{"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><button tabindex=\"0\" class=\"play\"><\/button><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a target=\"_blank\" href=\"https:\/\/youtu.be\/I8ccEfJS_9M\" rel=\"nofollow noopener\"><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, and INT8 models are great for older cards - such as my 3090 - and newer cards alike! Don&#039;t forget to check out my INT8 model video if this is all new to you at https:\/\/youtu.be\/Wzg0tv8oxig == 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 target=\"_blank\" href=\"https:\/\/github.com\/jd-opensource\/JoyAI-Image\" rel=\"noopener\"><strong>GitHub<\/strong><\/a> \u00b7 <a target=\"_blank\" href=\"https:\/\/huggingface.co\/jdopensource\/JoyAI-Image-Edit-Plus-ComfyUI\" rel=\"noopener\"><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":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,125,76,149,119,185,30,129,199],"tags":[],"class_list":["post-10476","post","type-post","status-publish","format-standard","hentry","category-133","category-comfyui","category-76","category-149","category-119","category-qwen","category-image","category-txt2img","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":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10476\/revisions"}],"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}]}}