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Sony patents AI that predicts a game's next frame before the GPU finishes rendering it
Serving tech enthusiasts for over 25 years. TechSpot means tech analysis and advice you can trust. Forward-looking: Sony has filed a patent for an AI system that predicts a game's next frame before the graphics hardware finishes rendering it, aiming to reduce stuttering without introducing the
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Sony's AI Frame Generation tech for PlayStation 6 uses controller data and reduces latency
Sony's Generation Super Sampling patent details a form of Frame Generation that takes controller input and 'predicts' a frame before a second is rendered. Sony is all in on Neural Rendering, which began with the PlayStation 5 Pro and its use of PSSR (PlayStation Spectral Super Resolution), which
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Sony filed a patent for an AI system that predicts a game's next frame before graphics hardware completes rendering. The technology uses controller input and motion vectors to generate frames faster than traditional methods, potentially reducing latency and stuttering for PlayStation 6.
Sony has filed a patent for an AI system that predicts a game's next frame before the GPU rendering process completes, marking a significant shift in how frame generation could work on future gaming hardware
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. The patent, titled Generation Super Sampling (US-20260320740-A1), describes a method that generates frames proactively rather than waiting to interpolate between two completed frames2
. This approach targets a critical drawback in existing frame-generation techniques: the latency introduced by waiting for a second frame before generating an interpolated image.The AI system for gaming operates alongside the graphics pipeline during gameplay
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. While hardware renders the next frame, the AI processes the previous frame and sends its prediction to the display buffer. This means the generated image can appear before the next rendered frame is ready, potentially helping games maintain steadier frame delivery when rendering slows down. The system relies on a jointly trained encoder-decoder model where the encoder converts a rendered frame into an embedding—a compact numerical representation—and the decoder uses that representation to generate a predicted frame1
.What sets this technology apart is its use of controller input and motion vectors as additional data sources
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. Motion vectors describe how parts of an image move between frames, while button presses reveal the player's latest actions. These inputs provide more context than the previous frame alone, allowing the model to make more accurate predictions about what should appear next. The decoder outputs more color channels than the encoder receives, enabling it to generate multiple predicted frames simultaneously1
.This AI-powered neural rendering technology appears destined for the PlayStation 6, building on Sony's existing commitment to neural rendering that began with the PlayStation 5 Pro and its PSSR (PlayStation Spectral Super Resolution) upscaling
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. Sony has already confirmed its Project Amethyst partnership with AMD will bring more advanced neural rendering technologies powered by AMD RDNA 5 architecture to the next-gen console2
. The patent's approach to reduce stuttering and latency could help the PlayStation 6 maintain a solid 60 FPS without performance drops, as the system appears to support multi-frame generation2
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Training the model uses consecutive video frames without requiring human labeling of training material
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. The network starts with randomly initialized weights, takes one frame as input, and attempts to predicts a game's next frame. It then compares its output with the actual subsequent frame, producing a loss value that measures prediction error. The Sony patent describes checking this loss against a threshold during training to ensure accuracy1
. The filing also includes a non-AI alternative that shifts pixel blocks according to their motion to generate synthetic frames without using the trained model1
.The practical impact hinges on whether the AI can generate accurate frames quickly enough to fill gaps when rendering slows down. Unlike DLSS Frame Generation and similar technologies that insert generated frames between two completed frames, this method could potentially boost performance by displaying predicted frames before GPU rendering finishes
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. However, the patent filing includes no performance measurements, leaving questions about latency reduction and visual quality unanswered1
. Watch for whether Sony can preserve image quality while maintaining a fixed frame delivery rate, and how this technology performs compared to existing frame-generation solutions when it's tested in real-world gaming scenarios on the PlayStation 6.Summarized by
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