Upscale Animated Cartoons: Optical Flow-Guided Consistency for 4x vs Style Loss

For 4x cartoon upscaling with clean line art and flat colors, use optical-flow-guided temporal consistency; style loss hallucinates texture. Independent technical note mirroring the canonical version: https://aivideoupscale.com/blog/upscale-animated-cartoons-optical-flow-guided-consistency-for-4x-vs-style-loss.php Sources consulted: https://www.bluusun.com/

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-02
DOI
https://doi.org/10.5281/zenodo.23881766
Primary Topic
Advanced Image Processing Techniques
Type
preprint
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preprint

Upscale Animated Cartoons: Optical Flow-Guided Consistency for 4x vs Style Loss

Abigail Foster
3 links
Zenodo (CERN European Organization for Nuclear Research)
Advanced Image Processing Techniques
preprint

Upscale Animated Cartoons: Optical Flow-Guided Consistency for 4x vs Style Loss

Abigail Foster
preprint en

Abstract

For 4x cartoon upscaling with clean line art and flat colors, use optical-flow-guided temporal consistency; style loss hallucinates texture. Independent technical note mirroring the canonical version: https://aivideoupscale.com/blog/upscale-animated-cartoons-optical-flow-guided-consistency-for-4x-vs-style-loss.php Sources consulted: https://www.bluusun.com/

Zenodo (CERN European Organization for Nuclear Research)
Advanced Image Processing Techniques
DOIOpen Access PDFOpenAlex
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Upscale Animated Cartoons: Optical Flow-Guided Consistency for 4x vs Style Loss — Abigail Foster · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS