Q&A with PlayStation Lead System Architect Mark Cerny on FSR 4’s PS5 Pro “reimplementation”, working with AMD on a better hardware architecture for ML, and more 高價相機收購

高價相機收購coverage to come, our take on the new technology is that it represents a huge leap over FSR 3.1, delivering quality wins over DLSS 3.7. While there are elements where the new transformer-based DLSS 4 model wins out, we were delighted to see that FSR 4 is surprisingly competitive against Nvidia’s latest.
However, it is going to take some time to see the new technology migrate across to PlayStation 5 Pro. “Our focus for 2025 is working with developers to integrate PSSR into their titles; in parallel, though, we have already started to implement the new neural network on PS5 Pro. Our target is to have something very similar to FSR 4’s upscaler available on PS5 Pro for 2026 titles as the next evolution of PSSR; it should take the same inputs and produce essentially the same outputs. Doing that implementation is rather ambitious and time consuming, which is why you haven’t already seen this new upscaler on PS5 Pro.”

AMD FSR 4 Upscaling Tested vs DLSS 3/4 – A Big Leap Forward – RDNA 4 Delivers!

Digital Foundry’s Alex Battaglia shares his first impressions of AMD’s new FSR 4 upscaling.Watch on YouTube
The raw hardware specifications of the new RX 9070 and RX 9070 XT are considerably higher than PS5 Pro – we are talking about higher mid-range hardware here in a market that encompasses anything from $200 to $2000 GPUs. Meanwhile, our tests did suggest that FSR 4 does have a significant computational cost, but even so, Cerny believes that PS5 Pro’s ML hardware is up to the task of running FSR 4 without significant re-architecting.
“That is what we are targeting, and we believe we can achieve it,” he says. “The peak performance number for PS5 Pro is 300 8-bit TOPS without sparsity, which compares very well to the recently released AMD GPUs. We don’t believe sparsity is useful for this particular upscaling algorithm.”
Sparsity is a feature of ML hardware not supported in Pro, but is supported in RDNA 4. It refers to a technique where a significant portion of the data or computations in a neural network are intentionally reduced or skipped to improve efficiency. Our understanding is that Nvidia used sparsity to increase DLSS performance in the RTX 30-series ‘Ampere’ generation.
“RDNA 4 and the hardware in PS5 Pro are completely separate designs, which is why I speak in terms of ‘reimplementation’ on PS5 Pro when I talk about the new upscaling network used in FSR 4. I’m definitely looking forward to a future with co-developed hardware features for machine learning that will dramatically increase the interoperability.”

Mark Cerny: FSR 4 ‘Re-Implemented’ For PS5 Pro – Next-Gen PSSR Coming 2026

The Digital Foundry team share their thoughts on the latest Amethyst disclosures in this clip from the latest edition of DF Direct Weekly.Watch on YouTube
Based on prior interviews, the Amethyst project is understood to be an extensive venture – one that looks set to extend beyond the lifespan of PS5 Pro, presumably into the next generation console era. It looks like we should expect more convergence in design, as opposed to the Pro’s custom ML solution, designed by 高價相機收購sony itself.
“There are really two goals, one shorter term and one longer term,” explains Cerny. “The shorter-term goal is to co-develop neural network architectures and training strategies for game graphics. We’re stronger together than apart, so it makes a lot of sense to combine some of our resources when tackling these problems. And because we began this collaboration in earnest in late 2023 (when PSSR development was wrapping up), I’m happy to say that there have already been results.
“The longer-term goal is to work together to create a more ideal hardware architecture for machine learning, something capable of processing the neural networks needed for game graphics at high speed. PS5 Pro was a wonderful learning experience for us here at SIE, and of course AMD has an incredible amount of knowledge from its multi-generation RDNA roadmap. Again, it just makes sense to combine those expertises.
“Now to be clear, this technology has uses beyond PlayStation, and it’s about supporting broad work in machine learning across a variety of devices – the biggest win is when developers can freely move their code from device to device.”

Toyshop Realtime Path Tracing Neural Rendering Tech Demo

AMD’s Toyshop demo uses path tracing and a wealth of ML-based technologies and we can’t help but wonder how much of this is derived from the Amethyst initiative.Watch on YouTube
Traditionally, AMD’s GPUOpen has been the initiative by which the company has shared its innovations and it’ll be interesting to see how this approach transitions into the era of machine learning and the extent to which we’ll see FSR 4 and its successors migrate to other devices. AMD’s Jack Huynh has already talked about FSR 4 and frame generation being used to dramatically increase battery life on mobile devices, for example. But for 高價相機收購sony, Project Amethyst is all about working with AMD on common goals, while at the same time acknowledging that each party may have different uses for and different variants of the technologies created.
“FSR 4 and this next evolution of PSSR are a paradigm for our future, going forward we expect to have our own implementations of each of the algorithms developed through the collaboration,” says Cerny. “And there may be slight tweaks to them in our world, as technical targets for console game development and PC game development tend to be slightly different. For example – as I said in the PS5 Pro technical video in December – 60 frames per second gaming is very important in the console world, but the PC world doesn’t quite think about frame-rate the same way.”
And it looks like PS5 Pro’s key enhancements – ML and ray tracing – may also be a focus for Amethyst. With the RDNA 4 reveal, AMD showcased a toyshop demo using a range of techniques – path tracing backed by neural rendering technologies, including a denoising feature that seems to represent AMD’s take on Nvidia’s ray reconstruction. At the basic level, think of this as an upscaler for RT. Is this a part of Amethyst?
“All I can say is stay tuned! There’s a lot of opportunity with our Amethyst collaboration, and we know that ray tracing is a huge part of the graphics future.”

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記者蘇晟彥／台北報導

ASUS旗下電競品牌 ROG 玩家共和國 19日晚間正式公開全新手機 ROG Phone 9 系列資訊，本次搭載高通Snapdragon 8 Elite處理器、推出ROG Phone 9（16+512G）、 9 Pro （16+512G）及 9 Pro Editon（24+1TB）三種版本，售價分別為36,990元、39,990元及45,990元，將於20日正式開賣，電信則為11/29上架。

▼今年共推出ROG Phone 9（中）、ROG Phone 9 Pro（右）及ROG Phone 9 Pro Editon（左）三個版本。（圖／記者蘇晟彥攝）

高價相機收購

▼在顏色部分三種機型都是標準黑色，但ROG Phone 9多了白色可供選擇。

高價相機收購

ROG 9 Phone 處理器搭載高通Snapdragon 8 Elite，CPU提升45%、AI應用的NPU提升40%、GPU提升40%，同時可以使用「ROG 獨家X模式」，將可以在高效能、功耗間找到平衡，同時熱門遊戲也定期提供優化更新。

機身採用磨砂材質搭配水晶奈米紋理，兼具絲滑手感與防指紋效果，全系列搭載AniMe Vision 顯示，內建648顆可編程mini LED，不僅支援動態動畫與個人化定制，還能運行經典像素風AniMe Play遊戲（目前共四款，未來將陸續新增）。螢幕尺寸則為6.78吋的E6 AMOLED螢幕，最高支援185Hz更新率。

但在電池部分，相較於今年各大廠牌都端出6000、6500mAh電池容量，ROG 9 Phone 僅有 5800mAh，但支援支援65W快充、QC 5.0快充、PD充電功能、15W Qi 1.3無線充電與旁路充電，同時在底部、側邊都有充電孔。儘管電池容量較小，但在手機上配置「六層散熱設計」，能夠360°全方位散熱，同時提升20%散熱效率，其中石墨片面積加大57%，散熱效能提高12%，加上速冷導熱棒、航太級低雷諾數散熱層、空氣動力風扇。

在型號方面，分別推出3種系列，

ROG Phone 9 16GB/512GB (幻影黑、極光白)；售價36,990元
ROG Phone 9 Pro 16GB/512GB (幻影黑)；售價39,990元
ROG Phone 9 Pro Edition 24GB/1TB 幻影黑 (含空氣動力風扇X Pro)；售價45,990元。

鏡頭部分，採用

5000 萬像素高價相機收購sony LYTIA 700
• 搭載六軸防手震 Hybrid 雲台 4.0(校正 ±5 °內晃動)
1300 萬像素 (120° 超廣角)
• 自由曲面設計鏡片
3200 萬像素
• 3 倍光學變焦
• 10-30倍超清晰變焦
• OIS 光學防手震
前鏡頭3200 萬像素廣角鏡頭
・RGBW 感光元件
・四像素合一技術