{"id":10476,"date":"2026-07-27T17:05:16","date_gmt":"2026-07-27T09:05:16","guid":{"rendered":"https:\/\/infernews.com\/blog\/joyai-image-is-the-unified-multimodal-foundation-model-for-image-understanding-t\/"},"modified":"2026-07-27T17:06:39","modified_gmt":"2026-07-27T09:06:39","slug":"joyai-image-is-the-unified-multimodal-foundation-model-for-image-understanding-t","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/joyai-image-is-the-unified-multimodal-foundation-model-for-image-understanding-t\/","title":{"rendered":"JoyAI-Image \u60f3\u505a\u61c2\u7a7a\u9593\u7684\u5f71\u50cf\u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-e9a3a6365fb1.jpg\" alt=\"Repository image for jd-opensource\/JoyAI-Image\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6539\u5716\u6700\u6015\u6a21\u578b\u807d\u5f97\u660e\u6587\u5b57\uff0c\u537b\u6539\u58de\u539f\u672c\u5834\u666f\u7d50\u69cb\uff1b\u751f\u5716\u4ea6\u5e38\u898b\u5b57\u6392\u5f97\u5514\u6e96\u3001\u7269\u4ef6\u95dc\u4fc2\u8d70\u4f4d\u3002JoyAI-Image\u5c31\u4fc2\u671d\u4f4f\u5462\u500b\u75db\u9ede\u843d\u624b\uff0c\u5b9a\u4f4d\u5c6c\u65bc<strong>\u591a\u6a21\u614b\u57fa\u790e\u6a21\u578b<\/strong>\uff0c\u628a\u5f71\u50cf\u7406\u89e3\u3001text-to-image \u751f\u6210\u540c\u6307\u4ee4\u5f0f\u7de8\u8f2f\u653e\u5165\u540c\u4e00\u500b\u6a21\u578b\u5bb6\u65cf\uff0c\u91cd\u9ede\u8655\u7406\u7a7a\u9593\u7406\u89e3\u4e0d\u8db3\u5e36\u4f86\u7684\u5931\u771f\u8207\u5931\u63a7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5514\u4fc2\u628a\u7406\u89e3\u6a21\u578b\u540c\u751f\u6210\u6a21\u578b\u9b06\u6563\u62fc\u57cb\uff0c\u800c\u4fc2\u7528 8B Multimodal Large Language Model (MLLM) \u914d 16B Multimodal Diffusion Transformer (MMDiT)\uff0c\u5f37\u8abf\u7406\u89e3\u3001\u751f\u6210\u3001\u7de8\u8f2f\u4e4b\u9593\u7684\u9589\u74b0\u5354\u4f5c\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u6a21\u578b\u5514\u53ea\u8b80\u5716\u5f8c\u518d\u756b\u5716\uff0c\u4ef2\u6703\u5229\u7528\u8996\u89d2\u8b8a\u63db\u7b49\u751f\u6210\u7d50\u679c\u53cd\u904e\u4f86\u88dc\u5f37\u7a7a\u9593\u63a8\u7406\uff0c\u5462\u9ede\u4ee4\u5b83\u5728 grounded generation\u3001\u95dc\u4fc2\u5b9a\u4f4d\u540c\u53ef\u63a7\u7de8\u8f2f\u4e0a\u6709\u66f4\u9bae\u660e\u65b9\u5411\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u516c\u958b\u5167\u5bb9\u986f\u793a\uff0c\u90e8\u7f72\u8def\u7dda\u7b97\u5b8c\u6574\uff0c\u5df2\u63d0\u4f9b Hugging Face \u6b0a\u91cd\u3001Diffusers \u7248\u672c\u3001ComfyUI \u539f\u751f\u652f\u63f4\uff0c\u540c\u57cb\u53ef\u76f4\u63a5\u53c3\u8003\u7684 workflow\uff1b\u53e6\u5916\u4ea6\u6709 Spatial Edit \u540c General Edit \u793a\u7bc4\u7a7a\u9593\u3002\u5c0d\u5167\u5bb9\u88fd\u4f5c\u3001\u96fb\u5546\u8996\u89ba\u3001\u8a2d\u8a08\u6d41\u7a0b\u6216\u8005\u7814\u7a76\u591a\u6a21\u614b\u7de8\u8f2f\u7684\u4eba\uff0c\u8f03\u503c\u5f97\u7559\u610f\u7684\u662f\u5b83\u4e0d\u53ea\u8655\u7406\u55ae\u6b21\u4fee\u5716\uff0c\u4ef2\u60f3\u8655\u7406\u9577\u6587\u5b57\u6392\u7248\u3001\u7248\u9762\u5fe0\u5be6\u5ea6\u3001\u591a\u8996\u89d2\u751f\u6210\uff0c\u4ee5\u53ca\u300c\u6307\u5b9a\u7269\u4ef6\u79fb\u53bb\u6307\u5b9a\u4f4d\u7f6e\u300d\u5462\u985e\u5bb9\u6613\u51fa\u932f\u7684\u64cd\u4f5c\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=\"JoyAI Image Edit Plus in ComfyUI - How Does it Compare?\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_I8ccEfJS_9M\" 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%2FI8ccEfJS_9M%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/I8ccEfJS_9M\" \/><meta itemprop=\"duration\" content=\"PT13M36S\" \/><meta itemprop=\"uploadDate\" content=\"2026-07-26T15:37:08Z\" \/><\/div><div id=\"lyte_I8ccEfJS_9M\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FI8ccEfJS_9M%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">JoyAI Image Edit Plus in ComfyUI - How Does it Compare?<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/I8ccEfJS_9M\" 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%2FI8ccEfJS_9M%2F0.jpg\" alt=\"JoyAI Image Edit Plus in ComfyUI - How Does it Compare?\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"Two new INT8 models models are now supported by ComfyUI - JoyAI Image Edit and JoyAI Image Edit plus... but how do they fare again existing models such as Qwen Image Edit, Krea-2 and Flux.2 Klein? Image Edit focuses on editing of just a single image, whereas Image Edit Plus can take up to 6 image inputs. Make people carry things and change the background, remove stuff, move features around, change camera angles and more! Runs on your own PC at home! == Get Workflows! == Looking to support the channel? Or perhaps you just want to have the featured workflow READY-MADE for you? Skip the D.I.Y to jump straight in using the link below: https:\/\/www.patreon.com\/NerdyRodent\/posts\/comparing-joyai-164892125 == Join this channel to get access to perks == https:\/\/www.youtube.com\/channel\/UC4-5v-f-xKnbi1yaAuRSi_w\/join == More Links == ComfyUI - https:\/\/github.com\/Comfy-Org\/ComfyUI JoyAI Model - https:\/\/huggingface.co\/Comfy-Org\/JoyAI-Image-Edit JD OpenSource - https:\/\/huggingface.co\/jdopensource JoyAI Paper - https:\/\/arxiv.org\/abs\/2605.04128 Krea-2 Workflow Power-Up - https:\/\/youtu.be\/k6ZU1PuRvLM == Comfy Cloud == Worried your computer isn&#039;t up to the job? Think you don&#039;t have enough RAM or VRAM and don&#039;t want to even try on your own PC? Then why not jump straight to Comfy Cloud - the easiest way to use Comfy online without worry! https:\/\/www.comfy.org\/cloud (Now with FREE tier! - https:\/\/blog.comfy.org\/p\/free-tier-arrives-in-comfy-cloud) == Beginner&#039;s Guides! == Just starting out? ComfyUI has been around for a while now, but my older videos still stand strong and provide a firm base to start from. * LEARN how to get Comfy installed the RIGHT way. * Avoid those weird, obfuscated installers which stunt your learning. * Skip the confusion + any strange errors in the future from using an installer. * UNDERSTAND the workflow creation process. 1. Installing Anaconda (Python) for MS Windows Beginners - https:\/\/youtu.be\/OjOn0Q_U8cY 2. Installing ComfyUI for Beginners - https:\/\/youtu.be\/2r3uM_b3zA8 3. ComfyUI Workflows for Beginners - https:\/\/youtu.be\/VM9snsuoqBc == The VERY BEST ComfyUI Playlist! == Is this tutorial too advanced? Do you need to learn MORE before you&#039;re at this level? Don&#039;t worry - I&#039;ve got YEARS of video tutorials! Go back to where it all started and catch up in no time from a REAL HUMAN TUTOR: https:\/\/www.youtube.com\/playlist?list=PLjC8P1vEncQDahWnl_WKYsjF_tmIDXWEa == Computing == \ud83d\udd27 For a viable AI experience using your own hardware, I suggest: * Ubuntu (I am because we are) \ud83d\udc26 * An Nvidia GPU (16 GB VRAM min, 24+ GB better) * 64+ GB RAM * 2+ TB SSD * CPU with 6+ cores\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n\n<ul class=\"wp-block-list\">\n<li>\u628a\u7406\u89e3\u3001\u751f\u6210\u3001\u7de8\u8f2f\u6574\u5408\u5230\u540c\u4e00\u689d\u591a\u6a21\u614b\u6d41\u7a0b<\/li>\n\n\n\n<li>\u6838\u5fc3\u8ce3\u9ede\u4fc2\u8f03\u5f37\u7684 spatial intelligence\uff0c\u800c\u4e0d\u53ea\u662f\u756b\u9762\u66f4\u975a<\/li>\n\n\n\n<li>\u5df2\u6709 Diffusers \u8207 ComfyUI \u5169\u689d\u4f7f\u7528\u8def\u7dda\uff0c\u6e2c\u8a66\u9580\u6abb\u8f03\u7814\u7a76\u539f\u578b\u4f4e<\/li>\n\n\n\n<li>\u5ef6\u4f38\u5230 OpenSpatial data engine \u540c OpenSpatial-3M dataset\uff0c\u53cd\u6620\u5b83\u9023\u8cc7\u6599\u8207\u8a13\u7df4\u914d\u65b9\u90fd\u4e00\u4f75\u516c\u958b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6548\u80fd\u65b9\u9762\uff0c\u5132\u5b58\u5eab\u63cf\u8ff0\u96c6\u4e2d\u5728\u80fd\u529b\u5c55\u793a\u8207\u8a13\u7df4\u8a2d\u8a08\uff0c\u73fe\u968e\u6bb5\u8f03\u9069\u5408\u628a\u5b83\u7406\u89e3\u6210\u4e00\u500b\u65b9\u5411\u6e05\u6670\u3001\u5de5\u5177\u93c8\u9010\u6b65\u6210\u719f\u7684\u958b\u6e90\u5f71\u50cf\u6a21\u578b\u9805\u76ee\u3002\u6700\u5438\u5f15\u4e4b\u8655\u5514\u4fc2\u55ae\u4e00\u6307\u6a19\uff0c\u800c\u4fc2\u5b83\u628a\u7a7a\u9593\u7406\u89e3\u7576\u6210\u751f\u6210\u8207\u7de8\u8f2f\u7684\u6838\u5fc3\u80fd\u529b\uff0c\u5c0d\u9700\u8981\u66f4\u7a69\u5b9a\u7248\u9762\u3001\u95dc\u4fc2\u540c\u4f4d\u7f6e\u63a7\u5236\u7684\u5de5\u4f5c\u6d41\uff0c\u78ba\u5be6\u6bd4\u55ae\u8b1b\u756b\u8cea\u66f4\u5be6\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/jd-opensource\/JoyAI-Image\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/jdopensource\/JoyAI-Image-Edit-Plus-ComfyUI\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>JoyAI-Image\u5514\u53ea\u60f3\u751f\u5716\uff0c\u4ef2\u60f3\u4ee4\u6a21\u578b\u771f\u6b63\u7406\u89e3\u756b\u9762\u5165\u9762\u7269\u4ef6\u9ede\u64fa\u4f4d\u3001\u9ede\u4e92\u76f8\u95dc\u806f\u3002\u5c0d\u8981\u505a\u6307\u4ee4\u4fee\u5716\u3001\u6392\u7248\u751f\u5716\u540c\u591a\u8996\u89d2\u5167\u5bb9\u7684\u4eba\uff0c\u5462\u500b\u65b9\u5411\u5e7e\u6709\u53c3\u8003\u50f9\u503c\u3002<\/p>\n","protected":false},"author":8,"featured_media":10475,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,185,125,30,129,119,76,149,199],"tags":[],"class_list":["post-10476","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-comfyui","category-image","category-txt2img","category-119","category-76","category-149","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10476","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=10476"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10476\/revisions"}],"predecessor-version":[{"id":10478,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10476\/revisions\/10478"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10475"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10476"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10476"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10476"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}