{"id":16497,"date":"2024-12-26T19:26:24","date_gmt":"2024-12-26T11:26:24","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=16497"},"modified":"2024-12-26T19:26:24","modified_gmt":"2024-12-26T11:26:24","slug":"invsr","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/invsr\/","title":{"rendered":"InvSR\uff1a\u5f00\u6e90\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u9879\u76ee\uff0c\u63d0\u5347\u56fe\u50cf\u5206\u8fa8\u7387\u8d28\u91cf"},"content":{"rendered":"<p>InvSR\u662f\u4e00\u4e2a\u521b\u65b0\u7684\u5f00\u6e90\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u9879\u76ee\uff0c\u5b83\u57fa\u4e8e\u6269\u6563\u53cd\u6f14\u6280\u672f\uff0c\u80fd\u591f\u5c06\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf\u8f6c\u6362\u4e3a\u9ad8\u8d28\u91cf\u7684\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u3002\u8be5\u9879\u76ee\u5229\u7528\u9884\u8bad\u7ec3\u7684\u5927\u578b\u6269\u6563\u6a21\u578b\u4e2d\u8574\u542b\u7684\u4e30\u5bcc\u56fe\u50cf\u5148\u9a8c\u77e5\u8bc6\uff0c\u901a\u8fc7\u7075\u6d3b\u7684\u91c7\u6837\u673a\u5236\uff0c\u652f\u63011\u52305\u6b65\u4e0d\u7b49\u7684\u4efb\u610f\u91c7\u6837\u6b65\u6570\uff0c\u5728\u4fdd\u6301\u56fe\u50cf\u8d28\u91cf\u7684\u540c\u65f6\u5927\u5927\u63d0\u9ad8\u4e86\u5904\u7406\u6548\u7387\u3002\u9879\u76ee\u91c7\u7528SD-Turbo\u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u901a\u8fc7\u8bad\u7ec3\u7279\u5b9a\u7684\u566a\u58f0\u9884\u6d4b\u7f51\u7edc\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6548\u4e14\u7075\u6d3b\u7684\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u5904\u7406\u6d41\u7a0b\u3002InvSR\u4e0d\u4ec5\u9002\u7528\u4e8e\u5b66\u672f\u7814\u7a76\uff0c\u4e5f\u53ef\u5e94\u7528\u4e8e\u5b9e\u9645\u7684\u56fe\u50cf\u5904\u7406\u9700\u6c42\uff0c\u662f\u4e00\u4e2a\u517c\u5177\u521b\u65b0\u6027\u548c\u5b9e\u7528\u6027\u7684\u5f00\u6e90\u5de5\u5177\u3002<\/p>\n<p><strong>\u8bd5\u7528<\/strong><\/p>\n<p>https:\/\/huggingface.co\/spaces\/OAOA\/InvSR<\/p>\n<p>https:\/\/colab.research.google.com\/drive\/1hjgCFnAU4oUUhh9VRfTwsFN1AiIjdcSR?usp=sharing<\/p>\n<p>&nbsp;<\/p>\n<div id=\"attachment_16498\" style=\"width: 1369px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16498\" class=\"wp-image-16498 size-full\" title=\"InvSR\uff1a\u5f00\u6e90\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u9879\u76ee\uff0c\u63d0\u5347\u56fe\u50cf\u5206\u8fa8\u7387\u8d28\u91cf-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/e4c31abc841e753.png\" alt=\"InvSR\uff1a\u5f00\u6e90\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u9879\u76ee\uff0c\u63d0\u5347\u56fe\u50cf\u5206\u8fa8\u7387\u8d28\u91cf-1\" width=\"1359\" height=\"828\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/e4c31abc841e753.png 1359w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/e4c31abc841e753-300x183.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/e4c31abc841e753-1024x624.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/e4c31abc841e753-768x468.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/e4c31abc841e753-18x12.png 18w\" sizes=\"auto, (max-width: 1359px) 100vw, 1359px\" \/><p id=\"caption-attachment-16498\" class=\"wp-caption-text\">\u4f53\u9a8c\u5730\u5740\uff1ahttps:\/\/replicate.com\/zsyoaoa\/invsr<\/p><\/div>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301\u4efb\u610f\u6b65\u6570\u7684\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u5904\u7406<\/li>\n<li>\u5229\u7528\u6269\u6563\u53cd\u6f14\u6280\u672f\u63d0\u5347\u56fe\u50cf\u8d28\u91cf<\/li>\n<li>\u96c6\u6210\u9884\u8bad\u7ec3\u7684SD-Turbo\u6a21\u578b<\/li>\n<li>\u63d0\u4f9b\u7075\u6d3b\u7684\u91c7\u6837\u673a\u5236<\/li>\n<li>\u652f\u6301\u6279\u91cf\u56fe\u50cf\u5904\u7406<\/li>\n<li>\u63d0\u4f9b\u9884\u8bad\u7ec3\u7684\u566a\u58f0\u9884\u6d4b\u7f51\u7edc\u6a21\u578b<\/li>\n<li>\u5f00\u6e90\u4ee3\u7801\u652f\u6301\u81ea\u5b9a\u4e49\u8bad\u7ec3\u548c\u4fee\u6539<\/li>\n<li>\u652f\u6301\u591a\u79cd\u56fe\u50cf\u683c\u5f0f\u8f93\u5165\u8f93\u51fa<\/li>\n<li>\u63d0\u4f9b\u8be6\u7ec6\u7684\u8bc4\u4f30\u7ed3\u679c\u548c\u6027\u80fd\u6307\u6807<\/li>\n<li>\u5305\u542b\u5b8c\u6574\u7684\u8bad\u7ec3\u6d41\u7a0b\u6587\u6863<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>1. \u73af\u5883\u914d\u7f6e<\/h3>\n<p>\u9996\u5148\u9700\u8981\u786e\u4fdd\u60a8\u7684\u7cfb\u7edf\u6ee1\u8db3\u4ee5\u4e0b\u8981\u6c42\uff1a<\/p>\n<ul>\n<li>Python 3.8+<\/li>\n<li>PyTorch 2.0+<\/li>\n<li>CUDA\u652f\u6301\uff08\u63a8\u8350\u4f7f\u7528GPU\u52a0\u901f\uff09<\/li>\n<\/ul>\n<h3>2. \u5b89\u88c5\u6b65\u9aa4<\/h3>\n<ol>\n<li>\u514b\u9686\u9879\u76ee\u4ed3\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>git clone https:\/\/github.com\/zsyOAOA\/InvSR.git\r\ncd InvSR\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u5b89\u88c5\u4f9d\u8d56\u5305\uff1a<\/li>\n<\/ol>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u4e0b\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\uff1a<br \/>\n\u8bbf\u95ee\u9879\u76eerelease\u9875\u9762\u4e0b\u8f7d<code>noise_predictor_sd_turbo_v5.pth<\/code>\u6a21\u578b\u6587\u4ef6\uff0c\u5e76\u5c06\u5176\u653e\u7f6e\u5728\u6307\u5b9a\u76ee\u5f55\u4e2d\u3002<\/li>\n<\/ol>\n<h3>3. \u4f7f\u7528\u65b9\u6cd5<\/h3>\n<h4>\u57fa\u7840\u4f7f\u7528<\/h4>\n<ol>\n<li>\u51c6\u5907\u8f93\u5165\u56fe\u50cf\uff1a<\/li>\n<\/ol>\n<ul>\n<li>\u652f\u6301\u5e38\u89c1\u56fe\u50cf\u683c\u5f0f\uff08jpg\u3001png\u7b49\uff09<\/li>\n<li>\u5c06\u9700\u8981\u5904\u7406\u7684\u56fe\u50cf\u653e\u5165input\u6587\u4ef6\u5939<\/li>\n<\/ul>\n<ol start=\"2\">\n<li>\u8fd0\u884c\u8d85\u5206\u8fa8\u7387\u5904\u7406\uff1a<\/li>\n<\/ol>\n<pre><code>python inference.py --input_path input_image.jpg --output_path output_image.jpg\r\n<\/code><\/pre>\n<h4>\u9ad8\u7ea7\u53c2\u6570\u8bbe\u7f6e<\/h4>\n<ul>\n<li><code>--sampling_steps<\/code>\uff1a\u8bbe\u7f6e\u91c7\u6837\u6b65\u6570\uff081-5\uff09\uff0c\u6570\u503c\u8d8a\u5927\u8d28\u91cf\u8d8a\u597d\uff0c\u4f46\u5904\u7406\u65f6\u95f4\u66f4\u957f<\/li>\n<li><code>--scale<\/code>\uff1a\u8bbe\u7f6e\u653e\u5927\u500d\u6570<\/li>\n<li><code>--seed<\/code>\uff1a\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50\u4ee5\u786e\u4fdd\u7ed3\u679c\u53ef\u590d\u73b0<\/li>\n<\/ul>\n<h3>4. \u6027\u80fd\u4f18\u5316\u5efa\u8bae<\/h3>\n<ul>\n<li>\u5bf9\u4e8e\u5927\u5c3a\u5bf8\u56fe\u50cf\uff0c\u5efa\u8bae\u4f7f\u7528\u5206\u5757\u5904\u7406\u529f\u80fd<\/li>\n<li>GPU\u5185\u5b58\u4e0d\u8db3\u65f6\u53ef\u8c03\u6574batch_size<\/li>\n<li>\u53ef\u6839\u636e\u5b9e\u9645\u9700\u6c42\u5e73\u8861\u91c7\u6837\u6b65\u6570\u548c\u5904\u7406\u901f\u5ea6<\/li>\n<\/ul>\n<h3>5. \u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/h3>\n<ol>\n<li>\u5185\u5b58\u4e0d\u8db3\uff1a<\/li>\n<\/ol>\n<ul>\n<li>\u51cf\u5c0f\u5904\u7406\u56fe\u50cf\u7684\u5c3a\u5bf8<\/li>\n<li>\u964d\u4f4ebatch_size<\/li>\n<li>\u4f7f\u7528\u5206\u5757\u5904\u7406\u6a21\u5f0f<\/li>\n<\/ul>\n<ol start=\"2\">\n<li>\u5904\u7406\u901f\u5ea6\u4f18\u5316\uff1a<\/li>\n<\/ol>\n<ul>\n<li>\u51cf\u5c11\u91c7\u6837\u6b65\u6570<\/li>\n<li>\u4f7f\u7528GPU\u52a0\u901f<\/li>\n<li>\u5f00\u542f\u6279\u5904\u7406\u6a21\u5f0f<\/li>\n<\/ul>\n<ol start=\"3\">\n<li>\u8f93\u51fa\u8d28\u91cf\u63d0\u5347\uff1a<\/li>\n<\/ol>\n<ul>\n<li>\u589e\u52a0\u91c7\u6837\u6b65\u6570<\/li>\n<li>\u8c03\u6574\u6a21\u578b\u53c2\u6570<\/li>\n<li>\u4f7f\u7528\u66f4\u9ad8\u8d28\u91cf\u7684\u8f93\u5165\u56fe\u50cf<\/li>\n<\/ul>\n<h3>6. \u8fdb\u9636\u4f7f\u7528<\/h3>\n<ul>\n<li>\u652f\u6301\u81ea\u5b9a\u4e49\u8bad\u7ec3\uff1a\u53ef\u4ee5\u4f7f\u7528\u81ea\u5df1\u7684\u6570\u636e\u96c6\u8fdb\u884c\u6a21\u578b\u5fae\u8c03<\/li>\n<li>\u6279\u5904\u7406\u6a21\u5f0f\uff1a\u652f\u6301\u591a\u56fe\u50cf\u540c\u65f6\u5904\u7406<\/li>\n<li>\u96c6\u6210API\uff1a\u63d0\u4f9bPython API\u63a5\u53e3\u65b9\u4fbf\u96c6\u6210\u5230\u5176\u4ed6\u9879\u76ee\u4e2d<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>InvSR\u662f\u4e00\u4e2a\u521b\u65b0\u7684\u5f00\u6e90\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u9879\u76ee\uff0c\u5b83\u57fa\u4e8e\u6269\u6563\u53cd\u6f14\u6280\u672f\uff0c\u80fd\u591f\u5c06\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf\u8f6c\u6362\u4e3a\u9ad8\u8d28\u91cf\u7684\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u3002\u8be5\u9879\u76ee\u5229\u7528\u9884\u8bad\u7ec3\u7684\u5927\u578b\u6269\u6563\u6a21\u578b\u4e2d\u8574\u542b\u7684\u4e30\u5bcc\u56fe\u50cf\u5148\u9a8c\u77e5\u8bc6\uff0c\u901a\u8fc7\u7075\u6d3b\u7684\u91c7\u6837\u673a\u5236\uff0c\u652f\u63011\u52305\u6b65\u4e0d\u7b49\u7684\u4efb\u610f\u91c7\u6837\u6b65\u6570\uff0c\u5728\u4fdd\u6301\u56fe\u50cf\u8d28\u91cf\u7684\u540c\u65f6\u5927&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61507,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[218,230],"class_list":["post-16497","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aituxiangfangda","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/16497","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=16497"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/16497\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61507"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=16497"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=16497"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=16497"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}