Iterative Nadaraya-Watson Distribution Transfer for Colour Grading

Autor:	Alghamdi, Hana, Dahyot, Rozenn
Rok vydání:	2020
Předmět:	Computer Science - Computer Vision and Pattern Recognition Computer Science - Machine Learning Computer Science - Multimedia
Druh dokumentu:	Working Paper
Popis:	We propose a new method with Nadaraya-Watson that maps one N-dimensional distribution to another taking into account available information about correspondences. We extend the 2D/3D problem to higher dimensions by encoding overlapping neighborhoods of data points and solve the high dimensional problem in 1D space using an iterative projection approach. To show potentials of this mapping, we apply it to colour transfer between two images that exhibit overlapped scene. Experiments show quantitative and qualitative improvements over previous state of the art colour transfer methods. Comment: 6 pages, 6 figures, 4 tables. arXiv admin note: substantial text overlap with arXiv:2005.09015
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/2006.09208 Zobrazit plný text záznamu View this record from Arxiv