{"id":13335,"date":"2024-11-15T20:12:05","date_gmt":"2024-11-15T12:12:05","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=13335"},"modified":"2024-11-15T20:12:05","modified_gmt":"2024-11-15T12:12:05","slug":"instantir","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/instantir\/","title":{"rendered":"InstantIR\uff1a\u53d7\u635f\u56fe\u50cf\u4fee\u590d\u4e0e\u56fe\u50cf\u9ad8\u6e05\u653e\u5927\u5f00\u6e90\u9879\u76ee\uff0c\u6700\u4f4e16G\u663e\u5b58"},"content":{"rendered":"<p><span style=\"font-size: 22px; font-weight: bold;\">\u7efc\u5408\u4ecb\u7ecd<\/span><\/p>\n<p>InstantIR \u662f\u7531 InstantX \u56e2\u961f\u5f00\u53d1\u7684\u4e00\u6b3e\u521b\u65b0\u7684\u5355\u56fe\u50cf\u4fee\u590d\u6a21\u578b\uff0c\u65e8\u5728\u590d\u6d3b\u60a8\u635f\u574f\u7684\u56fe\u50cf\uff0c\u63d0\u4f9b\u6781\u9ad8\u8d28\u91cf\u4e14\u903c\u771f\u7684\u7ec6\u8282\uff0c\u80fd\u591f\u5bf9\u53d7\u635f\u56fe\u50cf\u8fdb\u884c\u9ad8\u8d28\u91cf\u7684\u4fee\u590d\u3002\u8be5\u5de5\u5177\u4e0d\u4ec5\u53ef\u4ee5\u6062\u590d\u56fe\u50cf\u7684\u7ec6\u8282\uff0c\u901a\u8fc7\u989d\u5916\u7684\u6587\u672c\u63d0\u793a\uff0c\u63d0\u5347\u6062\u590d\u56fe\u50cf\u7684\u51c6\u786e\u5ea6\u3002InstantIR \u91c7\u7528\u4e86 SDXL \u548c DINOv2 \u6a21\u578b\uff0c\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u7ba1\u9053\u914d\u7f6e\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u8fdb\u884c\u8c03\u6574\u3002<\/p>\n<div id=\"attachment_13337\" style=\"width: 949px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-13337\" class=\"wp-image-13337 \" title=\"InstantIR\uff1a\u53d7\u635f\u56fe\u50cf\u4fee\u590d\u4e0e\u56fe\u50cf\u9ad8\u6e05\u653e\u5927\u5f00\u6e90\u9879\u76ee\uff0c\u6700\u4f4e16G\u663e\u5b58-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/36d327055341d60.jpg\" alt=\"InstantIR\uff1a\u53d7\u635f\u56fe\u50cf\u4fee\u590d\u4e0e\u56fe\u50cf\u9ad8\u6e05\u653e\u5927\u5f00\u6e90\u9879\u76ee\uff0c\u6700\u4f4e16G\u663e\u5b58-1\" width=\"939\" height=\"619\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/36d327055341d60.jpg 1335w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/36d327055341d60-300x198.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/36d327055341d60-1024x676.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/36d327055341d60-768x507.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/36d327055341d60-18x12.jpg 18w\" sizes=\"auto, (max-width: 939px) 100vw, 939px\" \/><p id=\"caption-attachment-13337\" class=\"wp-caption-text\">\u5728\u7ebf\u4f53\u9a8c\uff1ahttps:\/\/huggingface.co\/InstantX\/InstantIR<\/p><\/div>\n<p>&nbsp;<\/p>\n<div id=\"attachment_13338\" style=\"width: 966px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-13338\" class=\"wp-image-13338\" title=\"InstantIR\uff1a\u53d7\u635f\u56fe\u50cf\u4fee\u590d\u4e0e\u56fe\u50cf\u9ad8\u6e05\u653e\u5927\u5f00\u6e90\u9879\u76ee\uff0c\u6700\u4f4e16G\u663e\u5b58-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/31e27078512598a.jpg\" alt=\"InstantIR\uff1a\u53d7\u635f\u56fe\u50cf\u4fee\u590d\u4e0e\u56fe\u50cf\u9ad8\u6e05\u653e\u5927\u5f00\u6e90\u9879\u76ee\uff0c\u6700\u4f4e16G\u663e\u5b58-1\" width=\"956\" height=\"585\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/31e27078512598a.jpg 1480w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/31e27078512598a-300x184.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/31e27078512598a-1024x627.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/31e27078512598a-768x470.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/31e27078512598a-18x12.jpg 18w\" sizes=\"auto, (max-width: 956px) 100vw, 956px\" \/><p id=\"caption-attachment-13338\" class=\"wp-caption-text\">InstantIR\u914d\u7f6e<\/p><\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-13336\" title=\"InstantIR\uff1a\u53d7\u635f\u56fe\u50cf\u4fee\u590d\u4e0e\u56fe\u50cf\u9ad8\u6e05\u653e\u5927\u5f00\u6e90\u9879\u76ee\uff0c\u6700\u4f4e16G\u663e\u5b58-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/ccdfde91561f430.jpg\" alt=\"InstantIR\uff1a\u53d7\u635f\u56fe\u50cf\u4fee\u590d\u4e0e\u56fe\u50cf\u9ad8\u6e05\u653e\u5927\u5f00\u6e90\u9879\u76ee\uff0c\u6700\u4f4e16G\u663e\u5b58-1\" width=\"834\" height=\"627\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/ccdfde91561f430.jpg 834w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/ccdfde91561f430-300x226.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/ccdfde91561f430-768x577.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/ccdfde91561f430-16x12.jpg 16w\" sizes=\"auto, (max-width: 834px) 100vw, 834px\" \/><\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u56fe\u50cf\u4fee\u590d<\/strong>\uff1a\u5bf9\u53d7\u635f\u6216\u4f4e\u8d28\u91cf\u56fe\u50cf\u8fdb\u884c\u9ad8\u8d28\u91cf\u4fee\u590d\u3002<\/li>\n<li><strong>\u751f\u6210\u6a21\u578b<\/strong>\uff1a\u5229\u7528\u751f\u6210\u6a21\u578b\u6280\u672f\u8fdb\u884c\u56fe\u50cf\u7ec6\u8282\u6062\u590d\u3002<\/li>\n<li><strong>\u6587\u672c\u63d0\u793a\u7f16\u8f91<\/strong>\uff1a\u901a\u8fc7\u6587\u672c\u63d0\u793a\u5b9e\u73b0\u56fe\u50cf\u7684\u5b9a\u5236\u5316\u7f16\u8f91\u3002<\/li>\n<li><strong>\u7075\u6d3b\u914d\u7f6e<\/strong>\uff1a\u652f\u6301\u591a\u79cd\u53c2\u6570\u8c03\u6574\uff0c\u6ee1\u8db3\u4e0d\u540c\u56fe\u50cf\u5904\u7406\u9700\u6c42\u3002<\/li>\n<li><strong>\u672c\u5730\u90e8\u7f72<\/strong>\uff1a\u63d0\u4f9b Gradio \u811a\u672c\uff0c\u652f\u6301\u672c\u5730\u90e8\u7f72\u548c\u6f14\u793a\u3002<\/li>\n<li><strong>\u517c\u5bb9\u6027<\/strong>\uff1a\u4e0e diffusers \u517c\u5bb9\uff0c\u652f\u6301\u591a\u79cd\u5f3a\u5927\u529f\u80fd\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u514b\u9686\u4ed3\u5e93\u5e76\u8bbe\u7f6e\u73af\u5883<\/strong>\uff1a\n<pre><code>git clone https:\/\/github.com\/instantX-research\/InstantIR.git\r\ncd InstantIR\r\nconda create -n instantir python=3.9 -y\r\nconda activate instantir\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u4e0b\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b<\/strong>\uff1a InstantIR \u57fa\u4e8e SDXL \u548c DINOv2 \u6a21\u578b\uff0c\u7528\u6237\u53ef\u4ee5\u4ece HuggingFace \u4e0b\u8f7d\u8fd9\u4e9b\u6a21\u578b\uff1a\n<pre><code>from huggingface_hub import hf_hub_download\r\nhf_hub_download(repo_id=\"stabilityai\/stable-diffusion-xl-base-1.0\")\r\nhf_hub_download(repo_id=\"facebook\/dinov2-large\")\r\nhf_hub_download(repo_id=\"InstantX\/InstantIR\")\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8fd0\u884c\u63a8\u7406<\/strong>\uff1a \u4f7f\u7528 <code>infer.sh<\/code> \u811a\u672c\u8fdb\u884c\u63a8\u7406\uff1a\n<pre><code>.\/infer.sh --sdxl_path &lt;path_to_SDXL&gt; --vision_encoder_path &lt;path_to_DINOv2&gt; --instantir_path &lt;path_to_InstantIR&gt; --test_path &lt;path_to_input&gt; --out_path &lt;path_to_output&gt;\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u6280\u5de7<\/h3>\n<ul>\n<li><strong>\u8fc7\u5ea6\u5e73\u6ed1<\/strong>\uff1a\u5c06 <code>--cfg<\/code> \u53c2\u6570\u8c03\u6574\u5230 3.0\uff5e5.0 \u4e4b\u95f4\u3002<\/li>\n<li><strong>\u4f4e\u4fdd\u771f\u5ea6<\/strong>\uff1a\u8bbe\u7f6e <code>--preview_start<\/code> \u4e3a 0.1\uff5e0.4\uff0c\u4ee5\u4fdd\u6301\u8f93\u5165\u7684\u4fdd\u771f\u5ea6\u3002<\/li>\n<li><strong>\u5c40\u90e8\u5931\u771f<\/strong>\uff1a\u5c06 <code>--creative_start<\/code> \u8bbe\u7f6e\u4e3a 0.6\uff5e0.8\uff0c\u4ee5\u5728\u540e\u671f\u751f\u6210\u9ad8\u9891\u7ec6\u8282\u3002<\/li>\n<li><strong>\u52a0\u901f\u63a8\u7406<\/strong>\uff1a\u63d0\u9ad8 <code>--preview_start<\/code> \u548c\u964d\u4f4e <code>--creative_start<\/code> \u53ef\u4ee5\u51cf\u5c11\u8ba1\u7b97\u6210\u672c\uff0c\u52a0\u5feb\u63a8\u7406\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<h3>\u4f7f\u7528 diffusers<\/h3>\n<p>InstantIR \u5b8c\u5168\u517c\u5bb9 diffusers\uff0c\u53ef\u4ee5\u76f4\u63a5\u52a0\u8f7d\u4f7f\u7528\uff1a<\/p>\n<pre><code>import torch\r\nfrom PIL import Image\r\nfrom diffusers import DDPMScheduler\r\nfrom schedulers.lcm_single_step_scheduler import LCMSingleStepScheduler\r\nfrom module.ip_adapter.utils import load_adapter_to_pipe\r\nfrom pipelines.sdxl_instantir import InstantIRPipeline\r\n# \u52a0\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\r\npipe = InstantIRPipeline.from_pretrained('stabilityai\/stable-diffusion-xl-base-1.0', torch_dtype=torch.float16)\r\nload_adapter_to_pipe(pipe, 'facebook\/dinov2-large')\r\npipe.prepare_previewers('path_to_InstantIR')\r\npipe.scheduler = DDPMScheduler.from_pretrained('stabilityai\/stable-diffusion-xl-base-1.0', subfolder=\"scheduler\")\r\nlcm_scheduler = LCMSingleStepScheduler.from_config(pipe.scheduler.config)\r\n# \u52a0\u8f7d\u635f\u574f\u56fe\u50cf\u5e76\u8fdb\u884c\u4fee\u590d\r\nlow_quality_image = Image.open('path_to_image').convert(\"RGB\")\r\nimage = pipe(image=low_quality_image, previewer_scheduler=lcm_scheduler).images[0]\r\n<\/code><\/pre>\n<h3>\u672c\u5730\u90e8\u7f72 Gradio \u6f14\u793a<\/h3>\n<p>\u63d0\u4f9b\u4e86\u4e00\u4e2a Python \u811a\u672c\u7528\u4e8e\u672c\u5730\u90e8\u7f72 Gradio \u6f14\u793a\uff1a<\/p>\n<pre><code>INSTANTIR_PATH=&lt;path_to_InstantIR&gt; python gradio_demo\/app.py\r\n<\/code><\/pre>\n<p>\u7136\u540e\u5728\u6d4f\u89c8\u5668\u4e2d\u8bbf\u95ee <code>http:\/\/localhost:7860<\/code> \u8fdb\u884c\u6f14\u793a\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>InstantIR \u4e00\u952e\u5b89\u88c5\u5305<\/h2>\n<p>\u4fee\u590d1024\u5206\u8fa8\u7387\u56fe\u7247\uff0c\u5185\u5b58\u81f3\u5c1124gb\u663e\u5b58\u81f3\u5c1116gb\uff0c\u4f4e\u914d\u663e\u5361\u4e0d\u8981\u5c1d\u8bd5\u3002\u540c\u65f6\u751f\u6210\u591a\u5f20\u540e\uff0c\u5185\u5b58\u56de\u6536\u5f02\u5e38\u3002<\/p>\n<p><div class=\"huoduan_hide_box\" style=\"border:1px dashed #F60; padding:10px; margin:10px 0; line-height:200%; color:#F00; background-color:#FFF4FF; overflow:hidden; clear:both;\"><img loading=\"lazy\" decoding=\"async\" class=\"wxpic\" align=\"right\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/d8668ed8023fbe2.jpg\" style=\"width:150px;height:150px;margin-left:20px;display:inline;border:none\" width=\"150\" height=\"150\"  alt=\"AI\u751f\u4ea7\u529b\u5e94\u7528\" \/><span style=\"font-size:18px;\">\u6b64\u5904\u5185\u5bb9\u5df2\u7ecf\u88ab\u4f5c\u8005\u9690\u85cf\uff0c\u8bf7\u8f93\u5165\u9a8c\u8bc1\u7801\u67e5\u770b\u5185\u5bb9<\/span><form method=\"post\" style=\"margin:10px 0;\"><span class=\"yzts\" style=\"font-size:18px;float:left;\">\u9a8c\u8bc1\u7801\uff1a<\/span><input name=\"huoduan_verifycode\" id=\"verifycode\" type=\"text\" value=\"\" style=\"border:none;float:left;width:80px; height:32px; line-height:30px; padding:0 5px; border:1px solid #FF6600;-moz-border-radius: 0px;  -webkit-border-radius: 0px;  border-radius:0px;\" \/><input id=\"verifybtn\" style=\"border:none;float:left;width:80px; height:32px; line-height:32px; padding:0 5px; background-color:#F60; text-align:center; border:none; cursor:pointer; color:#FFF;-moz-border-radius: 0px; font-size:14px;  -webkit-border-radius: 0px;  border-radius:0px;\" name=\"\" type=\"submit\" value=\"\u63d0\u4ea4\u67e5\u770b\" \/><\/form><div style=\"clear:left;\"><\/div><span style=\"color:#00BF30\">\u8bf7\u5173\u6ce8\u672c\u7ad9\u5fae\u4fe1\u516c\u4f17\u53f7\uff0c\u56de\u590d\u201c<span style=\"color:blue\">\u9a8c\u8bc1\u7801<\/span>\u201d\uff0c\u83b7\u53d6\u9a8c\u8bc1\u7801\u3002\u5728\u5fae\u4fe1\u91cc\u641c\u7d22\u201c<span style=\"color:blue\">AI\u751f\u4ea7\u529b\u5e94\u7528<\/span>\u201d\u6216\u8005\u201c<span style=\"color:blue\">Artificial9527<\/span>\u201d\u6216\u8005\u5fae\u4fe1\u626b\u63cf\u53f3\u4fa7\u4e8c\u7ef4\u7801\u90fd\u53ef\u4ee5\u5173\u6ce8\u672c\u7ad9\u5fae\u4fe1\u516c\u4f17\u53f7\u3002<\/span><div class=\"cl\"><\/div><\/div><\/p>\n\n<div id=\"J_MPDLCont\" class=\"magicpost-cont-wp\">\n  <div class=\"magicpost-cont-inner\">\n    <div class=\"magicpost-cont-hd\">\n      <svg class=\"wb-icon-magicpost wbsico-magicpost-local\">\n        <use xlink:href=\"#wbsico-magicpost-local\"><\/use>\n      <\/svg> <span>\u76f8\u5173\u6587\u4ef6\u4e0b\u8f7d\u5730\u5740<\/span>\n    <\/div>\n\n    <div class=\"magicpost-cont-bd\">\n                <div class=\"wb-tips\">\u8be5\u8d44\u6e90\u9700\u767b\u5f55\u540e\u4e0b\u8f7d\uff0c\u53bb<a class=\"link\" href=\"https:\/\/www.kdjingpai.com\/wp-login.php?redirect_to=https%3A%2F%2Fwww.kdjingpai.com%2Fpt%2Finstantir%2F\">\u767b\u5f55<\/a><\/div>\n\n            <\/div>\n\n    <div class=\"magicpost-cont-ft\">\n      &copy;\u4e0b\u8f7d\u8d44\u6e90\u7248\u6743\u5f52\u4f5c\u8005\u6240\u6709\uff1b\u672c\u7ad9\u6240\u6709\u8d44\u6e90\u5747\u6765\u6e90\u4e8e\u7f51\u7edc\uff0c\u4ec5\u4f9b\u5b66\u4e60\u4f7f\u7528\uff0c\u8bf7\u652f\u6301\u6b63\u7248\uff01    <\/div>\n  <\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u7efc\u5408\u4ecb\u7ecd InstantIR \u662f\u7531 InstantX \u56e2\u961f\u5f00\u53d1\u7684\u4e00\u6b3e\u521b\u65b0\u7684\u5355\u56fe\u50cf\u4fee\u590d\u6a21\u578b\uff0c\u65e8\u5728\u590d\u6d3b\u60a8\u635f\u574f\u7684\u56fe\u50cf\uff0c\u63d0\u4f9b\u6781\u9ad8\u8d28\u91cf\u4e14\u903c\u771f\u7684\u7ec6\u8282\uff0c\u80fd\u591f\u5bf9\u53d7\u635f\u56fe\u50cf\u8fdb\u884c\u9ad8\u8d28\u91cf\u7684\u4fee\u590d\u3002\u8be5\u5de5\u5177\u4e0d\u4ec5\u53ef\u4ee5\u6062\u590d\u56fe\u50cf\u7684\u7ec6\u8282\uff0c\u901a\u8fc7\u989d\u5916\u7684\u6587\u672c\u63d0\u793a\uff0c\u63d0\u5347\u6062\u590d\u56fe\u50cf\u7684\u51c6\u786e\u5ea6&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61247,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[218,230],"class_list":["post-13335","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aituxiangfangda","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/13335","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=13335"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/13335\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/61247"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=13335"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=13335"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=13335"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}