not just imitate and emulate styles of the past but create styles for the future. ” They also observe that Salesin ’ s research questions regarding definitions of aesthetics and the artistic Turing test should be given equal weight in terms of new artistic styles emerging as a consequence of NPR. Further positions regarding directions for NPR were presented at NPAR 2010 by DeCarlo and Stone [ 28 ] and Hertzmann [ 54 ].
Q3. What are the main approaches to such example-based rendering?
There are two main approaches to such example-based rendering (EBR): methods seeking to perform texture transfer (typically performed by modulating the luminance channel) and those focusing on color transfer leaving texture constant.
Q4. What is the effect of the bilateral filter on low-contrast images?
The bilateral filter smoothes low-contrast regions while preserving high-contrast edges, but may fail for highcontrast images where either no abstraction is performed or salient visual features may be removed.
Q5. What is the meaning of the term "Extensions of photomosaicking"?
Work approximating images with irregular tiles (e. g., jigsaw image mosaics [73]) can be considered extensions of photomosaicking.
Q6. What is the common method of applying morphological smoothing to watercolor paintings?
Since watercolor paintings typically have light colors, Bousseau et al. [10] proposed to swap the order of the morphological operators and apply closing followed by opening.
Q7. How many man-hours of manual correction to optical flow fields were required to produce the short?
Green et al. [44] report that over 1000 man-hours of manual correction to optical flow fields were required to produce the short painterly scenes in the movie.
Q8. What is the way to preserve the visual richness of color photographs?
Qu et al. [125], for example, preserve the visual richness of color photographs by applying a range of stippling and related bitonal techniques to different regions in the image.
Q9. What is the common term used for morphological smoothing?
These are related to order-statistics filters and applying opening and closing in sequence results in a smoothing operation that is often referred to as morphological smoothing.
Q10. What is the main idea behind the IB-AR algorithm?
Initially proposed by DeCarlo and Santella [29] as a mechanism for interactive abstraction of photographs (Sec. 4.1), image segmentation has become a cornerstone of many automatic IB-AR algorithms that make rendering decisions based on mid-level structure parsed from the image.
Q11. What are the main approaches to the transfer of artistic texture?
The majority of artistic EBR algorithms focus on the transfer of artistic texture, and borrow from the nonparametric patch-based methods used for texture synthesis and photo in-painting.
Q12. What are the different types of techniques used to browse a region containment hierarchy?
Various interactive techniques (human gaze-trackers [29], importance maps [5]) are used to browse a region containment hierarchy constructed by segmenting successively lower resolution versions of the source image.
Q13. What is the motivation of contemporary IB-AR work?
Although a few IB-AR systems of the early nineties cited their motivation as emulating the artist (i. e., passing the artistic Turing test), the frequently stated motivation of contemporary IB-AR work is to retain human creativity and to deliver useful tools and new artistic media.
Q14. What was not present in the final smoothing pass?
Also not present were the iterative application of the DoG filter [69] and the final smoothing pass to further reduce aliasing of edges.
Q15. What is the technique used to create a sequence of spline control points?
Given a starting or seed pixel, a sequence of spline control points is generated by iteratively hopping between pixels normal to the direction of the image gradient (Fig. 4).
Q16. What is the definition of a high quality painting?
A high quality painting is deemed to be one that matches the source image as closely as possible, using a minimal number of strokes but covering the maximum area of canvas in paint.