Wojciech Kalinski

ORCID: 0009-0005-6357-4831
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Deep learning-based denoising and upscaling techniques have emerged to enhance framerates for real-time rendering. A single neural network joint offers the advantage of sharing parameters in feature space, enabling efficient prediction filter weights both. However, it is still ongoing research devise an extraction that uses different characteristics inputs two combined problems. We propose a multi-branch, multi-scale upscaling. The proposed multi-branch U-Net architecture lightweight...

10.1145/3728297 article EN Proceedings of the ACM on Computer Graphics and Interactive Techniques 2025-05-22
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