Optimal Transportation for Example-Guided Color Transfer
نویسندگان
چکیده
In this work, a novel and generic method for example-based color transfer is presented. The color transfer is formulated in two steps: first, an example-based Chromatic Adaptation Transform (CAT) has been designed to obtain an illuminant matching between input and example images. Second, the dominant colors of the input and example images are optimally mapped. The main strength of the method comes from using optimal transportation to map a pair of meaningful color palettes, and regularizing this mapping through thin plate splines. In addition, we show that additional visual or semantic constraints can be seamlessly incorporated to obtain a consistent color mapping. Experiments have shown that the proposed method outperforms state-of-the-art techniques for challenging images. In particular, color mapping artifacts have been objectively assessed by the Structural Similarity (SSIM) measure [26], showing that the proposed approach preserves structures while transferring color. Finally, results on video color transfer show the effectiveness of the method.
منابع مشابه
An Approximation Method for Fuzzy Fixed-Charge Transportation Problem
In this paper, we develop the fuzzy fixed charge transportation problem when the costs are the fuzzy numbers. The first step it transform into the classical fuzzy transportation problem. The next, we obtain the best approximation fuzzy on the optimal value of the fuzzy fixed-charge transportation problem. This method obtains a lower and upper bounds both on the fuzzy optimal value of the fuzzy ...
متن کاملModeling different decision strategies in a time tabled multimodal route planning by integrating the quantifier-guided OWA operators, fuzzy AHP weighting method and TOPSIS
The purpose of Multi-modal Multi-criteria Personalized Route Planning (MMPRP) is to provide an optimal route between an origin-destination pair by considering weights of effective criteria in a way this route can be a combination of public and private modes of transportation. In this paper, the fuzzy analytical hierarchy process (fuzzy AHP) and the quantifier-guided ordered weighted averaging (...
متن کاملA New Approach for Finding an Optimal Solution for Grey Transportation Problem
In ordinary transportation problems, it is always supposed that the mileage from every source to every destination is a definite number. But in special conditions, such as transporting emergency materials when natural calamity occurs or transporting military supplies during wartime, carrying network may be destroyed, mileage from some sources to some destinations are no longer definite. It is u...
متن کاملNon-convex Relaxation of Optimal Transport for Color Transfer Between Images
Optimal transport (OT) is at present a major statistical tool to measure similarity between features or to match and average features. However, a major drawback of this framework is the lack of regularity of the transport map and robustness to outliers. In practice, as it has been partially addressed in previous works, OT requires some relaxation and regularization to achieve these desirable pr...
متن کاملMathematical Modeling for a Flexible Manufacturing Scheduling Problem in an Intelligent Transportation System
This paper presents a new mathematical model for a production system through a scheduling problem considering a material handling system as an intelligent transportation system by automated guided vehicles (AGVs). The traditional systems cannot respond to the changes and customer’s demands and for this reason, a flexible production system is used. Therefore, for this purpose, automated transpor...
متن کامل