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Deep Analog: Open-Set Film Emulation with Reference-Conditioned 3D LUTs
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film emulation3D LUTself-supervised learningimage enhancement
2608.14702
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1h ago80%
Abstract
This paper presents a novel approach to film emulation that allows for open-set matching of any reference film frame using a single predicted 3D LUT.
Reality Card
Core Claim
The proposed Deep Analog pipeline enables real-time film emulation without the need for paired data or retraining, achieving high PSNR and SSIM metrics.
Method / Result
The color stage of the pipeline reaches 22.05 dB PSNR / 0.925 SSIM and runs at 192 FPS.
Limitations
The method's reliance on self-supervised training may limit reproducibility across different datasets or film stocks.
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