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# Machine learning-based upscaling

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  1. AMD Newsroom

    AMD brings machine-learning upscaling to RX 6000 cards and handhelds, lifting image quality over FSR 3.1 without new hardware

    AMD is extending FSR Upscaling 4.1 from Radeon RX 9000 series GPUs to RX 6000 series cards, Ryzen AI Max processors, Ryzen AI 9 laptops and several handhelds, with Xbox Series X|S coming soon. The technology reconstructs crisp visuals from lower-resolution frames using machine learning, and on RX 6000 it delivers a significant image-quality leap over the previously available FSR 3.1, without requiring new components.

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