OtherVerified
Reviewed and published by trentmaziarz, May 11, 2026. Discovered and drafted by our automated research pipeline.
Sony Interactive Entertainment deployed PlayStation Spectral Super Resolution (PSSR), a machine learning-based image upscaling system built into the PS5 Pro console, which analyzes game images pixel by pixel to reconstruct sharper, higher-resolution visuals in real time.
Details
PSSR is an AI library co-developed with AMD under a partnership called Project Amethyst. It takes a lower internal render resolution and uses a neural network to upscale the output, allowing games to target 4K visuals at high frame rates. An upgraded version of PSSR launched in March 2026, introducing a revised neural network and algorithm with six additional months of refinement; it has been used in over 50 titles on PS5 Pro. The system runs on custom machine learning hardware integrated into the PS5 Pro's GPU.
Products affected
PlayStation 5 Pro
Sources & Evidence
Company Disclosure
Cite this record
Trace Foundation. (2026). Sony Interactive Entertainment: Sony Interactive Entertainment deployed PlayStation Spectral Super Resolution (PSSR), a machine learning-based image upscaling system built into the PS5 Pro console, which analyzes game images pixel by pixel to reconstruct sharper, higher-resolution visuals in real time (data as of 2026-05-11) [Data set record]. AI Trace. https://www.aitrace.org/r/practice/13726c4b-aebb-41da-a17a-5c0e83320a35. Accessed October 5, 2026.
- Stable link
- https://www.aitrace.org/r/practice/13726c4b-aebb-41da-a17a-5c0e83320a35
- Data as of
- May 11, 2026
- Last verified
- Not recorded
Other practices by Sony Interactive Entertainment
OtherSony Interactive Entertainment announced that machine learning-based frame generation technology is in development for PlayStation platforms, though the company confirmed it will not be available in 2026.OtherSony Interactive Entertainment announced a patent for an AI system that analyzes live game audio and video in real time and applies user-defined content filters, such as censoring mature content when children are detected as present.ProductivitySony Interactive Entertainment uses AI-powered tools to route PlayStation Store payment transactions more efficiently across payment networks, a practice the company says has generated over $700 million in incremental revenue over recent years.
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