{"id":22011,"date":"2026-01-11T23:00:42","date_gmt":"2026-01-11T15:00:42","guid":{"rendered":"https:\/\/mnya.tw\/cc\/?p=22011"},"modified":"2026-01-11T23:00:42","modified_gmt":"2026-01-11T15:00:42","slug":"2691","status":"publish","type":"post","link":"https:\/\/mnya.tw\/cc\/word\/2691.html","title":{"rendered":"ComfyUI x Qwen-Image-Edit-2511\uff1a\u5be6\u73fe\u6975\u9ad8\u89d2\u8272\u4e00\u81f4\u6027\u7684\u6b21\u4e16\u4ee3\u5716\u50cf\u8a9e\u610f\u7de8\u8f2f\u5be6\u6e2c\uff08\u9644\u5de5\u4f5c\u6d41\uff09"},"content":{"rendered":"<p>\u96a8\u8457\u751f\u6210\u5f0f AI \u6280\u8853\u7684\u6f14\u9032\uff0c\u5716\u50cf\u7de8\u8f2f\u7684\u7cbe\u78ba\u5ea6\u5df2\u6210\u70ba\u4f7f\u7528\u8005\u6700\u5728\u610f\u7684\u6838\u5fc3\u6307\u6a19\u3002\u5728\u904e\u53bb\u7684 Stable Diffusion \u751f\u614b\u7cfb\u4e2d\uff0c\u96d6\u7136\u6211\u5011\u53ef\u4ee5\u900f\u904e Inpainting\uff08\u5c40\u90e8\u91cd\u7e6a\uff09\u6216\u662f IP-Adapter \u4f86\u5617\u8a66\u4fee\u6539\u5f71\u50cf\u5167\u5bb9\uff0c\u4f46\u5728\u9762\u5c0d\u300c\u4fdd\u6301\u89d2\u8272\u5b8c\u5168\u4e00\u81f4\u300d\u4e14\u300c\u5927\u5e45\u5ea6\u66f4\u63db\u670d\u88dd\u6216\u59ff\u614b\u300d\u7684\u9700\u6c42\u6642\uff0c\u5f80\u5f80\u5bb9\u6613\u51fa\u73fe\u7279\u5fb5\u504f\u79fb\u6216\u7d30\u7bc0\u5d29\u58de\u7684\u554f\u984c\u3002\u963f\u91cc\u5df4\u5df4 Qwen \u5718\u968a\u5728 2025 \u5e74 12 \u6708\u4e0b\u65ec\u958b\u6e90\u7684 <a href=\"https:\/\/huggingface.co\/Qwen\/Qwen-Image-Edit-2511\" target=\"_blank\" rel=\"noopener\"><strong>Qwen-Image-Edit-2511<\/strong><\/a> \u5247\u5728\u8a9e\u7fa9\u7406\u89e3\u8207\u7279\u5fb5\u4fdd\u7559\u4e0a\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u9032\u5c55\u3002\u9019\u6b3e\u6a21\u578b\u4e0d\u50c5\u80fd\u5920\u7cbe\u6e96\u7406\u89e3\u8907\u96dc\u7684\u7de8\u8f2f\u6307\u4ee4\uff0c\u9084\u80fd\u5728\u5275\u610f\u4fee\u6539\u904e\u7a0b\u4e2d\u6975\u5927\u7a0b\u5ea6\u5730\u4fdd\u7559\u539f\u59cb\u89d2\u8272\u7684\u8eab\u4efd\u7279\u5fb5\uff0c\u8b93\u300c\u63db\u88dd\u300d\u3001\u300c\u63db\u80cc\u666f\u300d\u6216\u300c\u591a\u4eba\u5408\u6210\u300d\u7b49\u4efb\u52d9\u8b8a\u5f97\u524d\u6240\u672a\u6709\u7684\u7c21\u55ae\u4e14\u7a69\u5b9a\u3002<\/p>\n<p>\u76f8\u8f03\u65bc\u5148\u524d\u7248\u672c\u7684 Qwen-Image-Edit\uff0c2511 \u589e\u5f37\u7248\u5728\u591a\u500b\u5c64\u9762\u9032\u884c\u4e86\u986f\u8457\u512a\u5316\uff0c\u7279\u5225\u662f\u6e1b\u5c11\u4e86\u5716\u50cf\u7de8\u8f2f\u904e\u7a0b\u4e2d\u7684\u300c\u6f02\u79fb\u300d\u73fe\u8c61\uff0c\u9019\u610f\u5473\u8457\u5728\u4fee\u6539\u7d30\u7bc0\u6642\uff0c\u975e\u4fee\u6539\u5340\u57df\u7684\u8b8a\u52d5\u6703\u66f4\u5c0f\u3002\u6b64\u5916\uff0c\u8a72\u6a21\u578b\u9084\u5f37\u5316\u4e86\u5de5\u696d\u8a2d\u8a08\u8207\u6750\u8cea\u66ff\u63db\u7684\u80fd\u529b\uff0c\u4e26\u80fd\u751f\u6210\u8f14\u52a9\u69cb\u9020\u7dda\u3002\u9019\u5c0d\u65bc\u8a2d\u8a08\u5e2b\u4f86\u8aaa\uff0c\u4e0d\u50c5\u50c5\u662f\u4e00\u500b\u7e6a\u5716\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u500b\u80fd\u5920\u7406\u89e3\u7a7a\u9593\u5e7e\u4f55\u8207\u8a2d\u8a08\u908f\u8f2f\u7684\u667a\u80fd\u52a9\u624b\u3002\u70ba\u4e86\u9a57\u8b49\u9019\u6b3e\u6a21\u578b\u7684\u5be6\u6230\u80fd\u529b\uff0c\u672c\u6b21\u6211\u5011\u5728\u914d\u5099 RTX 5070 Ti\uff0816GB VRAM\uff09\u8207 64GB \u8a18\u61b6\u9ad4\u7684\u786c\u9ad4\u74b0\u5883\u4e0b\u9032\u884c\u6e2c\u8a66\uff0c\u4e26\u5206\u4eab\u4e00\u5957\u512a\u5316\u904e\u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u5728\u786c\u9ad4\u914d\u7f6e\u4e0a\uff0c\u8003\u616e\u5230\u904b\u7b97\u6548\u7387\uff0c\u6211\u91dd\u5c0d <a href=\"https:\/\/docs.comfy.org\/zh-CN\/tutorials\/image\/qwen\/qwen-image-edit-2511\" target=\"_blank\" rel=\"noopener\">ComfyUI \u7684\u5b98\u65b9\u5de5\u4f5c\u6d41<\/a>\u9032\u884c\u4e86\u95dc\u9375\u512a\u5316\uff1a\u5c07\u539f\u672c\u7684 bf16 \u6a21\u578b\u66ff\u63db\u70ba\u66f4\u9069\u5408\u4e00\u822c\u786c\u9ad4\u904b\u884c\u7684 fp8mixed \u7248\u672c\uff0c\u4e26\u7d50\u5408\u4e86\u6700\u65b0\u7684 4-step Lightning \u52a0\u901f\u6280\u8853\u3002\u9019\u5957\u512a\u5316\u65b9\u6848\u8b93\u4e00\u822c\u6d88\u8cbb\u7d1a\u786c\u9ad4\u8a2d\u5099\u66f4\u80fd\u8f15\u9b06\u4f7f\u7528\u9019\u500b\u6b21\u4e16\u4ee3\u5716\u50cf\u8a9e\u610f\u7de8\u8f2f\u5de5\u5177\uff0c\u4e14\u5b8c\u5168\u4e0d\u640d\u53ca\u5176\u5728\u5e7e\u4f55\u63a8\u7406\u8207\u6750\u8cea\u7d30\u7bc0\u4e0a\u7684\u8868\u73fe\u529b\u3002\u63a5\u4e0b\u4f86\uff0c\u6211\u5011\u5c07\u900f\u904e\u5be6\u969b\u7684\u64cd\u4f5c\u6d41\u7a0b\uff0c\u5e36\u5927\u5bb6\u4e00\u7aba\u9019\u6b3e\u5de5\u5177\u7684\u5f37\u5927\u6f5b\u529b\uff0c\u4e26\u89c0\u5bdf\u5176\u5728\u4e8c\u6b21\u5143\u89d2\u8272\u4e00\u81f4\u6027\u4e0a\u7684\u512a\u7570\u8868\u73fe\u3002<\/p>\n<h2><span style=\"color: #0000ff;\">\ud83d\udcdd \u5de5\u4f5c\u6d41\uff08image_qwen_image_edit_2511.json\uff09<\/span><\/h2>\n<p>\u5c07\u4e0b\u5217\u5167\u5bb9\u8907\u88fd\u5230\u6587\u5b57\u7de8\u8f2f\u5668\uff0c\u5132\u5b58\u70ba <code>image_qwen_image_edit_2511.json<\/code> \u5f8c\u5373\u53ef\u5728 ComfyUI \u532f\u5165\u3002<\/p><div class=\"3a456c955cc9861673f62d33beb7714e\" data-index=\"2\" style=\"float: none; margin:0px;\">\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-2683739050533486\"\r\n     crossorigin=\"anonymous\"><\/script>\r\n<ins class=\"adsbygoogle\"\r\n     style=\"display:block; text-align:center;\"\r\n     data-ad-layout=\"in-article\"\r\n     data-ad-format=\"fluid\"\r\n     data-ad-client=\"ca-pub-2683739050533486\"\r\n     data-ad-slot=\"3270345536\"><\/ins>\r\n<script>\r\n     (adsbygoogle = window.adsbygoogle || []).push({});\r\n<\/script>\n<\/div>\n\n<pre class=\"line-numbers\"><code class=\"language-json\">{\"id\":\"ad18abd3-bdee-4f80-8fae-d15d4f845b9d\",\"revision\":0,\"last_node_id\":92,\"last_link_id\":227,\"nodes\":[{\"id\":41,\"type\":\"LoadImage\",\"pos\":[-640,-370],\"size\":[274.07552083333337,314.00000000000006],\"flags\":{},\"order\":0,\"mode\":0,\"inputs\":[],\"outputs\":[{\"name\":\"IMAGE\",\"type\":\"IMAGE\",\"links\":[224]},{\"name\":\"MASK\",\"type\":\"MASK\",\"links\":null}],\"title\":\"\u57161\",\"properties\":{\"Node name for S&amp;R\":\"LoadImage\",\"cnr_id\":\"comfy-core\",\"ver\":\"0.5.1\",\"enableTabs\":false,\"tabWidth\":65,\"tabXOffset\":10,\"hasSecondTab\":false,\"secondTabText\":\"Send Back\",\"secondTabOffset\":80,\"secondTabWidth\":65},\"widgets_values\":[\"\u840c\u82bd\u5a18(\u5750\u59ff).jpg\",\"image\"]},{\"id\":83,\"type\":\"LoadImage\",\"pos\":[-641.3630907980639,4.782937230392861],\"size\":[274.07552083333337,314.0000000000001],\"flags\":{},\"order\":1,\"mode\":0,\"inputs\":[],\"outputs\":[{\"name\":\"IMAGE\",\"type\":\"IMAGE\",\"links\":[225]},{\"name\":\"MASK\",\"type\":\"MASK\",\"links\":null}],\"title\":\"\u57162\",\"properties\":{\"Node name for S&amp;R\":\"LoadImage\",\"cnr_id\":\"comfy-core\",\"ver\":\"0.5.1\",\"enableTabs\":false,\"tabWidth\":65,\"tabXOffset\":10,\"hasSecondTab\":false,\"secondTabText\":\"Send Back\",\"secondTabOffset\":80,\"secondTabWidth\":65},\"widgets_values\":[\"\u7c89\u8272\u9023\u8eab\u88d9.png\",\"image\"]},{\"id\":91,\"type\":\"8deb84c1-8382-4dff-8045-41b8c873a9c8\",\"pos\":[-340,-370],\"size\":[390,690],\"flags\":{},\"order\":2,\"mode\":0,\"inputs\":[{\"label\":\"image_1\",\"name\":\"image2\",\"type\":\"IMAGE\",\"link\":224},{\"label\":\"image_2(optional)\",\"name\":\"image3\",\"type\":\"IMAGE\",\"link\":225},{\"label\":\"image_3(optional)\",\"name\":\"image\",\"type\":\"IMAGE\",\"link\":null}],\"outputs\":[{\"name\":\"IMAGE\",\"type\":\"IMAGE\",\"links\":[226]}],\"properties\":{\"proxyWidgets\":[[\"-1\",\"prompt\"],[\"-1\",\"seed\"],[\"65\",\"control_after_generate\"]],\"cnr_id\":\"comfy-core\",\"ver\":\"0.5.1\",\"enableTabs\":false,\"tabWidth\":65,\"tabXOffset\":10,\"hasSecondTab\":false,\"secondTabText\":\"Send Back\",\"secondTabOffset\":80,\"secondTabWidth\":65},\"widgets_values\":[\"\u5c07\u57162\u7684\u670d\u88dd\u7a7f\u5728\u57161\u7684\u89d2\u8272\u8eab\u4e0a\",374470990866512]},{\"id\":92,\"type\":\"SaveImage\",\"pos\":[60,-370],\"size\":[700,690],\"flags\":{},\"order\":3,\"mode\":0,\"inputs\":[{\"name\":\"images\",\"type\":\"IMAGE\",\"link\":226}],\"outputs\":[],\"properties\":{\"Node name for S&amp;R\":\"SaveImage\",\"cnr_id\":\"comfy-core\",\"ver\":\"0.5.1\",\"enableTabs\":false,\"tabWidth\":65,\"tabXOffset\":10,\"hasSecondTab\":false,\"secondTabText\":\"Send Back\",\"secondTabOffset\":80,\"secondTabWidth\":65},\"widgets_values\":[\"QwenEdit\/ComfyUI\"]}],\"links\":[[224,41,0,91,0,\"IMAGE\"],[225,83,0,91,1,\"IMAGE\"],[226,91,0,92,0,\"IMAGE\"]],\"groups\":[],\"definitions\":{\"subgraphs\":[{\"id\":\"8deb84c1-8382-4dff-8045-41b8c873a9c8\",\"version\":1,\"state\":{\"lastGroupId\":3,\"lastNodeId\":88,\"lastLinkId\":225,\"lastRerouteId\":0},\"revision\":0,\"config\":{},\"name\":\"Image Edit (Qwen 2511 4steps)\",\"inputNode\":{\"id\":-10,\"bounding\":[-840,175,141.2265625,140]},\"outputNode\":{\"id\":-20,\"bounding\":[1160,195,120,60]},\"inputs\":[{\"id\":\"dd7b081e-ea65-43c8-bd68-0f82506c4246\",\"name\":\"image2\",\"type\":\"IMAGE\",\"linkIds\":[219],\"localized_name\":\"image2\",\"label\":\"image_1\",\"shape\":7,\"pos\":[-718.7734375,195]},{\"id\":\"70e82187-e90b-49d7-88cd-fce5c0522cc4\",\"name\":\"image3\",\"type\":\"IMAGE\",\"linkIds\":[222,223],\"localized_name\":\"image3\",\"label\":\"image_2(optional)\",\"shape\":7,\"pos\":[-718.7734375,215]},{\"id\":\"342882bc-746e-471e-afc5-cac803d00044\",\"name\":\"image\",\"type\":\"IMAGE\",\"linkIds\":[224,225],\"localized_name\":\"image\",\"label\":\"image_3(optional)\",\"pos\":[-718.7734375,235]},{\"id\":\"37ec7435-5be8-4f68-a490-136ebe1a15f2\",\"name\":\"prompt\",\"type\":\"STRING\",\"linkIds\":[217],\"pos\":[-718.7734375,255]},{\"id\":\"e7ae4f7a-2547-44be-b508-0978448b3094\",\"name\":\"seed\",\"type\":\"INT\",\"linkIds\":[218],\"pos\":[-718.7734375,275]}],\"outputs\":[{\"id\":\"213ca908-7f8f-492b-9998-d4b74688db71\",\"name\":\"IMAGE\",\"type\":\"IMAGE\",\"linkIds\":[9],\"localized_name\":\"IMAGE\",\"pos\":[1180,215]}],\"widgets\":[],\"nodes\":[{\"id\":67,\"type\":\"ModelSamplingAuraFlow\",\"pos\":[320,-330],\"size\":[270,68.33333333333334],\"flags\":{},\"order\":6,\"mode\":0,\"inputs\":[{\"localized_name\":\"model\",\"name\":\"model\",\"type\":\"MODEL\",\"link\":192}],\"outputs\":[{\"localized_name\":\"MODEL\",\"name\":\"MODEL\",\"type\":\"MODEL\",\"links\":[177]}],\"properties\":{\"Node name for S&amp;R\":\"ModelSamplingAuraFlow\",\"cnr_id\":\"comfy-core\",\"ver\":\"0.5.1\",\"enableTabs\":false,\"tabWidth\":65,\"tabXOffset\":10,\"hasSecondTab\":false,\"secondTabText\":\"Send Back\",\"secondTabOffset\":80,\"secondTabWidth\":65},\"widgets_values\":[3.1]},{\"id\":71,\"type\":\"FluxKontextMultiReferenceLatentMethod\",\"pos\":[310,40],\"size\":[309.6734375,70],\"flags\":{},\"order\":13,\"mode\":0,\"inputs\":[{\"localized_name\":\"conditioning\",\"name\":\"conditioning\",\"type\":\"CONDITIONING\",\"link\":188}],\"outputs\":[{\"localized_name\":\"CONDITIONING\",\"name\":\"CONDITIONING\",\"type\":\"CONDITIONING\",\"links\":[189]}],\"properties\":{\"Node name for S&amp;R\":\"FluxKontextMultiReferenceLatentMethod\",\"cnr_id\":\"comfy-core\",\"ver\":\"0.5.1\",\"enableTabs\":false,\"tabWidth\":65,\"tabXOffset\":10,\"hasSecondTab\":false,\"secondTabText\":\"Send Back\",\"secondTabOffset\":80,\"secondTabWidth\":65},\"widgets_values\":[\"index_timestep_zero\"],\"color\":\"#222\",\"bgcolor\":\"#000\"},{\"id\":70,\"type\":\"FluxKontextMultiReferenceLatentMethod\",\"pos\":[310,-90],\"size\":[309.6734375,70],\"flags\":{},\"order\":12,\"mode\":0,\"inputs\":[{\"localized_name\":\"conditioning\",\"name\":\"conditioning\",\"type\":\"CONDITIONING\",\"link\":186}],\"outputs\":[{\"localized_name\":\"CONDITIONING\",\"name\":\"CONDITIONING\",\"type\":\"CONDITIONING\",\"links\":[187]}],\"properties\":{\"Node name for S&amp;R\":\"FluxKontextMultiReferenceLatentMethod\",\"cnr_id\":\"comfy-core\",\"ver\":\"0.5.1\",\"enableTabs\":false,\"tabWidth\":65,\"tabXOffset\":10,\"hasSecondTab\":false,\"secondTabText\":\"Send Back\",\"secondTabOffset\":80,\"secondTabWidth\":65},\"widgets_values\":[\"index_timestep_zero\"],\"color\":\"#222\",\"bgcolor\":\"#000\"},{\"id\":64,\"type\":\"CFGNorm\",\"pos\":[320,-220],\"size\":[270,68.33333333333334],\"flags\":{},\"order\":7,\"mode\":0,\"inputs\":[{\"localized_name\":\"model\",\"name\":\"model\",\"type\":\"MODEL\",\"link\":177}],\"outputs\":[{\"localized_name\":\"patched_model\",\"name\":\"patched_model\",\"type\":\"MODEL\",\"links\":[171]}],\"properties\":{\"Node name for S&amp;R\":\"CFGNorm\",\"cnr_id\":\"comfy-core\",\"ver\":\"0.5.1\",\"enableTabs\":false,\"tabWidth\":65,\"tabXOffset\":10,\"hasSecondTab\":false,\"secondTabText\":\"Send Back\",\"secondTabOffset\":80,\"secondTabWidth\":65},\"widgets_values\":[1]},{\"id\":81,\"type\":\"MarkdownNote\",\"pos\":[640,280],\"size\":[270,190],\"flags\":{},\"order\":0,\"mode\":0,\"inputs\":[],\"outputs\":[],\"title\":\"KSampler settings\",\"properties\":{},\"widgets_values\":[\"You can test and find the best setting by yourself. The following table is for reference.\\n|   | Qwen | Comfy | lightning LoRA |\\n|--------|---------|------------|---------------------------|\\n| Steps  | 40      | 20         | 4                         |\\n| CFG    | 4.0     | 4.0       | 1.0                       |\\n\\nBy default, we use 20 steps as we just don't want it to take too long. Try 40 if you want a better result, but it will take longer.\"],\"color\":\"#222\",\"bgcolor\":\"#000\"},{\"id\":72,\"type\":\"Note\",\"pos\":[330,160],\"size\":[280,90],\"flags\":{},\"order\":1,\"mode\":0,\"inputs\":[],\"outputs\":[],\"properties\":{},\"widgets_values\":[\"The \\\"Edit Model Reference Method\\\" nodes above are not needed if you use Comfy files, but may be needed if you use repackaged ones from other people.\"],\"color\":\"#432\",\"bgcolor\":\"#653\"},{\"id\":8,\"type\":\"VAEDecode\",\"pos\":[960,-320],\"size\":[140,46],\"flags\":{\"collapsed\":false},\"order\":8,\"mode\":0,\"inputs\":[{\"localized_name\":\"samples\",\"name\":\"samples\",\"type\":\"LATENT\",\"link\":175},{\"localized_name\":\"vae\",\"name\":\"vae\",\"type\":\"VAE\",\"link\":12}],\"outputs\":[{\"localized_name\":\"IMAGE\",\"name\":\"IMAGE\",\"type\":\"IMAGE\",\"slot_index\":0,\"links\":[9]}],\"properties\":{\"Node name for S&amp;R\":\"VAEDecode\",\"cnr_id\":\"comfy-core\",\"ver\":\"0.5.1\",\"enableTabs\":false,\"tabWidth\":65,\"tabXOffset\":10,\"hasSecondTab\":false,\"secondTabText\":\"Send Back\",\"secondTabOffset\":80,\"secondTabWidth\":65},\"widgets_values\":[]},{\"id\":68,\"type\":\"TextEncodeQwenImageEditPlus\",\"pos\":[-170,-290],\"size\":[426.6276041666667,265.55989583333337],\"flags\":{},\"order\":10,\"mode\":0,\"inputs\":[{\"localized_name\":\"clip\",\"name\":\"clip\",\"type\":\"CLIP\",\"link\":178},{\"localized_name\":\"vae\",\"name\":\"vae\",\"shape\":7,\"type\":\"VAE\",\"link\":184},{\"localized_name\":\"image1\",\"name\":\"image1\",\"shape\":7,\"type\":\"IMAGE\",\"link\":213},{\"localized_name\":\"image2\",\"name\":\"image2\",\"shape\":7,\"type\":\"IMAGE\",\"link\":222},{\"localized_name\":\"image3\",\"name\":\"image3\",\"shape\":7,\"type\":\"IMAGE\",\"link\":225},{\"localized_name\":\"prompt\",\"name\":\"prompt\",\"type\":\"STRING\",\"widget\":{\"name\":\"prompt\"},\"link\":217}],\"outputs\":[{\"localized_name\":\"CONDITIONING\",\"name\":\"CONDITIONING\",\"type\":\"CONDITIONING\",\"links\":[186]}],\"title\":\"TextEncodeQwenImageEditPlus 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