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class=\"editorjs-callout editorjs-callout--info my-6 rounded-xl border p-5 border-blue-300 bg-blue-50 dark:border-blue-900 dark:bg-blue-950\u002F20\" role=\"note\">\u003Cstrong class=\"block mb-2 text-gray-900 dark:text-gray-100\">直接回答\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">\u003Cstrong>XeSS 3 是一套图形套件，而不是单一功能。\u003C\u002Fstrong>XeSS 超分辨率重建更高分辨率的图像，XeSS 帧生成插入 AI 生成的帧，XeSS 3 多帧生成在受支持的 Intel 硬件上每个渲染帧最多可添加三个 AI 生成的帧，而 Xe 低延迟则减少 CPU 工作与最终显示之间的延迟。\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Caside class=\"editorjs-callout editorjs-callout--note my-6 rounded-xl border p-5 border-gray-300 bg-gray-50 dark:border-gray-700 dark:bg-gray-900\u002F40\" role=\"note\">\u003Cstrong class=\"block mb-2 text-gray-900 dark:text-gray-100\">为什么这很重要\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">一旦启用帧生成，\u003Cstrong>显示的 FPS 就不再等同于传统渲染的 FPS\u003C\u002Fstrong>。而一旦低延迟技术成为技术栈的一部分，响应性就必须与原始帧输出分开衡量。\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Cnav class=\"editorjs-toc\" data-editorjs-toc=\"true\" aria-label=\"目录\">\u003Cstrong class=\"editorjs-toc__title\">目录\u003C\u002Fstrong>\u003Col class=\"editorjs-toc__list editorjs-toc__list--depth-0\">\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-5\" class=\"editorjs-toc__link\">XeSS 不再只是超分辨率\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-9\" class=\"editorjs-toc__link\">XeSS 3 的四层技术栈\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-11\" class=\"editorjs-toc__link\">“最高 4 倍帧数”究竟意味着什么\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-16\" class=\"editorjs-toc__link\">XeSS 超分辨率仍然承担着不同的任务\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-20\" class=\"editorjs-toc__link\">输出与响应的分离\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-24\" class=\"editorjs-toc__link\">Xe 低延迟的作用\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-28\" class=\"editorjs-toc__link\">为什么多帧生成在基础管线已经健康时帮助最大\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-34\" class=\"editorjs-toc__link\">渲染-生成-响应测试\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-36\" class=\"editorjs-toc__link\">为什么 UI 和遮挡解除对帧生成来说很困难\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-40\" class=\"editorjs-toc__link\">英特尔硬件加速很重要\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-45\" class=\"editorjs-toc__link\">XeSS 功能图谱\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-47\" class=\"editorjs-toc__link\">为什么 XeSS 3 应该逐层比较，而不是按品牌比较\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-53\" class=\"editorjs-toc__link\">为什么 4 倍帧并不意味着 4 倍响应速度\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-57\" class=\"editorjs-toc__link\">多帧生成最有用的场景\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-59\" class=\"editorjs-toc__link\">什么会改变这个答案？\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-62\" class=\"editorjs-toc__link\">局限性\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-65\" class=\"editorjs-toc__link\">结论\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-69\" class=\"editorjs-toc__link\">常见问题\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-71\" class=\"editorjs-toc__link\">术语表\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-73\" class=\"editorjs-toc__link\">主要来源\u003C\u002Fa>\u003C\u002Fli>\u003C\u002Fol>\u003C\u002Fnav>\n\u003Ch2 id=\"section-5\">XeSS 不再只是超分辨率\u003C\u002Fh2>\n\u003Cp>最初的 XeSS 故事很直接：以较低的内部分辨率渲染，并通过基于 AI 的时域技术重建更高分辨率的图像。\u003C\u002Fp>\n\u003Cp>XeSS 2 通过结合超分辨率、帧生成和 Xe 低延迟，增加了图像重建之外的功能。\u003C\u002Fp>\n\u003Cp>XeSS 3 通过多帧生成扩展了该技术栈，Intel 表示，在受支持的 Intel 硬件上，每个传统渲染帧最多可生成三个 AI 帧。\u003C\u002Fp>\n\u003Ch2 id=\"section-9\">XeSS 3 的四层技术栈\u003C\u002Fh2>\n\u003Csection class=\"editorjs-process my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">XeSS 3 中的四项不同任务\u003C\u002Fh3>\u003Cdiv class=\"flex flex-col sm:flex-row gap-3\">\u003Cdiv class=\"editorjs-process__step min-w-0 flex-1 rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">1\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">1. XeSS 超分辨率\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">利用时域和基于 AI 的信息，从较低分辨率的渲染中重建更高分辨率的图像。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__arrow shrink-0 self-center text-xl text-gray-400 rotate-90 sm:rotate-0\" aria-hidden=\"true\">→\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0 flex-1 rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">2\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">2. XeSS 帧生成\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">在渲染帧之间生成额外的帧，以增加显示的帧流。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__arrow shrink-0 self-center text-xl text-gray-400 rotate-90 sm:rotate-0\" aria-hidden=\"true\">→\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0 flex-1 rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">3\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">3. XeSS 多帧生成\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">在受支持的 Intel 硬件上，XeSS 3 每个渲染帧最多可生成三个 AI 帧，从而从一个传统渲染帧产生最多四个显示帧。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__arrow shrink-0 self-center text-xl text-gray-400 rotate-90 sm:rotate-0\" aria-hidden=\"true\">→\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0 flex-1 rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">4\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">4. Xe 低延迟\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">优化从 CPU 到显示的路径，使更高的帧输出不会自动带来不必要的额外延迟。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Ch2 id=\"section-11\">“最高 4 倍帧数”究竟意味着什么\u003C\u002Fh2>\n\u003Cp>Intel 将 XeSS 3 多帧生成描述为每个渲染帧最多可生成三个 AI 生成的帧。\u003C\u002Fp>\n\u003Cp>从概念上讲，一个传统渲染帧加上三个生成的帧，可以产生四个显示帧。\u003C\u002Fp>\n\u003Csection class=\"editorjs-comparison my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">渲染帧与生成帧\u003C\u002Fh3>\u003Cdiv class=\"overflow-x-auto\">\u003Ctable class=\"w-full border-collapse\">\u003Cthead>\u003Ctr>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left dark:border-gray-700 dark:bg-gray-900\">\u003C\u002Fth>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left font-semibold dark:border-gray-700 dark:bg-gray-900\">传统渲染帧\u003C\u002Fth>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left font-semibold dark:border-gray-700 dark:bg-gray-900\">AI 生成的帧\u003C\u002Fth>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left font-semibold dark:border-gray-700 dark:bg-gray-900\">可能的显示帧\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">无帧生成\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">标准帧生成\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">XeSS 3 多帧生成\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Caside class=\"editorjs-callout editorjs-callout--warning my-6 rounded-xl border p-5 border-amber-300 bg-amber-50 dark:border-amber-900 dark:bg-amber-950\u002F20\" role=\"note\">\u003Cstrong class=\"block mb-2 text-gray-900 dark:text-gray-100\">不要将最终的 FPS 计数器理解为引擎的原生渲染速率\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">使用多帧生成时显示的 240 FPS \u003Cstrong>并不\u003C\u002Fstrong>意味着游戏引擎每秒以传统方式模拟并渲染了 240 个全新的帧。\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Ch2 id=\"section-16\">XeSS 超分辨率仍然承担着不同的任务\u003C\u002Fh2>\n\u003Cp>XeSS 超分辨率在最终显示输出之前运行。Intel 将其描述为基于 AI 的时域超采样和抗锯齿技术，它接收较低分辨率的抖动颜色缓冲区以及运动矢量和深度信息，然后在目标分辨率下重建抗锯齿图像。\u003C\u002Fp>\n\u003Cp>这意味着超分辨率减少了传统像素渲染的工作量。帧生成并不会取代该功能；它改变的是在渲染帧已经存在之后所呈现的帧数。\u003C\u002Fp>\n\u003Cp>这就是为什么 XeSS 基准测试应该说明它测量的是超分辨率、帧生成、多帧生成，还是它们的组合。\u003C\u002Fp>\n\u003Ch2 id=\"section-20\">输出与响应的分离\u003C\u002Fh2>\n\u003Cp>理解 XeSS 3 最重要的方式是将输出速率与响应延迟分开。\u003C\u002Fp>\n\u003Csection class=\"editorjs-comparison my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">两个不同的性能问题\u003C\u002Fh3>\u003Cdiv class=\"overflow-x-auto\">\u003Ctable class=\"w-full border-collapse\">\u003Cthead>\u003Ctr>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left dark:border-gray-700 dark:bg-gray-900\">\u003C\u002Fth>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left font-semibold dark:border-gray-700 dark:bg-gray-900\">问题\u003C\u002Fth>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left font-semibold dark:border-gray-700 dark:bg-gray-900\">关键因素\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">运动看起来有多流畅？\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">游戏反应有多快？\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Cp>更高的显示 FPS 可以改善视觉流畅度。它并不自动证明玩家输入以相同的速率被处理。\u003C\u002Fp>\n\u003Ch2 id=\"section-24\">Xe 低延迟的作用\u003C\u002Fh2>\n\u003Cp>英特尔的 Xe 低延迟技术旨在通过优化 CPU 处理与最终帧显示之间的时间来减少输入到屏幕的延迟。\u003C\u002Fp>\n\u003Cp>一旦帧生成激活，这一作用尤为重要，因为帧插值会给呈现管线增加更多工作。\u003C\u002Fp>\n\u003Cp>因此，评判整个技术栈的正确方式不是“XeSS 3 显示更多 FPS，所以延迟一定更好”。流畅度和响应性需要分别测量。\u003C\u002Fp>\n\u003Ch2 id=\"section-28\">为什么多帧生成在基础管线已经健康时帮助最大\u003C\u002Fh2>\n\u003Cp>生成的帧是基于真实渲染帧和运动历史提供的信息构建的。\u003C\u002Fp>\n\u003Cp>如果基础游戏已经出现帧时间不稳定、严重的 CPU 停顿或不规则的运动信息，生成更多帧并不能消除根本原因。\u003C\u002Fp>\n\u003Cp>显示可以变得更密集，而底层的模拟或渲染节奏仍然薄弱。\u003C\u002Fp>\n\u003Caside class=\"editorjs-callout editorjs-callout--success my-6 rounded-xl border p-5 border-emerald-300 bg-emerald-50 dark:border-emerald-900 dark:bg-emerald-950\u002F20\" role=\"note\">\u003Cstrong class=\"block mb-2 text-gray-900 dark:text-gray-100\">有用的规则\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">帧生成最好作为\u003Cstrong>健康基础管线的倍增器\u003C\u002Fstrong>，而不是替代诊断糟糕的基础性能。\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Caside class=\"editorjs-referral my-6\">\u003Ca href=\"https:\u002F\u002Ffigure.rocks\u002Fzh\u002Fblog\u002Fwhy-120-fps-can-still-feel-bad-frame-time-1-lows-and-stutter-explained\" class=\"flex flex-col sm:flex-row gap-4 rounded-xl border border-gray-200 dark:border-gray-700 p-4 transition hover:border-primary-500\">\u003Cdiv class=\"min-w-0 flex-1\">\u003Cstrong class=\"block text-lg text-gray-900 dark:text-gray-100\">为什么 120 FPS 仍然感觉糟糕：帧时间、1% 低帧和卡顿解析\u003C\u002Fstrong>\u003Cp class=\"mt-2 text-sm text-gray-600 dark:text-gray-300\">为什么平均 FPS 会掩盖不稳定的帧交付，以及如何诊断慢帧而不是相信一个数字。\u003C\u002Fp>\u003Cspan class=\"mt-3 inline-flex text-sm font-medium text-primary-600 dark:text-primary-400\">阅读帧时间指南 →\u003C\u002Fspan>\u003C\u002Fdiv>\u003C\u002Fa>\u003C\u002Faside>\n\u003Ch2 id=\"section-34\">渲染-生成-响应测试\u003C\u002Fh2>\n\u003Csection class=\"editorjs-process my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">如何在不混合不同指标的情况下测试 XeSS 3\u003C\u002Fh3>\u003Cdiv class=\"grid grid-cols-1 md:grid-cols-2 xl:grid-cols-3 gap-4\">\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">1\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">1. 测量基础游戏\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">在禁用帧生成的情况下运行，记录常规 FPS、帧时间以及可用的延迟数据。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">2\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">2. 启用超分辨率\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">测量常规 GPU 渲染负载减少了多少，以及图像质量是否保持稳定。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">3\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">3. 启用帧生成或多帧生成\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">将最终显示的 FPS 和帧节奏与基础渲染性能分开测量。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">4\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">4. 启用 Xe 低延迟\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">测量响应性，而不是假设更高的输出速率保证更低的延迟。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">5\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">5. 检查伪影\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">检查 UI、快速镜头运动、粒子、透明度和生成帧可能失败的遮挡解除区域。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">6\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">6. 重复相同的工作负载\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">使用相同的场景或基准测试序列，以便每一层都能公平比较。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Ch2 id=\"section-36\">为什么 UI 和遮挡解除对帧生成来说很困难\u003C\u002Fh2>\n\u003Cp>帧生成会预测两个渲染状态之间的视觉信息。当运动平滑且可见场景保持可预测时，这最为容易。\u003C\u002Fp>\n\u003Cp>快速镜头转动、新出现的物体、粒子、透明效果和静态 UI 元素会带来更困难的情况，因为生成的帧必须推断可能并不清晰存在于前一图像中的信息。\u003C\u002Fp>\n\u003Cp>这就是为什么生成帧的质量必须在运动中判断，而不是通过截图来判断。\u003C\u002Fp>\n\u003Ch2 id=\"section-40\">英特尔硬件加速很重要\u003C\u002Fh2>\n\u003Cp>英特尔的 XeSS 技术旨在利用英特尔 Arc 硬件上可用的专用 AI 能力，以实现其最高性能路径。\u003C\u002Fp>\n\u003Cp>XeSS 超分辨率还具有更广泛的跨厂商支持，这也是 XeSS 这一名称可能根据 GPU 不同而指代不同执行路径的原因之一。\u003C\u002Fp>\n\u003Cp>然而，英特尔目前将 XeSS 3 多帧生成描述为在英特尔硬件上引入的功能。\u003C\u002Fp>\n\u003Caside class=\"editorjs-callout editorjs-callout--note my-6 rounded-xl border p-5 border-gray-300 bg-gray-50 dark:border-gray-700 dark:bg-gray-900\u002F40\" role=\"note\">\u003Cstrong class=\"block mb-2 text-gray-900 dark:text-gray-100\">不要假设每个 XeSS 功能都具有相同的 GPU 支持\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">超分辨率、帧生成、多帧生成和 Xe 低延迟可能具有不同的硬件和集成要求。\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Ch2 id=\"section-45\">XeSS 功能图谱\u003C\u002Fh2>\n\u003Cdiv class=\"overflow-x-auto\">\u003Ctable class=\"w-full border-collapse\">\u003Cthead>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-2 text-left font-semibold\">功能\u003C\u002Fth>\u003Cth class=\"border border-gray-300 px-4 py-2 text-left font-semibold\">主要任务\u003C\u002Fth>\u003Cth class=\"border border-gray-300 px-4 py-2 text-left font-semibold\">主要衡量指标\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">XeSS 超分辨率\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">重建更高分辨率图像\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">图像质量 + 传统 FPS\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">XeSS 帧生成\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">添加一个或多个生成帧\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">显示 FPS + 伪影 + 节奏\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">XeSS 多帧生成\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">在支持的英特尔硬件上，每个渲染帧生成最多三个 AI 帧\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">显示吞吐量 + 伪影 + 节奏\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Xe 低延迟\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">减少输入到显示的延迟\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">延迟\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">基础渲染器\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">生成由模拟驱动的帧\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">原生\u002F渲染 FPS + 帧时间\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003C\u002Fdiv>\n\u003Ch2 id=\"section-47\">为什么 XeSS 3 应该逐层比较，而不是按品牌比较\u003C\u002Fh2>\n\u003Cp>简单的“XeSS vs DLSS vs FSR”图表往往隐藏的内容比它解释的还多。\u003C\u002Fp>\n\u003Cp>有用的比较是功能对功能：超分辨率对超分辨率，生成帧质量对生成帧质量，低延迟行为对低延迟行为。\u003C\u002Fp>\n\u003Cp>否则，一个产品可能按显示 FPS 来评判，而另一个产品则按原生渲染质量来评判。\u003C\u002Fp>\n\u003Caside class=\"editorjs-referral my-6\">\u003Ca href=\"https:\u002F\u002Ffigure.rocks\u002Fzh\u002Fblog\u002Fdlss-4-5-6x-why-300-fps-does-not-mean-the-game-is-rendering-300-frames\" class=\"flex flex-col sm:flex-row gap-4 rounded-xl border border-gray-200 dark:border-gray-700 p-4 transition hover:border-primary-500\">\u003Cdiv class=\"min-w-0 flex-1\">\u003Cstrong class=\"block text-lg text-gray-900 dark:text-gray-100\">DLSS 4.5 6X：为什么 300 FPS 并不意味着游戏正在渲染 300 帧\u003C\u002Fstrong>\u003Cp class=\"mt-2 text-sm text-gray-600 dark:text-gray-300\">一篇配套指南，解释渲染 FPS、生成 FPS，以及为什么在多帧生成启用时必须单独测量延迟。\u003C\u002Fp>\u003Cspan class=\"mt-3 inline-flex text-sm font-medium text-primary-600 dark:text-primary-400\">阅读 DLSS 生成 FPS 指南 →\u003C\u002Fspan>\u003C\u002Fdiv>\u003C\u002Fa>\u003C\u002Faside>\n\u003Caside class=\"editorjs-referral my-6\">\u003Ca href=\"https:\u002F\u002Ffigure.rocks\u002Fzh\u002Fblog\u002Famd-fsr-redstone-is-not-just-fsr-4-upscaling-frame-generation-ray-regeneration-and-radiance-caching-explained\" class=\"flex flex-col sm:flex-row gap-4 rounded-xl border border-gray-200 dark:border-gray-700 p-4 transition hover:border-primary-500\">\u003Cdiv class=\"min-w-0 flex-1\">\u003Cstrong class=\"block text-lg text-gray-900 dark:text-gray-100\">AMD FSR Redstone 不仅仅是 FSR 4：超分辨率、帧生成、光线再生和辐射缓存详解\u003C\u002Fstrong>\u003Cp class=\"mt-2 text-sm text-gray-600 dark:text-gray-300\">AMD 如何将 FSR 拆分为独立的神经渲染技术，以及为什么每个功能都需要自己的性能指标。\u003C\u002Fp>\u003Cspan class=\"mt-3 inline-flex text-sm font-medium text-primary-600 dark:text-primary-400\">阅读 FSR Redstone 指南 →\u003C\u002Fspan>\u003C\u002Fdiv>\u003C\u002Fa>\u003C\u002Faside>\n\u003Ch2 id=\"section-53\">为什么 4 倍帧并不意味着 4 倍响应速度\u003C\u002Fh2>\n\u003Cp>生成帧改善了显示器在传统渲染帧之间显示的内容。它并不会为每个生成的图像创建新的 CPU 模拟步骤。\u003C\u002Fp>\n\u003Cp>因此，从一个渲染帧衍生出的四个显示帧并不意味着玩家会收到四次独立的模拟更新。\u003C\u002Fp>\n\u003Cp>这不是技术上的缺陷。它只是另一种类型的性能提升。\u003C\u002Fp>\n\u003Ch2 id=\"section-57\">多帧生成最有用的场景\u003C\u002Fh2>\n\u003Cdiv class=\"overflow-x-auto\">\u003Ctable class=\"w-full border-collapse\">\u003Cthead>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-2 text-left font-semibold\">场景\u003C\u002Fth>\u003Cth class=\"border border-gray-300 px-4 py-2 text-left font-semibold\">为什么MFG有帮助\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">高刷新率显示器\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">更多呈现帧可以更好地利用144 Hz、240 Hz及更高刷新率的面板\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">繁重图形负载\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">生成帧可以提高呈现速率，而无需传统地渲染每个显示帧\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">单人游戏视觉流畅度\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">当节奏保持稳定时，镜头运动可以看起来明显更平滑\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">CPU受限渲染\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">显示FPS可以超过传统渲染节奏，尽管CPU模拟限制仍然存在\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">基础帧时间已不稳定\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">不太理想——生成帧无法消除原始的卡顿来源\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003C\u002Fdiv>\n\u003Ch2 id=\"section-59\">什么会改变这个答案？\u003C\u002Fh2>\n\u003Cp>英特尔可以通过未来的SDK和驱动程序版本扩展XeSS 3硬件支持、更改模型版本并提高生成帧质量。\u003C\u002Fp>\n\u003Cp>当前的架构区别仍然重要：重建、生成帧和延迟优化解决不同的问题，即使具体实现发生变化。\u003C\u002Fp>\n\u003Ch2 id=\"section-62\">局限性\u003C\u002Fh2>\n\u003Cp>英特尔的公开XeSS页面描述了支持的能力和预期行为，但它们不是独立基准测试。实际的图像质量、帧生成伪影、延迟和缩放因游戏、GPU、分辨率和集成质量而异。\u003C\u002Fp>\n\u003Cp>“最多四个显示帧”的解释是基于英特尔所述每个渲染帧最多支持三个生成帧的概念性最大值。实际输出和节奏取决于运行中的游戏和实现。\u003C\u002Fp>\n\u003Ch2 id=\"section-65\">结论\u003C\u002Fh2>\n\u003Cp>XeSS 3使XeSS这个名字比许多玩家意识到的更广泛。\u003C\u002Fp>\n\u003Cp>超分辨率重建图像。帧生成增加显示帧输出。多帧生成可以在支持的英特尔硬件上为每个渲染帧添加最多三个AI生成的帧。Xe低延迟在响应性方面发挥作用。\u003C\u002Fp>\n\u003Cp>因此，评判XeSS 3的清晰方法是分离三个问题：重建图像有多好，生成帧流有多平滑，以及底层游戏有多响应。\u003C\u002Fp>\n\u003Ch2 id=\"section-69\">常见问题\u003C\u002Fh2>\n\u003Csection class=\"editorjs-faq my-6 rounded-xl border border-gray-200 p-5 dark:border-gray-700\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">通俗易懂的英特尔XeSS 3\u003C\u002Fh3>\u003Cdiv id=\"faq1\" class=\"border-t border-gray-200 py-4 first:border-t-0 dark:border-gray-700\">\u003Ch4 class=\"font-semibold text-gray-900 dark:text-gray-100\">什么是XeSS 3？\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">XeSS 3是英特尔当前的XeSS套件，结合了超分辨率、帧生成、多帧生成和Xe低延迟。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv id=\"faq2\" class=\"border-t border-gray-200 py-4 first:border-t-0 dark:border-gray-700\">\u003Ch4 class=\"font-semibold text-gray-900 dark:text-gray-100\">XeSS 3多帧生成可以创建多少帧？\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">英特尔表示，在支持的英特尔硬件上，XeSS 3可以为每个渲染帧生成最多三个AI生成的帧，从一个传统渲染帧产生最多四个显示帧。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv id=\"faq3\" class=\"border-t border-gray-200 py-4 first:border-t-0 dark:border-gray-700\">\u003Ch4 class=\"font-semibold text-gray-900 dark:text-gray-100\">XeSS 3与XeSS超分辨率相同吗？\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">不。超分辨率只是XeSS 3堆栈的一部分。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv id=\"faq4\" class=\"border-t border-gray-200 py-4 first:border-t-0 dark:border-gray-700\">\u003Ch4 class=\"font-semibold text-gray-900 dark:text-gray-100\">4倍显示FPS意味着游戏内部运行速度快4倍吗？\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">不。生成帧增加了呈现输出，但它们不会为每个基础渲染帧创建四个独立的CPU模拟更新。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv id=\"faq5\" class=\"border-t border-gray-200 py-4 first:border-t-0 dark:border-gray-700\">\u003Ch4 class=\"font-semibold text-gray-900 dark:text-gray-100\">Xe低延迟有什么作用？\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">它旨在通过优化CPU到显示器的路径来减少输入到屏幕的延迟。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv id=\"faq6\" class=\"border-t border-gray-200 py-4 first:border-t-0 dark:border-gray-700\">\u003Ch4 class=\"font-semibold text-gray-900 dark:text-gray-100\">XeSS、DLSS和FSR应该只通过最终FPS来比较吗？\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">不。应分别比较升级质量、基础渲染性能、生成帧质量、帧节奏和延迟。\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Ch2 id=\"section-71\">术语表\u003C\u002Fh2>\n\u003Csection class=\"editorjs-glossary my-6 rounded-xl border border-gray-200 dark:border-gray-700 p-5\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">关键XeSS 3术语\u003C\u002Fh3>\u003Cdl>\u003Cdiv id=\"xess-super-resolution\" class=\"border-t border-gray-200 dark:border-gray-700 py-3 first:border-t-0\">\u003Cdt class=\"font-semibold text-gray-900 dark:text-gray-100\">XeSS超分辨率\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">英特尔基于AI的时间升级和抗锯齿技术，从低分辨率渲染输入重建更高分辨率的输出。\u003C\u002Fdd>\u003C\u002Fdiv>\u003Cdiv id=\"xess-frame-generation\" class=\"border-t border-gray-200 dark:border-gray-700 py-3 first:border-t-0\">\u003Cdt class=\"font-semibold text-gray-900 dark:text-gray-100\">XeSS帧生成\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">英特尔技术，生成中间帧以增加显示的帧流。\u003C\u002Fdd>\u003C\u002Fdiv>\u003Cdiv id=\"xess-multi-frame-generation\" class=\"border-t border-gray-200 dark:border-gray-700 py-3 first:border-t-0\">\u003Cdt class=\"font-semibold text-gray-900 dark:text-gray-100\">XeSS多帧生成\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">XeSS 3功能，在支持的英特尔硬件上可以为每个传统渲染帧生成最多三个AI帧。\u003C\u002Fdd>\u003C\u002Fdiv>\u003Cdiv id=\"xe-low-latency\" class=\"border-t border-gray-200 dark:border-gray-700 py-3 first:border-t-0\">\u003Cdt class=\"font-semibold text-gray-900 dark:text-gray-100\">Xe低延迟\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">英特尔技术，旨在减少CPU工作与显示器上可见帧之间的延迟。\u003C\u002Fdd>\u003C\u002Fdiv>\u003Cdiv id=\"xess-four-layer-stack\" class=\"border-t border-gray-200 dark:border-gray-700 py-3 first:border-t-0\">\u003Cdt class=\"font-semibold text-gray-900 dark:text-gray-100\">四层堆栈\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">Figure Rocks模型，按功能区分XeSS超分辨率、帧生成、多帧生成和Xe低延迟。\u003C\u002Fdd>\u003C\u002Fdiv>\u003Cdiv id=\"rendered-generated-responsive-test\" class=\"border-t border-gray-200 dark:border-gray-700 py-3 first:border-t-0\">\u003Cdt class=\"font-semibold text-gray-900 dark:text-gray-100\">渲染-生成-响应测试\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">Figure Rocks工作流程，用于将基础渲染性能、生成帧输出和延迟作为单独指标进行测量。\u003C\u002Fdd>\u003C\u002Fdiv>\u003C\u002Fdl>\u003C\u002Fsection>\n\u003Ch2 id=\"section-73\">主要来源\u003C\u002Fh2>\n\u003Ca href=\"https:\u002F\u002Fwww.intel.com\u002Fcontent\u002Fwww\u002Fus\u002Fen\u002Fdeveloper\u002Ftopic-technology\u002Fgamedev\u002Fxess.html\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"editorjs-link-tool block border border-gray-200 dark:border-gray-700 rounded-lg p-4 transition text-gray-900 dark:text-gray-100 hover:border-primary-500 hover:bg-primary-50 dark:hover:bg-gray-900 hover:text-gray-900 dark:hover:text-gray-100\">\u003Cstrong class=\"block font-semibold\">Intel 开发者 — 面向开发者的 XeSS 3\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">Intel 官方开发者文档，涵盖 XeSS 超分辨率、帧生成、多帧生成和 Xe 低延迟。\u003C\u002Fp>\u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fgame.intel.com\u002Fus\u002Fxess-gaming\u002F\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"editorjs-link-tool block border border-gray-200 dark:border-gray-700 rounded-lg p-4 transition text-gray-900 dark:text-gray-100 hover:border-primary-500 hover:bg-primary-50 dark:hover:bg-gray-900 hover:text-gray-900 dark:hover:text-gray-100\">\u003Cstrong class=\"block font-semibold\">Intel Gaming Access — XeSS 3\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">Intel 官方游戏概览，介绍 XeSS 3 及其 AI 驱动的性能和响应技术。\u003C\u002Fp>\u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fgame.intel.com\u002Fus\u002Fxess-enabled-games\u002F\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"editorjs-link-tool block border border-gray-200 dark:border-gray-700 rounded-lg p-4 transition text-gray-900 dark:text-gray-100 hover:border-primary-500 hover:bg-primary-50 dark:hover:bg-gray-900 hover:text-gray-900 dark:hover:text-gray-100\">\u003Cstrong class=\"block font-semibold\">Intel Gaming Access — 支持 XeSS 的游戏\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">Intel 官方兼容性页面，展示 XeSS、XeSS 2 和 XeSS 3（包括多帧生成）之间的功能细分。\u003C\u002Fp>\u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fwww.intel.com\u002Fcontent\u002Fwww\u002Fus\u002Fen\u002Fdeveloper\u002Farticles\u002Ftechnical\u002Fxess-sr-developer-guide.html\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"editorjs-link-tool block border border-gray-200 dark:border-gray-700 rounded-lg p-4 transition text-gray-900 dark:text-gray-100 hover:border-primary-500 hover:bg-primary-50 dark:hover:bg-gray-900 hover:text-gray-900 dark:hover:text-gray-100\">\u003Cstrong class=\"block font-semibold\">Intel 开发者 — XeSS 超分辨率开发者指南\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">官方技术指南，解释 XeSS 超分辨率输入、时间重建和质量模式。\u003C\u002Fp>\u003C\u002Fa>",{"time":538,"blocks":539,"version":1133},1790378729478,[540,546,554,561,568,574,579,584,589,594,614,619,624,629,659,666,671,676,681,686,691,696,717,722,727,732,737,742,747,752,757,762,769,778,783,807,812,817,822,827,832,837,842,847,853,858,888,893,898,903,908,916,924,929,934,939,944,949,972,977,982,987,992,997,1002,1007,1012,1017,1022,1027,1057,1062,1091,1096,1106,1115,1124],{"id":541,"data":542,"type":544,"tunes":545},"intro",{"text":543},"如果你只把 XeSS 当作 Intel 的超分辨率技术，就很容易误解 XeSS 3。到了 2026 年，Intel 的 XeSS 技术栈包括超分辨率、帧生成、多帧生成和 Xe 低延迟。这些功能分别解决渲染和响应性问题的不同部分。","paragraph",{},{"id":547,"data":548,"type":552,"tunes":553},"direct",{"body":549,"title":550,"variant":551},"\u003Cstrong>XeSS 3 是一套图形套件，而不是单一功能。\u003C\u002Fstrong>XeSS 超分辨率重建更高分辨率的图像，XeSS 帧生成插入 AI 生成的帧，XeSS 3 多帧生成在受支持的 Intel 硬件上每个渲染帧最多可添加三个 AI 生成的帧，而 Xe 低延迟则减少 CPU 工作与最终显示之间的延迟。","直接回答","info","callout",{},{"id":555,"data":556,"type":552,"tunes":560},"why-note",{"body":557,"title":558,"variant":559},"一旦启用帧生成，\u003Cstrong>显示的 FPS 就不再等同于传统渲染的 FPS\u003C\u002Fstrong>。而一旦低延迟技术成为技术栈的一部分，响应性就必须与原始帧输出分开衡量。","为什么这很重要","note",{},{"id":562,"data":563,"type":566,"tunes":567},"toc",{"title":564,"maxLevel":565,"minLevel":47},"目录",3,"tableOfContents",{},{"id":569,"data":570,"type":572,"tunes":573},"h-notjust",{"text":571,"level":47},"XeSS 不再只是超分辨率","header",{},{"id":575,"data":576,"type":544,"tunes":578},"p-notjust-1",{"text":577},"最初的 XeSS 故事很直接：以较低的内部分辨率渲染，并通过基于 AI 的时域技术重建更高分辨率的图像。",{},{"id":580,"data":581,"type":544,"tunes":583},"p-notjust-2",{"text":582},"XeSS 2 通过结合超分辨率、帧生成和 Xe 低延迟，增加了图像重建之外的功能。",{},{"id":585,"data":586,"type":544,"tunes":588},"p-notjust-3",{"text":587},"XeSS 3 通过多帧生成扩展了该技术栈，Intel 表示，在受支持的 Intel 硬件上，每个传统渲染帧最多可生成三个 AI 帧。",{},{"id":590,"data":591,"type":572,"tunes":593},"h-stack",{"text":592,"level":47},"XeSS 3 的四层技术栈",{},{"id":595,"data":596,"type":612,"tunes":613},"stack-flow",{"steps":597,"title":610,"orientation":611},[598,601,604,607],{"label":599,"description":600},"1. XeSS 超分辨率","利用时域和基于 AI 的信息，从较低分辨率的渲染中重建更高分辨率的图像。",{"label":602,"description":603},"2. XeSS 帧生成","在渲染帧之间生成额外的帧，以增加显示的帧流。",{"label":605,"description":606},"3. XeSS 多帧生成","在受支持的 Intel 硬件上，XeSS 3 每个渲染帧最多可生成三个 AI 帧，从而从一个传统渲染帧产生最多四个显示帧。",{"label":608,"description":609},"4. Xe 低延迟","优化从 CPU 到显示的路径，使更高的帧输出不会自动带来不必要的额外延迟。","XeSS 3 中的四项不同任务","auto","processFlow",{},{"id":615,"data":616,"type":572,"tunes":618},"h-4x",{"text":617,"level":47},"“最高 4 倍帧数”究竟意味着什么",{},{"id":620,"data":621,"type":544,"tunes":623},"p-4x-1",{"text":622},"Intel 将 XeSS 3 多帧生成描述为每个渲染帧最多可生成三个 AI 生成的帧。",{},{"id":625,"data":626,"type":544,"tunes":628},"p-4x-2",{"text":627},"从概念上讲，一个传统渲染帧加上三个生成的帧，可以产生四个显示帧。",{},{"id":630,"data":631,"type":657,"tunes":658},"frames-table",{"rows":632,"title":645,"layout":646,"columns":647},[633,637,641],{"id":634,"label":635,"values":636},"normal","无帧生成",[13,13,13],{"id":638,"label":639,"values":640},"fg","标准帧生成",[13,13,13],{"id":642,"label":643,"values":644},"mfg","XeSS 3 多帧生成",[13,13,13],"渲染帧与生成帧","table",[648,651,654],{"id":649,"label":650},"rendered","传统渲染帧",{"id":652,"label":653},"generated","AI 生成的帧",{"id":655,"label":656},"displayed","可能的显示帧","comparison",{},{"id":660,"data":661,"type":552,"tunes":665},"fps-warning",{"body":662,"title":663,"variant":664},"使用多帧生成时显示的 240 FPS \u003Cstrong>并不\u003C\u002Fstrong>意味着游戏引擎每秒以传统方式模拟并渲染了 240 个全新的帧。","不要将最终的 FPS 计数器理解为引擎的原生渲染速率","warning",{},{"id":667,"data":668,"type":572,"tunes":670},"h-sr",{"text":669,"level":47},"XeSS 超分辨率仍然承担着不同的任务",{},{"id":672,"data":673,"type":544,"tunes":675},"p-sr-1",{"text":674},"XeSS 超分辨率在最终显示输出之前运行。Intel 将其描述为基于 AI 的时域超采样和抗锯齿技术，它接收较低分辨率的抖动颜色缓冲区以及运动矢量和深度信息，然后在目标分辨率下重建抗锯齿图像。",{},{"id":677,"data":678,"type":544,"tunes":680},"p-sr-2",{"text":679},"这意味着超分辨率减少了传统像素渲染的工作量。帧生成并不会取代该功能；它改变的是在渲染帧已经存在之后所呈现的帧数。",{},{"id":682,"data":683,"type":544,"tunes":685},"p-sr-3",{"text":684},"这就是为什么 XeSS 基准测试应该说明它测量的是超分辨率、帧生成、多帧生成，还是它们的组合。",{},{"id":687,"data":688,"type":572,"tunes":690},"h-output-response",{"text":689,"level":47},"输出与响应的分离",{},{"id":692,"data":693,"type":544,"tunes":695},"p-or-1",{"text":694},"理解 XeSS 3 最重要的方式是将输出速率与响应延迟分开。",{},{"id":697,"data":698,"type":657,"tunes":716},"response-table",{"rows":699,"title":708,"layout":646,"columns":709},[700,704],{"id":701,"label":702,"values":703},"smoothness","运动看起来有多流畅？",[13,13],{"id":705,"label":706,"values":707},"response","游戏反应有多快？",[13,13],"两个不同的性能问题",[710,713],{"id":711,"label":712},"question","问题",{"id":714,"label":715},"metric","关键因素",{},{"id":718,"data":719,"type":544,"tunes":721},"p-or-2",{"text":720},"更高的显示 FPS 可以改善视觉流畅度。它并不自动证明玩家输入以相同的速率被处理。",{},{"id":723,"data":724,"type":572,"tunes":726},"h-xell",{"text":725,"level":47},"Xe 低延迟的作用",{},{"id":728,"data":729,"type":544,"tunes":731},"p-xell-1",{"text":730},"英特尔的 Xe 低延迟技术旨在通过优化 CPU 处理与最终帧显示之间的时间来减少输入到屏幕的延迟。",{},{"id":733,"data":734,"type":544,"tunes":736},"p-xell-2",{"text":735},"一旦帧生成激活，这一作用尤为重要，因为帧插值会给呈现管线增加更多工作。",{},{"id":738,"data":739,"type":544,"tunes":741},"p-xell-3",{"text":740},"因此，评判整个技术栈的正确方式不是“XeSS 3 显示更多 FPS，所以延迟一定更好”。流畅度和响应性需要分别测量。",{},{"id":743,"data":744,"type":572,"tunes":746},"h-base",{"text":745,"level":47},"为什么多帧生成在基础管线已经健康时帮助最大",{},{"id":748,"data":749,"type":544,"tunes":751},"p-base-1",{"text":750},"生成的帧是基于真实渲染帧和运动历史提供的信息构建的。",{},{"id":753,"data":754,"type":544,"tunes":756},"p-base-2",{"text":755},"如果基础游戏已经出现帧时间不稳定、严重的 CPU 停顿或不规则的运动信息，生成更多帧并不能消除根本原因。",{},{"id":758,"data":759,"type":544,"tunes":761},"p-base-3",{"text":760},"显示可以变得更密集，而底层的模拟或渲染节奏仍然薄弱。",{},{"id":763,"data":764,"type":552,"tunes":768},"healthy-base",{"body":765,"title":766,"variant":767},"帧生成最好作为\u003Cstrong>健康基础管线的倍增器\u003C\u002Fstrong>，而不是替代诊断糟糕的基础性能。","有用的规则","success",{},{"id":770,"data":771,"type":776,"tunes":777},"ref-frametime",{"url":772,"title":773,"excerpt":774,"ctaLabel":775},"https:\u002F\u002Ffigure.rocks\u002Fzh\u002Fblog\u002Fwhy-120-fps-can-still-feel-bad-frame-time-1-lows-and-stutter-explained","为什么 120 FPS 仍然感觉糟糕：帧时间、1% 低帧和卡顿解析","为什么平均 FPS 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Stajic",[1168,1646],{"lang":8,"title":1169,"content":1170,"contentJson":1171,"excerpt":1645},"Intel XeSS 3 Is More Than Upscaling: Multi Frame Generation and Xe Low Latency Explained","{\"time\":1790378534476,\"blocks\":[{\"id\":\"intro\",\"type\":\"paragraph\",\"data\":{\"text\":\"XeSS 3 is easy to misunderstand if you think of XeSS only as Intel's upscaler. In 2026, Intel's XeSS stack includes Super Resolution, Frame Generation, Multi Frame Generation and Xe Low Latency. Those features solve different parts of the rendering and responsiveness problem.\"},\"tunes\":{}},{\"id\":\"direct\",\"type\":\"callout\",\"data\":{\"variant\":\"info\",\"title\":\"Direct answer\",\"body\":\"\u003Cstrong>XeSS 3 is a graphics suite, not one feature.\u003C\u002Fstrong> XeSS Super Resolution reconstructs a higher-resolution image, XeSS Frame Generation inserts AI-generated frames, XeSS 3 Multi Frame Generation can add up to three AI-generated frames per rendered frame on supported Intel hardware, and Xe Low Latency reduces the delay between CPU work and what reaches the display.\"},\"tunes\":{}},{\"id\":\"why-note\",\"type\":\"callout\",\"data\":{\"variant\":\"note\",\"title\":\"Why this matters\",\"body\":\"Once frame generation is enabled, \u003Cstrong>displayed FPS is no longer the same thing as traditionally rendered FPS\u003C\u002Fstrong>. And once low-latency technology is part of the stack, responsiveness must be measured separately from raw frame output.\"},\"tunes\":{}},{\"id\":\"toc\",\"type\":\"tableOfContents\",\"data\":{\"title\":\"Contents\",\"minLevel\":2,\"maxLevel\":3},\"tunes\":{}},{\"id\":\"h-notjust\",\"type\":\"header\",\"data\":{\"text\":\"XeSS is no longer just upscaling\",\"level\":2},\"tunes\":{}},{\"id\":\"p-notjust-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"The original XeSS story was straightforward: render at a lower internal resolution and reconstruct a higher-resolution image with AI-based temporal techniques.\"},\"tunes\":{}},{\"id\":\"p-notjust-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"XeSS 2 added more than image reconstruction by combining Super Resolution, Frame Generation and Xe Low Latency.\"},\"tunes\":{}},{\"id\":\"p-notjust-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"XeSS 3 extends that stack with Multi Frame Generation, which Intel says can generate up to three AI frames for each traditionally rendered frame on supported Intel hardware.\"},\"tunes\":{}},{\"id\":\"h-stack\",\"type\":\"header\",\"data\":{\"text\":\"The XeSS 3 Four-Layer Stack\",\"level\":2},\"tunes\":{}},{\"id\":\"stack-flow\",\"type\":\"processFlow\",\"data\":{\"title\":\"Four different jobs inside XeSS 3\",\"orientation\":\"auto\",\"steps\":[{\"label\":\"1. XeSS Super Resolution\",\"description\":\"Reconstructs a higher-resolution image from a lower-resolution render using temporal and AI-based information.\"},{\"label\":\"2. XeSS Frame Generation\",\"description\":\"Generates additional frames between rendered frames to increase the displayed frame stream.\"},{\"label\":\"3. XeSS Multi Frame Generation\",\"description\":\"XeSS 3 can generate up to three AI frames per rendered frame on supported Intel hardware, producing up to four displayed frames from one traditionally rendered frame.\"},{\"label\":\"4. Xe Low Latency\",\"description\":\"Optimizes the CPU-to-display path so higher frame output does not automatically come with unnecessary extra latency.\"}]},\"tunes\":{}},{\"id\":\"h-4x\",\"type\":\"header\",\"data\":{\"text\":\"What “up to 4× the frames” actually means\",\"level\":2},\"tunes\":{}},{\"id\":\"p-4x-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Intel describes XeSS 3 Multi Frame Generation as producing up to three AI-generated frames for every rendered frame.\"},\"tunes\":{}},{\"id\":\"p-4x-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"Conceptually, one traditionally rendered frame plus three generated frames can produce four displayed frames.\"},\"tunes\":{}},{\"id\":\"frames-table\",\"type\":\"comparison\",\"data\":{\"title\":\"Rendered vs generated frames\",\"layout\":\"table\",\"columns\":[{\"id\":\"rendered\",\"label\":\"Traditionally rendered frames\"},{\"id\":\"generated\",\"label\":\"AI-generated frames\"},{\"id\":\"displayed\",\"label\":\"Potential displayed frames\"}],\"rows\":[{\"id\":\"normal\",\"label\":\"No frame generation\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"fg\",\"label\":\"Standard frame generation\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"mfg\",\"label\":\"XeSS 3 Multi Frame Generation\",\"values\":[\"\",\"\",\"\"]}]},\"tunes\":{}},{\"id\":\"fps-warning\",\"type\":\"callout\",\"data\":{\"variant\":\"warning\",\"title\":\"Do not read the final FPS counter as the engine's native render rate\",\"body\":\"A displayed 240 FPS with Multi Frame Generation does \u003Cstrong>not\u003C\u002Fstrong> mean the game engine conventionally simulated and rendered 240 completely new frames every second.\"},\"tunes\":{}},{\"id\":\"h-sr\",\"type\":\"header\",\"data\":{\"text\":\"XeSS Super Resolution still does a different job\",\"level\":2},\"tunes\":{}},{\"id\":\"p-sr-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"XeSS Super Resolution operates before the final display output. Intel describes it as AI-based temporal super sampling and anti-aliasing that takes a lower-resolution jittered color buffer together with motion vectors and depth, then reconstructs an anti-aliased image at the target resolution.\"},\"tunes\":{}},{\"id\":\"p-sr-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"That means Super Resolution reduces the amount of conventional pixel rendering work. Frame Generation does not replace that function; it changes the number of frames presented after rendered frames already exist.\"},\"tunes\":{}},{\"id\":\"p-sr-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"This is why an XeSS benchmark should say whether it is measuring Super Resolution, Frame Generation, Multi Frame Generation, or a combination.\"},\"tunes\":{}},{\"id\":\"h-output-response\",\"type\":\"header\",\"data\":{\"text\":\"The Output vs Response Split\",\"level\":2},\"tunes\":{}},{\"id\":\"p-or-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"The most important way to understand XeSS 3 is to separate output rate from response latency.\"},\"tunes\":{}},{\"id\":\"response-table\",\"type\":\"comparison\",\"data\":{\"title\":\"Two different performance questions\",\"layout\":\"table\",\"columns\":[{\"id\":\"question\",\"label\":\"Question\"},{\"id\":\"metric\",\"label\":\"What matters\"}],\"rows\":[{\"id\":\"smoothness\",\"label\":\"How smooth does motion look?\",\"values\":[\"\",\"\"]},{\"id\":\"response\",\"label\":\"How fast does the game react?\",\"values\":[\"\",\"\"]}]},\"tunes\":{}},{\"id\":\"p-or-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"Higher displayed FPS can improve visual smoothness. It does not automatically prove that player input is processed at the same rate.\"},\"tunes\":{}},{\"id\":\"h-xell\",\"type\":\"header\",\"data\":{\"text\":\"What Xe Low Latency does\",\"level\":2},\"tunes\":{}},{\"id\":\"p-xell-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Intel's Xe Low Latency technology is designed to reduce input-to-screen latency by optimizing the time between CPU processing and final frame display.\"},\"tunes\":{}},{\"id\":\"p-xell-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"That role is especially important once frame generation is active because frame interpolation adds more work to the presentation pipeline.\"},\"tunes\":{}},{\"id\":\"p-xell-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"The correct way to judge the stack is therefore not “XeSS 3 shows more FPS, so latency must be better.” Smoothness and responsiveness need separate measurements.\"},\"tunes\":{}},{\"id\":\"h-base\",\"type\":\"header\",\"data\":{\"text\":\"Why Multi Frame Generation helps most when the base pipeline is already healthy\",\"level\":2},\"tunes\":{}},{\"id\":\"p-base-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Generated frames are built from information provided by real rendered frames and motion history.\"},\"tunes\":{}},{\"id\":\"p-base-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"If the base game is already delivering unstable frame times, severe CPU stalls or irregular motion information, generating more frames does not remove the original root cause.\"},\"tunes\":{}},{\"id\":\"p-base-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"The display can become denser while the underlying simulation or rendering cadence remains weak.\"},\"tunes\":{}},{\"id\":\"healthy-base\",\"type\":\"callout\",\"data\":{\"variant\":\"success\",\"title\":\"The useful rule\",\"body\":\"Frame generation works best as a \u003Cstrong>multiplier of a healthy base pipeline\u003C\u002Fstrong>, not as a replacement for diagnosing bad base performance.\"},\"tunes\":{}},{\"id\":\"ref-frametime\",\"type\":\"referralArticle\",\"data\":{\"url\":\"https:\u002F\u002Ffigure.rocks\u002Fblog\u002Fwhy-120-fps-can-still-feel-bad-frame-time-1-lows-and-stutter-explained\",\"title\":\"Why 120 FPS Can Still Feel Bad: Frame Time, 1% Lows and Stutter Explained\",\"excerpt\":\"Why average FPS can hide unstable frame delivery and how to diagnose slow frames instead of trusting one number.\",\"ctaLabel\":\"Read the frame-time guide\"},\"tunes\":{}},{\"id\":\"h-test\",\"type\":\"header\",\"data\":{\"text\":\"The Rendered-Generated-Responsive Test\",\"level\":2},\"tunes\":{}},{\"id\":\"test-flow\",\"type\":\"processFlow\",\"data\":{\"title\":\"How to test XeSS 3 without mixing different metrics\",\"orientation\":\"auto\",\"steps\":[{\"label\":\"1. Measure the base game\",\"description\":\"Run with frame generation disabled and record conventional FPS, frame times and latency if available.\"},{\"label\":\"2. Enable Super Resolution\",\"description\":\"Measure how much conventional GPU rendering load is reduced and whether image quality remains stable.\"},{\"label\":\"3. Enable Frame Generation or MFG\",\"description\":\"Measure final displayed FPS and frame pacing separately from base rendered performance.\"},{\"label\":\"4. Enable Xe Low Latency\",\"description\":\"Measure responsiveness rather than assuming the higher output rate guarantees lower latency.\"},{\"label\":\"5. Check artifacts\",\"description\":\"Inspect UI, fast camera motion, particles, transparency and disocclusion areas where generated frames can fail.\"},{\"label\":\"6. Repeat the same workload\",\"description\":\"Use identical scenes or benchmark sequences so each layer can be compared fairly.\"}]},\"tunes\":{}},{\"id\":\"h-artifacts\",\"type\":\"header\",\"data\":{\"text\":\"Why UI and disocclusion are difficult for frame generation\",\"level\":2},\"tunes\":{}},{\"id\":\"p-art-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Frame generation predicts visual information between two rendered states. That is easiest when motion is smooth and the visible scene remains predictable.\"},\"tunes\":{}},{\"id\":\"p-art-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"Fast camera turns, newly revealed objects, particles, transparency and static UI elements create harder cases because the generated frame has to infer information that may not exist cleanly in the previous image.\"},\"tunes\":{}},{\"id\":\"p-art-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"That is why generated-frame quality must be judged in motion rather than from screenshots.\"},\"tunes\":{}},{\"id\":\"h-hardware\",\"type\":\"header\",\"data\":{\"text\":\"Intel hardware acceleration matters\",\"level\":2},\"tunes\":{}},{\"id\":\"p-hw-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Intel's XeSS technologies are designed to use the dedicated AI capabilities available on Intel Arc hardware for their highest-performance paths.\"},\"tunes\":{}},{\"id\":\"p-hw-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"XeSS Super Resolution also has broader cross-vendor support, which is one reason the XeSS name can refer to different execution paths depending on the GPU.\"},\"tunes\":{}},{\"id\":\"p-hw-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"XeSS 3 Multi Frame Generation, however, is currently described by Intel as a feature introduced on Intel hardware.\"},\"tunes\":{}},{\"id\":\"support-note\",\"type\":\"callout\",\"data\":{\"variant\":\"note\",\"title\":\"Do not assume every XeSS feature has identical GPU support\",\"body\":\"Super Resolution, Frame Generation, Multi Frame Generation and Xe Low Latency can have different hardware and integration requirements.\"},\"tunes\":{}},{\"id\":\"h-map\",\"type\":\"header\",\"data\":{\"text\":\"The XeSS Feature Map\",\"level\":2},\"tunes\":{}},{\"id\":\"feature-map\",\"type\":\"table\",\"data\":{\"withHeadings\":true,\"stretched\":false,\"content\":[[\"Feature\",\"Main job\",\"Primary thing to measure\"],[\"XeSS Super Resolution\",\"Reconstruct higher-resolution image\",\"Image quality + conventional FPS\"],[\"XeSS Frame Generation\",\"Add one or more generated frames\",\"Displayed FPS + artifacts + pacing\"],[\"XeSS Multi Frame Generation\",\"Generate up to three AI frames per rendered frame on supported Intel hardware\",\"Displayed throughput + artifacts + pacing\"],[\"Xe Low Latency\",\"Reduce input-to-display delay\",\"Latency\"],[\"Base renderer\",\"Produce simulation-driven frames\",\"Native\u002Frendered FPS + frame time\"]]},\"tunes\":{}},{\"id\":\"h-compare\",\"type\":\"header\",\"data\":{\"text\":\"Why XeSS 3 should be compared layer by layer, not brand by brand\",\"level\":2},\"tunes\":{}},{\"id\":\"p-compare-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"A simple “XeSS vs DLSS vs FSR” chart often hides more than it explains.\"},\"tunes\":{}},{\"id\":\"p-compare-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"The useful comparison is feature against feature: upscaling against upscaling, generated-frame quality against generated-frame quality, low-latency behavior against low-latency behavior.\"},\"tunes\":{}},{\"id\":\"p-compare-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"Otherwise one product may be judged by displayed FPS while another is judged by native rendering quality.\"},\"tunes\":{}},{\"id\":\"ref-dlss\",\"type\":\"referralArticle\",\"data\":{\"url\":\"https:\u002F\u002Ffigure.rocks\u002Fblog\u002Fdlss-4-5-6x-why-300-fps-does-not-mean-the-game-is-rendering-300-frames\",\"title\":\"DLSS 4.5 6X: Why 300 FPS Does Not Mean the Game Is Rendering 300 Frames\",\"excerpt\":\"A companion guide explaining rendered FPS, generated FPS and why latency must be measured separately when Multi Frame Generation is active.\",\"ctaLabel\":\"Read the DLSS generated-FPS guide\"},\"tunes\":{}},{\"id\":\"ref-fsr\",\"type\":\"referralArticle\",\"data\":{\"url\":\"https:\u002F\u002Ffigure.rocks\u002Fblog\u002Famd-fsr-redstone-is-not-just-fsr-4-upscaling-frame-generation-ray-regeneration-and-radiance-caching-explained\",\"title\":\"AMD FSR Redstone Is Not Just FSR 4: Upscaling, Frame Generation, Ray Regeneration and Radiance Caching Explained\",\"excerpt\":\"How AMD split FSR into separate neural-rendering technologies and why each feature needs its own performance metric.\",\"ctaLabel\":\"Read the FSR Redstone guide\"},\"tunes\":{}},{\"id\":\"h-not4x\",\"type\":\"header\",\"data\":{\"text\":\"Why 4× frames does not mean 4× responsiveness\",\"level\":2},\"tunes\":{}},{\"id\":\"p-not4x-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"A generated frame improves what the display shows between traditionally rendered frames. It does not create a new CPU simulation step for every generated image.\"},\"tunes\":{}},{\"id\":\"p-not4x-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"Therefore, four displayed frames derived from one rendered frame do not mean the player receives four independent simulation updates.\"},\"tunes\":{}},{\"id\":\"p-not4x-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"This is not a flaw in the technology. It is simply a different type of performance improvement.\"},\"tunes\":{}},{\"id\":\"h-useful\",\"type\":\"header\",\"data\":{\"text\":\"When Multi Frame Generation is most useful\",\"level\":2},\"tunes\":{}},{\"id\":\"useful-table\",\"type\":\"table\",\"data\":{\"withHeadings\":true,\"stretched\":false,\"content\":[[\"Scenario\",\"Why MFG can help\"],[\"High-refresh display\",\"More presented frames can better use 144 Hz, 240 Hz and higher panels\"],[\"Heavy graphics workload\",\"Generated frames can increase presentation rate without conventionally rendering every displayed frame\"],[\"Single-player visual smoothness\",\"Camera motion can look substantially smoother when pacing remains stable\"],[\"CPU-limited rendering\",\"Displayed FPS can rise beyond the conventional render cadence, although the CPU simulation limit still exists\"],[\"Already unstable base frame times\",\"Less ideal — generated frames do not remove the original stutter source\"]]},\"tunes\":{}},{\"id\":\"h-change\",\"type\":\"header\",\"data\":{\"text\":\"What would change this answer?\",\"level\":2},\"tunes\":{}},{\"id\":\"p-change-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Intel can expand XeSS 3 hardware support, change model versions and improve generated-frame quality through future SDK and driver releases.\"},\"tunes\":{}},{\"id\":\"p-change-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"The current architectural distinction will still matter: reconstruction, generated frames and latency optimization solve different problems even if the specific implementation changes.\"},\"tunes\":{}},{\"id\":\"h-limit\",\"type\":\"header\",\"data\":{\"text\":\"Limitations\",\"level\":2},\"tunes\":{}},{\"id\":\"p-limit-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Intel's public XeSS pages describe supported capabilities and intended behavior, but they are not independent benchmarks. Actual image quality, frame-generation artifacts, latency and scaling vary by game, GPU, resolution and integration quality.\"},\"tunes\":{}},{\"id\":\"p-limit-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"The “up to four displayed frames” explanation is a conceptual maximum based on Intel's stated support for up to three generated frames per rendered frame. Real output and pacing depend on the running game and implementation.\"},\"tunes\":{}},{\"id\":\"h-conclusion\",\"type\":\"header\",\"data\":{\"text\":\"Conclusion\",\"level\":2},\"tunes\":{}},{\"id\":\"p-conc-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"XeSS 3 makes the XeSS name broader than many gamers realize.\"},\"tunes\":{}},{\"id\":\"p-conc-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"Super Resolution reconstructs the image. Frame Generation increases displayed frame output. Multi Frame Generation can add up to three AI-generated frames for every rendered frame on supported Intel hardware. Xe Low Latency works on the responsiveness side.\"},\"tunes\":{}},{\"id\":\"p-conc-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"The clean way to judge XeSS 3 is therefore to separate three questions: how good is the reconstructed image, how smooth is the generated frame stream, and how responsive is the underlying game?\"},\"tunes\":{}},{\"id\":\"h-faq\",\"type\":\"header\",\"data\":{\"text\":\"FAQ\",\"level\":2},\"tunes\":{}},{\"id\":\"faq\",\"type\":\"faq\",\"data\":{\"title\":\"Intel XeSS 3 in plain English\",\"items\":[{\"id\":\"faq1\",\"question\":\"What is XeSS 3?\",\"answer\":\"XeSS 3 is Intel's current XeSS suite combining Super Resolution, Frame Generation, Multi Frame Generation and Xe Low Latency.\"},{\"id\":\"faq2\",\"question\":\"How many frames can XeSS 3 Multi Frame Generation create?\",\"answer\":\"Intel says XeSS 3 can generate up to three AI-generated frames per rendered frame on supported Intel hardware, producing up to four displayed frames from one traditionally rendered frame.\"},{\"id\":\"faq3\",\"question\":\"Is XeSS 3 the same as XeSS Super Resolution?\",\"answer\":\"No. Super Resolution is only one part of the XeSS 3 stack.\"},{\"id\":\"faq4\",\"question\":\"Does 4× displayed FPS mean the game is running 4× faster internally?\",\"answer\":\"No. Generated frames increase presentation output, but they do not create four independent CPU simulation updates for every base rendered frame.\"},{\"id\":\"faq5\",\"question\":\"What does Xe Low Latency do?\",\"answer\":\"It is designed to reduce input-to-screen latency by optimizing the CPU-to-display path.\"},{\"id\":\"faq6\",\"question\":\"Should XeSS, DLSS and FSR be compared only by final FPS?\",\"answer\":\"No. Compare upscaling quality, base rendered performance, generated-frame quality, frame pacing and latency separately.\"}]},\"tunes\":{}},{\"id\":\"h-glossary\",\"type\":\"header\",\"data\":{\"text\":\"Glossary\",\"level\":2},\"tunes\":{}},{\"id\":\"glossary\",\"type\":\"glossary\",\"data\":{\"title\":\"Key XeSS 3 terms\",\"entries\":[{\"term\":\"XeSS Super Resolution\",\"definition\":\"Intel's AI-based temporal upscaling and anti-aliasing technology that reconstructs a higher-resolution output from lower-resolution rendering inputs.\",\"anchor\":\"xess-super-resolution\"},{\"term\":\"XeSS Frame Generation\",\"definition\":\"Intel technology that generates intermediate frames to increase the displayed frame stream.\",\"anchor\":\"xess-frame-generation\"},{\"term\":\"XeSS Multi Frame Generation\",\"definition\":\"XeSS 3 feature that can generate up to three AI frames for each traditionally rendered frame on supported Intel hardware.\",\"anchor\":\"xess-multi-frame-generation\"},{\"term\":\"Xe Low Latency\",\"definition\":\"Intel technology designed to reduce the delay between CPU work and 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documentation covering XeSS Super Resolution, Frame Generation, Multi Frame Generation and Xe Low Latency.\"}},\"tunes\":{}},{\"id\":\"src-intel-xess-gaming\",\"type\":\"linkTool\",\"data\":{\"link\":\"https:\u002F\u002Fgame.intel.com\u002Fus\u002Fxess-gaming\u002F\",\"meta\":{\"image\":{\"url\":\"\"},\"title\":\"Intel Gaming Access — XeSS 3\",\"description\":\"Official Intel gaming overview of XeSS 3 and its AI-driven performance and responsiveness technologies.\"}},\"tunes\":{}},{\"id\":\"src-intel-games\",\"type\":\"linkTool\",\"data\":{\"link\":\"https:\u002F\u002Fgame.intel.com\u002Fus\u002Fxess-enabled-games\u002F\",\"meta\":{\"image\":{\"url\":\"\"},\"title\":\"Intel Gaming Access — XeSS Enabled Games\",\"description\":\"Official Intel compatibility page showing the feature breakdown between XeSS, XeSS 2 and XeSS 3 including Multi Frame Generation.\"}},\"tunes\":{}},{\"id\":\"src-intel-sr-guide\",\"type\":\"linkTool\",\"data\":{\"link\":\"https:\u002F\u002Fwww.intel.com\u002Fcontent\u002Fwww\u002Fus\u002Fen\u002Fdeveloper\u002Farticles\u002Ftechnical\u002Fxess-sr-developer-guide.html\",\"meta\":{\"image\":{\"url\":\"\"},\"title\":\"Intel Developer — XeSS Super Resolution Developer Guide\",\"description\":\"Official technical guide explaining XeSS Super Resolution inputs, temporal reconstruction and quality modes.\"}},\"tunes\":{}}],\"version\":\"2.31.6\"}",{"time":1172,"blocks":1173,"version":1644},1790378534476,[1174,1178,1183,1188,1192,1196,1200,1204,1208,1212,1229,1233,1237,1241,1262,1267,1271,1275,1279,1283,1287,1291,1307,1311,1315,1319,1323,1327,1331,1335,1339,1343,1348,1355,1359,1382,1386,1390,1394,1398,1402,1406,1410,1414,1419,1423,1451,1455,1459,1463,1467,1474,1481,1485,1489,1493,1497,1501,1523,1527,1531,1535,1539,1543,1547,1551,1555,1559,1563,1567,1590,1594,1613,1617,1624,1630,1637],{"id":541,"data":1175,"type":544,"tunes":1177},{"text":1176},"XeSS 3 is easy to misunderstand if you think of XeSS only as Intel's upscaler. In 2026, Intel's XeSS stack includes Super Resolution, Frame Generation, Multi Frame Generation and Xe Low Latency. Those features solve different parts of the rendering and responsiveness problem.",{},{"id":547,"data":1179,"type":552,"tunes":1182},{"body":1180,"title":1181,"variant":551},"\u003Cstrong>XeSS 3 is a graphics suite, not one feature.\u003C\u002Fstrong> XeSS Super Resolution reconstructs a higher-resolution image, XeSS Frame Generation inserts AI-generated frames, XeSS 3 Multi Frame Generation can add up to three AI-generated frames per rendered frame on supported Intel hardware, and Xe Low Latency reduces the delay between CPU work and what reaches the display.","Direct answer",{},{"id":555,"data":1184,"type":552,"tunes":1187},{"body":1185,"title":1186,"variant":559},"Once frame generation is enabled, \u003Cstrong>displayed FPS is no longer the same thing as traditionally rendered FPS\u003C\u002Fstrong>. And once low-latency technology is part of the stack, responsiveness must be measured separately from raw frame output.","Why this matters",{},{"id":562,"data":1189,"type":566,"tunes":1191},{"title":1190,"maxLevel":565,"minLevel":47},"Contents",{},{"id":569,"data":1193,"type":572,"tunes":1195},{"text":1194,"level":47},"XeSS is no longer just upscaling",{},{"id":575,"data":1197,"type":544,"tunes":1199},{"text":1198},"The original XeSS story was straightforward: render at a lower internal resolution and reconstruct a higher-resolution image with AI-based temporal techniques.",{},{"id":580,"data":1201,"type":544,"tunes":1203},{"text":1202},"XeSS 2 added more than image reconstruction by combining Super Resolution, Frame Generation and Xe Low Latency.",{},{"id":585,"data":1205,"type":544,"tunes":1207},{"text":1206},"XeSS 3 extends that stack with Multi Frame Generation, which Intel says can generate up to three AI frames for each traditionally rendered frame on supported Intel hardware.",{},{"id":590,"data":1209,"type":572,"tunes":1211},{"text":1210,"level":47},"The XeSS 3 Four-Layer Stack",{},{"id":595,"data":1213,"type":612,"tunes":1228},{"steps":1214,"title":1227,"orientation":611},[1215,1218,1221,1224],{"label":1216,"description":1217},"1. XeSS Super Resolution","Reconstructs a higher-resolution image from a lower-resolution render using temporal and AI-based information.",{"label":1219,"description":1220},"2. XeSS Frame Generation","Generates additional frames between rendered frames to increase the displayed frame stream.",{"label":1222,"description":1223},"3. XeSS Multi Frame Generation","XeSS 3 can generate up to three AI frames per rendered frame on supported Intel hardware, producing up to four displayed frames from one traditionally rendered frame.",{"label":1225,"description":1226},"4. Xe Low Latency","Optimizes the CPU-to-display path so higher frame output does not automatically come with unnecessary extra latency.","Four different jobs inside XeSS 3",{},{"id":615,"data":1230,"type":572,"tunes":1232},{"text":1231,"level":47},"What “up to 4× the frames” actually means",{},{"id":620,"data":1234,"type":544,"tunes":1236},{"text":1235},"Intel describes XeSS 3 Multi Frame Generation as producing up to three AI-generated frames for every rendered frame.",{},{"id":625,"data":1238,"type":544,"tunes":1240},{"text":1239},"Conceptually, one traditionally rendered frame plus three generated frames can produce four displayed frames.",{},{"id":630,"data":1242,"type":657,"tunes":1261},{"rows":1243,"title":1253,"layout":646,"columns":1254},[1244,1247,1250],{"id":634,"label":1245,"values":1246},"No frame generation",[13,13,13],{"id":638,"label":1248,"values":1249},"Standard frame generation",[13,13,13],{"id":642,"label":1251,"values":1252},"XeSS 3 Multi Frame Generation",[13,13,13],"Rendered vs generated frames",[1255,1257,1259],{"id":649,"label":1256},"Traditionally rendered frames",{"id":652,"label":1258},"AI-generated frames",{"id":655,"label":1260},"Potential displayed frames",{},{"id":660,"data":1263,"type":552,"tunes":1266},{"body":1264,"title":1265,"variant":664},"A displayed 240 FPS with Multi Frame Generation does \u003Cstrong>not\u003C\u002Fstrong> mean the game engine conventionally simulated and rendered 240 completely new frames every second.","Do not read the final FPS counter as the engine's native render rate",{},{"id":667,"data":1268,"type":572,"tunes":1270},{"text":1269,"level":47},"XeSS Super Resolution still does a different job",{},{"id":672,"data":1272,"type":544,"tunes":1274},{"text":1273},"XeSS Super Resolution operates before the final display output. Intel describes it as AI-based temporal super sampling and anti-aliasing that takes a lower-resolution jittered color buffer together with motion vectors and depth, then reconstructs an anti-aliased image at the target resolution.",{},{"id":677,"data":1276,"type":544,"tunes":1278},{"text":1277},"That means Super Resolution reduces the amount of conventional pixel rendering work. Frame Generation does not replace that function; it changes the number of frames presented after rendered frames already exist.",{},{"id":682,"data":1280,"type":544,"tunes":1282},{"text":1281},"This is why an XeSS benchmark should say whether it is measuring Super Resolution, Frame Generation, Multi Frame Generation, or a combination.",{},{"id":687,"data":1284,"type":572,"tunes":1286},{"text":1285,"level":47},"The Output vs Response Split",{},{"id":692,"data":1288,"type":544,"tunes":1290},{"text":1289},"The most important way to understand XeSS 3 is to separate output rate from response latency.",{},{"id":697,"data":1292,"type":657,"tunes":1306},{"rows":1293,"title":1300,"layout":646,"columns":1301},[1294,1297],{"id":701,"label":1295,"values":1296},"How smooth does motion look?",[13,13],{"id":705,"label":1298,"values":1299},"How fast does the game react?",[13,13],"Two different performance questions",[1302,1304],{"id":711,"label":1303},"Question",{"id":714,"label":1305},"What matters",{},{"id":718,"data":1308,"type":544,"tunes":1310},{"text":1309},"Higher displayed FPS can improve visual smoothness. It does not automatically prove that player input is processed at the same rate.",{},{"id":723,"data":1312,"type":572,"tunes":1314},{"text":1313,"level":47},"What Xe Low Latency does",{},{"id":728,"data":1316,"type":544,"tunes":1318},{"text":1317},"Intel's Xe Low Latency technology is designed to reduce input-to-screen latency by optimizing the time between CPU processing and final frame display.",{},{"id":733,"data":1320,"type":544,"tunes":1322},{"text":1321},"That role is especially important once frame generation is active because frame interpolation adds more work to the presentation pipeline.",{},{"id":738,"data":1324,"type":544,"tunes":1326},{"text":1325},"The correct way to judge the stack is therefore not “XeSS 3 shows more FPS, so latency must be better.” Smoothness and responsiveness need separate measurements.",{},{"id":743,"data":1328,"type":572,"tunes":1330},{"text":1329,"level":47},"Why Multi Frame Generation helps most when the base pipeline is already healthy",{},{"id":748,"data":1332,"type":544,"tunes":1334},{"text":1333},"Generated frames are built from information provided by real rendered frames and motion history.",{},{"id":753,"data":1336,"type":544,"tunes":1338},{"text":1337},"If the base game is already delivering unstable frame times, severe CPU stalls or irregular motion information, generating more frames does not remove the original root cause.",{},{"id":758,"data":1340,"type":544,"tunes":1342},{"text":1341},"The display can become denser while the underlying simulation or rendering cadence remains weak.",{},{"id":763,"data":1344,"type":552,"tunes":1347},{"body":1345,"title":1346,"variant":767},"Frame generation works best as a \u003Cstrong>multiplier of a healthy base pipeline\u003C\u002Fstrong>, not as a replacement for diagnosing bad base performance.","The useful rule",{},{"id":770,"data":1349,"type":776,"tunes":1354},{"url":1350,"title":1351,"excerpt":1352,"ctaLabel":1353},"https:\u002F\u002Ffigure.rocks\u002Fblog\u002Fwhy-120-fps-can-still-feel-bad-frame-time-1-lows-and-stutter-explained","Why 120 FPS Can Still Feel Bad: Frame Time, 1% Lows and Stutter Explained","Why average FPS can hide unstable frame delivery and how to diagnose slow frames instead of trusting one number.","Read the frame-time guide",{},{"id":779,"data":1356,"type":572,"tunes":1358},{"text":1357,"level":47},"The Rendered-Generated-Responsive Test",{},{"id":784,"data":1360,"type":612,"tunes":1381},{"steps":1361,"title":1380,"orientation":611},[1362,1365,1368,1371,1374,1377],{"label":1363,"description":1364},"1. Measure the base game","Run with frame generation disabled and record conventional FPS, frame times and latency if available.",{"label":1366,"description":1367},"2. Enable Super Resolution","Measure how much conventional GPU rendering load is reduced and whether image quality remains stable.",{"label":1369,"description":1370},"3. Enable Frame Generation or MFG","Measure final displayed FPS and frame pacing separately from base rendered performance.",{"label":1372,"description":1373},"4. Enable Xe Low Latency","Measure responsiveness rather than assuming the higher output rate guarantees lower latency.",{"label":1375,"description":1376},"5. Check artifacts","Inspect UI, fast camera motion, particles, transparency and disocclusion areas where generated frames can fail.",{"label":1378,"description":1379},"6. Repeat the same workload","Use identical scenes or benchmark sequences so each layer can be compared fairly.","How to test XeSS 3 without mixing different metrics",{},{"id":808,"data":1383,"type":572,"tunes":1385},{"text":1384,"level":47},"Why UI and disocclusion are difficult for frame generation",{},{"id":813,"data":1387,"type":544,"tunes":1389},{"text":1388},"Frame generation predicts visual information between two rendered states. That is easiest when motion is smooth and the visible scene remains predictable.",{},{"id":818,"data":1391,"type":544,"tunes":1393},{"text":1392},"Fast camera turns, newly revealed objects, particles, transparency and static UI elements create harder cases because the generated frame has to infer information that may not exist cleanly in the previous image.",{},{"id":823,"data":1395,"type":544,"tunes":1397},{"text":1396},"That is why generated-frame quality must be judged in motion rather than from screenshots.",{},{"id":828,"data":1399,"type":572,"tunes":1401},{"text":1400,"level":47},"Intel hardware acceleration matters",{},{"id":833,"data":1403,"type":544,"tunes":1405},{"text":1404},"Intel's XeSS technologies are designed to use the dedicated AI capabilities available on Intel Arc hardware for their highest-performance paths.",{},{"id":838,"data":1407,"type":544,"tunes":1409},{"text":1408},"XeSS Super Resolution also has broader cross-vendor support, which is one reason the XeSS name can refer to different execution paths depending on the GPU.",{},{"id":843,"data":1411,"type":544,"tunes":1413},{"text":1412},"XeSS 3 Multi Frame Generation, however, is currently described by Intel as a feature introduced on Intel hardware.",{},{"id":848,"data":1415,"type":552,"tunes":1418},{"body":1416,"title":1417,"variant":559},"Super Resolution, Frame Generation, Multi Frame Generation and Xe Low Latency can have different hardware and integration requirements.","Do not assume every XeSS feature has identical GPU support",{},{"id":854,"data":1420,"type":572,"tunes":1422},{"text":1421,"level":47},"The XeSS Feature Map",{},{"id":859,"data":1424,"type":646,"tunes":1450},{"content":1425,"stretched":886,"withHeadings":15},[1426,1430,1434,1438,1442,1446],[1427,1428,1429],"Feature","Main job","Primary thing to measure",[1431,1432,1433],"XeSS Super Resolution","Reconstruct higher-resolution image","Image quality + conventional FPS",[1435,1436,1437],"XeSS Frame Generation","Add one or more generated frames","Displayed FPS + artifacts + pacing",[1439,1440,1441],"XeSS Multi Frame Generation","Generate up to three AI frames per rendered frame on supported Intel hardware","Displayed throughput + artifacts + pacing",[1443,1444,1445],"Xe Low Latency","Reduce input-to-display delay","Latency",[1447,1448,1449],"Base renderer","Produce simulation-driven frames","Native\u002Frendered FPS + frame time",{},{"id":889,"data":1452,"type":572,"tunes":1454},{"text":1453,"level":47},"Why XeSS 3 should be compared layer by layer, not brand by brand",{},{"id":894,"data":1456,"type":544,"tunes":1458},{"text":1457},"A simple “XeSS vs DLSS vs FSR” chart often hides more than it explains.",{},{"id":899,"data":1460,"type":544,"tunes":1462},{"text":1461},"The useful comparison is feature against feature: upscaling against upscaling, generated-frame quality against generated-frame quality, low-latency behavior against low-latency behavior.",{},{"id":904,"data":1464,"type":544,"tunes":1466},{"text":1465},"Otherwise one product may be judged by displayed FPS while another is judged by native rendering quality.",{},{"id":909,"data":1468,"type":776,"tunes":1473},{"url":1469,"title":1470,"excerpt":1471,"ctaLabel":1472},"https:\u002F\u002Ffigure.rocks\u002Fblog\u002Fdlss-4-5-6x-why-300-fps-does-not-mean-the-game-is-rendering-300-frames","DLSS 4.5 6X: Why 300 FPS Does Not Mean the Game Is Rendering 300 Frames","A companion guide explaining rendered FPS, generated FPS and why latency must be measured separately when Multi Frame Generation is active.","Read the DLSS generated-FPS guide",{},{"id":917,"data":1475,"type":776,"tunes":1480},{"url":1476,"title":1477,"excerpt":1478,"ctaLabel":1479},"https:\u002F\u002Ffigure.rocks\u002Fblog\u002Famd-fsr-redstone-is-not-just-fsr-4-upscaling-frame-generation-ray-regeneration-and-radiance-caching-explained","AMD FSR Redstone Is Not Just FSR 4: Upscaling, Frame Generation, Ray Regeneration and Radiance Caching Explained","How AMD split FSR into separate neural-rendering technologies and why each feature needs its own performance metric.","Read the FSR Redstone guide",{},{"id":925,"data":1482,"type":572,"tunes":1484},{"text":1483,"level":47},"Why 4× frames does not mean 4× responsiveness",{},{"id":930,"data":1486,"type":544,"tunes":1488},{"text":1487},"A generated frame improves what the display shows between traditionally rendered frames. It does not create a new CPU simulation step for every generated image.",{},{"id":935,"data":1490,"type":544,"tunes":1492},{"text":1491},"Therefore, four displayed frames derived from one rendered frame do not mean the player receives four independent simulation updates.",{},{"id":940,"data":1494,"type":544,"tunes":1496},{"text":1495},"This is not a flaw in the technology. It is simply a different type of performance improvement.",{},{"id":945,"data":1498,"type":572,"tunes":1500},{"text":1499,"level":47},"When Multi Frame Generation is most useful",{},{"id":950,"data":1502,"type":646,"tunes":1522},{"content":1503,"stretched":886,"withHeadings":15},[1504,1507,1510,1513,1516,1519],[1505,1506],"Scenario","Why MFG can help",[1508,1509],"High-refresh display","More presented frames can better use 144 Hz, 240 Hz and higher panels",[1511,1512],"Heavy graphics workload","Generated frames can increase presentation rate without conventionally rendering every displayed frame",[1514,1515],"Single-player visual smoothness","Camera motion can look substantially smoother when pacing remains stable",[1517,1518],"CPU-limited rendering","Displayed FPS can rise beyond the conventional render cadence, although the CPU simulation limit still exists",[1520,1521],"Already unstable base frame times","Less ideal — generated frames do not remove the original stutter source",{},{"id":973,"data":1524,"type":572,"tunes":1526},{"text":1525,"level":47},"What would change this answer?",{},{"id":978,"data":1528,"type":544,"tunes":1530},{"text":1529},"Intel can expand XeSS 3 hardware support, change model versions and improve generated-frame quality through future SDK and driver releases.",{},{"id":983,"data":1532,"type":544,"tunes":1534},{"text":1533},"The current architectural distinction will still matter: reconstruction, generated frames and latency optimization solve different problems even if the specific implementation changes.",{},{"id":988,"data":1536,"type":572,"tunes":1538},{"text":1537,"level":47},"Limitations",{},{"id":993,"data":1540,"type":544,"tunes":1542},{"text":1541},"Intel's public XeSS pages describe supported capabilities and intended behavior, but they are not independent benchmarks. Actual image quality, frame-generation artifacts, latency and scaling vary by game, GPU, resolution and integration quality.",{},{"id":998,"data":1544,"type":544,"tunes":1546},{"text":1545},"The “up to four displayed frames” explanation is a conceptual maximum based on Intel's stated support for up to three generated frames per rendered frame. Real output and pacing depend on the running game and implementation.",{},{"id":1003,"data":1548,"type":572,"tunes":1550},{"text":1549,"level":47},"Conclusion",{},{"id":1008,"data":1552,"type":544,"tunes":1554},{"text":1553},"XeSS 3 makes the XeSS name broader than many gamers realize.",{},{"id":1013,"data":1556,"type":544,"tunes":1558},{"text":1557},"Super Resolution reconstructs the image. Frame Generation increases displayed frame output. Multi Frame Generation can add up to three AI-generated frames for every rendered frame on supported Intel hardware. Xe Low Latency works on the responsiveness side.",{},{"id":1018,"data":1560,"type":544,"tunes":1562},{"text":1561},"The clean way to judge XeSS 3 is therefore to separate three questions: how good is the reconstructed image, how smooth is the generated frame stream, and how responsive is the underlying game?",{},{"id":1023,"data":1564,"type":572,"tunes":1566},{"text":1565,"level":47},"FAQ",{},{"id":1028,"data":1568,"type":1028,"tunes":1589},{"items":1569,"title":1588},[1570,1573,1576,1579,1582,1585],{"id":1032,"answer":1571,"question":1572},"XeSS 3 is Intel's current XeSS suite combining Super Resolution, Frame Generation, Multi Frame Generation and Xe Low Latency.","What is XeSS 3?",{"id":1036,"answer":1574,"question":1575},"Intel says XeSS 3 can generate up to three AI-generated frames per rendered frame on supported Intel hardware, producing up to four displayed frames from one traditionally rendered frame.","How many frames can XeSS 3 Multi Frame Generation create?",{"id":1040,"answer":1577,"question":1578},"No. Super Resolution is only one part of the XeSS 3 stack.","Is XeSS 3 the same as XeSS Super Resolution?",{"id":1044,"answer":1580,"question":1581},"No. Generated frames increase presentation output, but they do not create four independent CPU simulation updates for every base rendered frame.","Does 4× displayed FPS mean the game is running 4× faster internally?",{"id":1048,"answer":1583,"question":1584},"It is designed to reduce input-to-screen latency by optimizing the CPU-to-display path.","What does Xe Low Latency do?",{"id":1052,"answer":1586,"question":1587},"No. Compare upscaling quality, base rendered performance, generated-frame quality, frame pacing and latency separately.","Should XeSS, DLSS and FSR be compared only by final FPS?","Intel XeSS 3 in plain English",{},{"id":1058,"data":1591,"type":572,"tunes":1593},{"text":1592,"level":47},"Glossary",{},{"id":1063,"data":1595,"type":1063,"tunes":1612},{"title":1596,"entries":1597},"Key XeSS 3 terms",[1598,1600,1602,1604,1606,1609],{"term":1431,"anchor":1069,"definition":1599},"Intel's AI-based temporal upscaling and anti-aliasing technology that reconstructs a higher-resolution output from lower-resolution rendering inputs.",{"term":1435,"anchor":1073,"definition":1601},"Intel technology that generates intermediate frames to increase the displayed frame stream.",{"term":1439,"anchor":1077,"definition":1603},"XeSS 3 feature that can generate up to three AI frames for each traditionally rendered frame on supported Intel hardware.",{"term":1443,"anchor":1081,"definition":1605},"Intel technology designed to reduce the delay between CPU work and the visible frame on the display.",{"term":1607,"anchor":1085,"definition":1608},"Four-Layer Stack","A Figure Rocks model separating XeSS Super Resolution, Frame Generation, Multi Frame Generation and Xe Low Latency by function.",{"term":1610,"anchor":1088,"definition":1611},"Rendered-Generated-Responsive Test","A Figure Rocks workflow for measuring base rendered performance, generated-frame output and latency as separate metrics.",{},{"id":1092,"data":1614,"type":572,"tunes":1616},{"text":1615,"level":47},"Primary sources",{},{"id":1097,"data":1618,"type":1104,"tunes":1623},{"link":1099,"meta":1619},{"image":1620,"title":1621,"description":1622},{"url":13},"Intel Developer — XeSS 3 for Developers","Official Intel developer documentation covering XeSS Super Resolution, Frame Generation, Multi Frame Generation and Xe Low Latency.",{},{"id":1107,"data":1625,"type":1104,"tunes":1629},{"link":1109,"meta":1626},{"image":1627,"title":1112,"description":1628},{"url":13},"Official Intel gaming overview of XeSS 3 and its AI-driven performance and responsiveness technologies.",{},{"id":1116,"data":1631,"type":1104,"tunes":1636},{"link":1118,"meta":1632},{"image":1633,"title":1634,"description":1635},{"url":13},"Intel Gaming Access — XeSS Enabled Games","Official Intel compatibility page showing the feature breakdown between XeSS, XeSS 2 and XeSS 3 including Multi Frame Generation.",{},{"id":1125,"data":1638,"type":1104,"tunes":1643},{"link":1127,"meta":1639},{"image":1640,"title":1641,"description":1642},{"url":13},"Intel Developer — XeSS Super Resolution Developer Guide","Official technical guide explaining XeSS Super Resolution inputs, temporal reconstruction and quality modes.",{},"2.31.6","XeSS 3 is no longer just Intel’s upscaler. It now combines Super Resolution, Frame Generation, Multi Frame Generation and Xe Low Latency, with up to three AI-generated frames per rendered frame on supported Intel 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