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LayerBuilder: Layer Decomposition for Interactive Image and Video Color Editing

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abstract

Exploring and editing colors in images is a common task in graphic design and photography. However, allowing for interactive recoloring while preserving smooth color blends in the image remains a challenging problem. We present LayerBuilder, an algorithm that decomposes an image or video into a linear combination of colored layers to facilitate color-editing applications. These layers provide an interactive and intuitive means for manipulating individual colors. Our approach reduces color layer extraction to a fast iterative linear system. Layer Builder uses locally linear embedding, which represents pixels as linear combinations of their neighbors, to reduce the number of variables in the linear solve and extract layers that can better preserve color blending effects. We demonstrate our algorithm on recoloring a variety of images and videos, and show its overall effectiveness in recoloring quality and time complexity compared to previous approaches. We also show how this representation can benefit other applications, such as automatic recoloring suggestion, texture synthesis, and color-based filtering.

fields

cs.CV 1

years

2019 1

verdicts

CONDITIONAL 1

representative citing papers

Real-Time Global Illumination Decomposition of Videos

cs.CV · 2019-08-06 · conditional · novelty 6.0

A monocular RGB video can be decomposed in real time into reflectance, direct illumination, and multiple indirect illumination layers using sparse base colors and a customized GPU optimizer.

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  • Real-Time Global Illumination Decomposition of Videos cs.CV · 2019-08-06 · conditional · none · ref 38 · internal anchor

    A monocular RGB video can be decomposed in real time into reflectance, direct illumination, and multiple indirect illumination layers using sparse base colors and a customized GPU optimizer.