{"id":12316,"date":"2026-09-15T21:28:15","date_gmt":"2026-09-15T13:28:15","guid":{"rendered":"https:\/\/infernews.com\/blog\/lynnreal-omni-brings-text-to-video-image-to-video-human-and-hand-pose-guided-gen\/"},"modified":"2026-09-15T21:29:32","modified_gmt":"2026-09-15T13:29:32","slug":"lynnreal-omni","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/lynnreal-omni\/","title":{"rendered":"LynnReal-Omni \u628a\u5341\u5e7e\u7a2e\u5f71\u7247\u4efb\u52d9\u585e\u9032\u4e00\u500b 32B \u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/LynnReal-Omni-32B.jpg\" alt=\"LynnReal-Omni \u2014 Standard four-step and Flash three-step multimodal generation\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">LynnReal-Omni \u60f3\u89e3\u6c7a\u5605\uff0c\u4fc2\u5f71\u7247\u751f\u6210\u5de5\u5177\u93c8\u6700\u7169\u5605\u4e00\u4ef6\u4e8b\uff1a\u6bcf\u52a0\u4e00\u500b\u4efb\u52d9\uff08\u52d5\u4f5c\u63a7\u5236\u3001\u53c3\u8003\u5f71\u50cf\u3001\u98a8\u683c\u9077\u79fb\u3001\u7de8\u8f2f\u3001\u4fee\u5fa9\uff09\u5c31\u8981\u758a\u591a\u4e00\u500b\u6a21\u578b\u6216\u591a\u4e00\u5957 pipeline\u3002\u4f5c\u8005\u9078\u64c7\u7528\u4e00\u500b 32B \u5171\u4eab\u591a\u6a21\u614b\u64f4\u6563 Transformer\uff08\u8ddf MiniMax H3 \u67b6\u69cb\uff09\u4e00\u6b21\u904e\u627f\u8f09\u6587\u5b57\u751f\u5f71\u7247\u3001\u5716\u751f\u5f71\u7247\u3001\u4eba\u9ad4\u8207\u624b\u90e8\u59ff\u52e2\u63a7\u5236\u3001\u7d50\u69cb\u63a7\u5236\u3001omni-reference\u3001\u98a8\u683c\u9077\u79fb\u3001\u5f71\u7247\u7de8\u8f2f\u3001\u9000\u5316\u5f71\u7247\u4fee\u5fa9\uff0c\u4ee5\u81f3\u4e32\u6d41\u5f0f\u9577\u5f71\u7247\u751f\u6210\uff0c\u4ef2\u53ef\u4ee5\u63a5\u99c1\u5916\u89c0\u53c3\u8003\u3001\u53ef\u7de8\u8f2f 3D render\u3001\u904a\u6232\u9304\u5f71\u7b49\u7570\u8cea\u8f38\u5165\uff0c\u7b49 Agent \u53ef\u4ee5\u55ba\u540c\u4e00\u500b\u6a21\u578b\u5167\u7d44\u5408\u8996\u89ba\u689d\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u6bd4\u540c\u985e\u505a\u6cd5\uff0c\u6700\u5927\u5dee\u7570\u4fc2\u300c\u7d71\u4e00\u6846\u67b6\u300d\u800c\u975e\u300c\u4efb\u52d9\u5c08\u7528\u6a21\u578b\u300d\u3002\u6bcf\u500b\u6e90\u5e27\u7368\u7acb\u7de8\u8f2f\u518d\u7d44\u88dd\u6210\u7121\u8072 24fps \u5f71\u7247\uff0c\u6bcf\u5e27\u53ea\u9700\u56db\u6b21 DiT forward\uff0c120 \u5e27\u5373 480 \u6b21 forward\u3002\u8f38\u5165\u9650\u5236\u6e05\u695a\uff1a24fps\u3001\u5bec\u9ad8\u9700\u70ba 32 \u500d\u6578\u3001\u76ee\u524d\u53ea\u652f\u63f4 768p\uff081344\u00d7768 \u8d77\u624b\uff09\u3002\u7368\u7acb\u9010\u5e27\u7de8\u8f2f\u6703\u5e36\u4f86\u4eae\u5ea6\u6216\u5f62\u72c0\u5605\u5e27\u9593\u6296\u52d5\uff0c\u4f5c\u8005\u4ea6\u5766\u767d\u6a19\u793a\u70ba\u5df2\u77e5\u9650\u5236\u3002<\/p>\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"LynnReal-Omni\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_P5Bl2mriEmk\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FP5Bl2mriEmk%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/P5Bl2mriEmk\" \/><meta itemprop=\"duration\" content=\"PT1M55S\" \/><meta itemprop=\"uploadDate\" content=\"2026-09-13T17:02:21Z\" \/><\/div><div id=\"lyte_P5Bl2mriEmk\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FP5Bl2mriEmk%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">LynnReal-Omni<\/div><\/div><button tabindex=\"0\" class=\"play\"><\/button><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/P5Bl2mriEmk\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FP5Bl2mriEmk%2F0.jpg\" alt=\"LynnReal-Omni\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"Video diffusion models are stochastic and hard to control: precise content often requires repeated sampling without guaranteed success, and long-horizon scenes drift in appearance, interactions, and temporal coherence. Agentic visual creation provides explicit references, editable 3D scenes, or executable game states for stable control, but does not by itself guarantee high object or character fidelity. Combining the two can enable stable, high-quality generation. To realize this combination, we present LynnReal-Omni, a native multimodal video generation framework built on a 32B shared multimodal diffusion transformer that unifies text-to-video, image-conditioned generation, reference-guided generation, structural control, editing, degraded video restoration, and long-video generation. It accepts heterogeneous visual inputs\u2014appearance references, editable 3D renders, and game recordings\u2014allowing agents to compose visual conditions within a unified model. We also train a dedicated 27B Flash shared multimodal diffusion transformer for real-time rendering. We build a systematic data pipeline for video cleaning, subject association, multimodal annotation, and aligned control construction, yielding a curated corpus of multi-shot audiovisual segments, and introduce MSAVP, a 100-prompt, 20-metric evaluation design that separates instruction following, world plausibility, visual quality, temporal behavior, and audio coordination. LynnReal-Omni-Flash further reduces inference cost through model and decoding acceleration, including a lightweight VAE decoder; on one H100, warm generation and decoding of a 22-frame 540p video take 843 ms with LynnReal-Omni and 377 ms with Flash. These results provide a foundation for real-time streaming video generation, making LynnReal-Omni a unified, controllable, and efficient basis for agentic visual creation.\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u77ed\u7247\u5275\u4f5c\u8005\u3001\u904a\u6232\u6216 3D \u5718\u968a\u3001Agent \u958b\u767c\u8005\u4f86\u8b1b\uff0c\u597d\u8655\u4fc2\u5c11\u5497\u4e00\u5957\u6a21\u578b\u63a5\u99c1\u5605\u5de5\u7a0b\u6210\u672c\uff1bAgent \u53ef\u4ee5\u76f4\u63a5\u7528\u5916\u89c0\u53c3\u8003\u540c 3D render \u569f\u7d44\u88dd\u689d\u4ef6\u3002Flash \u7248\u672c\uff0827B\u3001\u4e09\u6b65\u751f\u6210\u3001\u8f15\u91cf VAE decoder\uff09\u5c07\u55ae\u5f35 H100 \u4e0a 22 \u5e27 540p \u7531 843 \u6beb\u79d2\u58d3\u5230 377 \u6beb\u79d2\uff0c\u70ba\u5be6\u6642\u6216\u4e92\u52d5\u61c9\u7528\u92ea\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u5df2\u63d0\u4f9b ComfyUI workflow \u6db5\u84cb t2v\u3001i2v\u3001r2v\u3001pose2v\u3001v2v \u5e7e\u500b\u5165\u53e3\uff0c\u4f46\u4f5c\u8005\u660e\u8a00\u4ef2\u4fc2\u65e9\u671f beta\uff0c\u8cea\u91cf\u3001\u517c\u5bb9\u6027\u540c bug \u4ecd\u7136\u5b58\u5728\uff0c\u8a13\u7df4\u4ee3\u78bc\u3001\u90e8\u5206\u8a13\u7df4\u6578\u64da\u540c\u66f4\u9ad8\u6548 DiT \u9810\u8a08\u7a0d\u5f8c\u91cb\u51fa\u3002\u6253\u7b97\u7528\u4f62\u505a\u95dc\u9375\u6d41\u7a0b\u5605\u5718\u968a\uff0c\u5b9c\u5148\u4ee5\u5c0f\u6279\u91cf\u9810\u89bd\uff08<code>--indices 0,24,48 --keep-clips<\/code>\uff09\u78ba\u8a8d\u7a69\u5b9a\u6027\u518d\u8a55\u4f30\u662f\u5426\u5f15\u5165\u751f\u7522\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u9ede\u6458\u8981\uff1a<br>\n&#8211; \u4e00\u500b 32B DiT \u6a21\u578b\u8986\u84cb\u5341\u5e7e\u7a2e\u5f71\u7247\u4efb\u52d9\uff0cAgent \u53ef\u76f4\u63a5\u7d44\u5408\u7570\u8cea\u8996\u89ba\u689d\u4ef6<br>\n&#8211; \u6bcf\u6e90\u5e27\u56db\u6b21 DiT forward\uff0c120 \u5e27\u5171 480 \u6b21\uff1b\u8f38\u5165\u9650 24fps\u3001\u5bec\u9ad8\u9700 32 \u500d\u6578\u3001768p<br>\n&#8211; Flash \u7248\u672c\u7528 27B \u52a0\u8f15\u91cf VAE\uff0c\u55ae\u5f35 H100 \u4e0a 22 \u5e27 540p \u6696\u6a5f\u751f\u6210\u8017 377 \u6beb\u79d2<br>\n&#8211; \u7368\u7acb\u9010\u5e27\u7de8\u8f2f\u6703\u7522\u751f\u5e27\u9593\u4eae\u5ea6\u8207\u5f62\u72c0\u6296\u52d5\uff0c\u5c6c\u5df2\u77e5\u9650\u5236<br>\n&#8211; ComfyUI \u652f\u63f4 t2v\u3001i2v\u3001r2v\u3001pose2v\u3001v2v\uff0c\u76ee\u524d\u5c6c\u65e9\u671f beta\uff0c\u8a13\u7df4\u4ee3\u78bc\u5c1a\u672a\u958b\u6e90<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/LynnReal-AI\/LynnReal-Omni\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/stdstu123\/LynnReal-Onmi-beta-0.1\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u500b 32B \u591a\u6a21\u614b\u64f4\u6563 Transformer\uff0c\u540c\u6642\u505a\u6587\u5b57\u751f\u5f71\u7247\u3001\u5716\u751f\u5f71\u7247\u3001\u52d5\u4f5c\u63a7\u5236\u3001\u98a8\u683c\u9077\u79fb\u3001\u5f71\u7247\u4fee\u5fa9\u540c\u9577\u5f71\u7247\u4e32\u6d41\u3002Flash \u7248\u672c\u66f4\u53ef\u55ba\u55ae\u5f35 H100 \u4e0a 377 \u6beb\u79d2\u51fa 22 \u5e27 540p \u77ed\u7247\u3002<\/p>\n","protected":false},"author":8,"featured_media":12315,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,125,116,162,76,119,127,31,30,197,38,32,132,203],"tags":[],"class_list":["post-12316","post","type-post","status-publish","format-standard","hentry","category-133","category-comfyui","category-agentic","category-ai-productions","category-76","category-119","category-127","category-video","category-image","category-framework","category-38","category-contentcreator","category-3d","category-minimax"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12316","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=12316"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12316\/revisions"}],"predecessor-version":[{"id":12317,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12316\/revisions\/12317"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12315"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12316"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12316"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12316"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}