Reference-Guided Large-Scale Face Inpainting with Identity and Texture Control

نویسندگان

چکیده

Face inpainting aims at plausibly predicting missing pixels of face images within a corrupted region. Most existing methods rely on generative models learning image distribution from big dataset, which produces uncontrollable results, especially with large-scale regions. To introduce strong control for inpainting, we propose novel reference-guided method that fills the region identity and texture guided by reference image. However, generating high-quality results under imposing two signals is challenging. tackle such difficulty, dual one-stage framework decouples into levels flexible control: High-level information low-level information, where figures out shape depicts component-aware texture. synthesize design modules referred to as Half-AdaIN Component-Wise Style Injector (CWSI) inject kinds processing. Our realistic faithful images. best our knowledge, it first work concurrently apply component-level controls in promise more precise controllable results.

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ژورنال

عنوان ژورنال: IEEE Transactions on Circuits and Systems for Video Technology

سال: 2023

ISSN: ['1051-8215', '1558-2205']

DOI: https://doi.org/10.1109/tcsvt.2023.3257271