Title :
Photosketcher: Interactive Sketch-Based Image Synthesis
Author :
Eitz, M. ; Richter, R. ; Hildebrand, K. ; Boubekeur, T. ; Alexa, M.
Abstract :
Photosketcher is an interactive system for progressively synthesizing novel images using only sparse user sketches as input. Photosketcher works on the image content exclusively; it doesn´t require keywords or other metadata associated with the images. Users sketch the rough shape of a desired image part, and Photosketcher searches a large collection of images for it. The search is based on a bag-of-features approach that uses local descriptors for translation-invariant retrieval of image parts. Composition is based on user scribbles: from the scribbles, Photosketcher predicts the desired part using Gaussian mixture models and computes an optimal seam using graph cuts. To further reduce visible seams, users can blend the composite image in the gradient domain.
Keywords :
Gaussian processes; gradient methods; image retrieval; interactive systems; meta data; rendering (computer graphics); Gaussian mixture models; bag-of-features approach; gradient domain; graph cuts; interactive sketch-based image synthesis; local descriptors; metadata; photosketcher; sparse user sketches; translation-invariant retrieval; Data visualization; Feature extraction; Image edge detection; Image representation; Interactive systems; computer graphics; graphics and multimedia; image databases; image retrieval; image segmentation; image synthesis; sketching;
Journal_Title :
Computer Graphics and Applications, IEEE
DOI :
10.1109/MCG.2011.67