{"id":30256,"date":"2025-04-10T15:32:23","date_gmt":"2025-04-10T07:32:23","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=30256"},"modified":"2025-04-10T15:32:23","modified_gmt":"2025-04-10T07:32:23","slug":"thera","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/thera\/","title":{"rendered":"Thera\uff1a\u4efb\u610f\u5c3a\u5bf8\u56fe\u50cf\u653e\u5927\u3001\u53bb\u952f\u9f7f\u7684\u5f00\u6e90\u5de5\u5177"},"content":{"rendered":"<p>Thera \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u5de5\u5177\uff0c\u7531\u82cf\u9ece\u4e16\u8054\u90a6\u7406\u5de5\u5b66\u9662\uff08ETH Zurich\uff09\u548c\u82cf\u9ece\u4e16\u5927\u5b66\u7684\u56e2\u961f\u5f00\u53d1\u3002\u5b83\u80fd\u5c06\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf\u653e\u5927\u5230\u4efb\u610f\u5c3a\u5ea6\uff0c\u6bd4\u5982 2 \u500d\u30013.14 \u500d\u751a\u81f3\u975e\u6574\u6570\u500d\uff0c\u5e76\u4e14\u653e\u5927\u540e\u6ca1\u6709\u952f\u9f7f\u6216\u6a21\u7cca\u3002Thera \u7684\u6838\u5fc3\u5728\u4e8e\u4f7f\u7528\u4e86\u795e\u7ecf\u70ed\u573a\uff08Neural Heat Fields\uff09\u548c\u5185\u7f6e\u7269\u7406\u89c2\u5bdf\u6a21\u578b\uff0c\u80fd\u6a21\u62df\u771f\u5b9e\u6210\u50cf\u8fc7\u7a0b\uff0c\u8ba9\u56fe\u50cf\u7ec6\u8282\u66f4\u81ea\u7136\u3002\u8fd9\u4e2a\u5de5\u5177\u5728 GitHub \u4e0a\u514d\u8d39\u63d0\u4f9b\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u4e0b\u8f7d\u4ee3\u7801\u6216\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n<div id=\"attachment_30257\" style=\"width: 731px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-30257\" class=\"wp-image-30257\" title=\"Thera\uff1a\u4efb\u610f\u5c3a\u5bf8\u56fe\u50cf\u653e\u5927\u3001\u53bb\u952f\u9f7f\u7684\u5f00\u6e90\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/345dbf04f9779a9.png\" alt=\"Thera\uff1a\u4efb\u610f\u5c3a\u5bf8\u56fe\u50cf\u653e\u5927\u3001\u53bb\u952f\u9f7f\u7684\u5f00\u6e90\u5de5\u5177-1\" width=\"721\" height=\"581\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/345dbf04f9779a9.png 894w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/345dbf04f9779a9-768x619.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/345dbf04f9779a9-15x12.png 15w\" sizes=\"auto, (max-width: 721px) 100vw, 721px\" \/><p id=\"caption-attachment-30257\" class=\"wp-caption-text\">\u6f14\u793a\u5730\u5740\uff1ahttps:\/\/huggingface.co\/spaces\/prs-eth\/thera<\/p><\/div>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301\u4efb\u610f\u5c3a\u5ea6\u653e\u5927\uff1a\u53ef\u4ee5\u81ea\u7531\u8bbe\u7f6e\u653e\u5927\u500d\u6570\uff0c\u4e0d\u9650\u4e8e\u6574\u6570\u3002<\/li>\n<li>\u65e0\u952f\u9f7f\u6548\u679c\uff1a\u901a\u8fc7\u795e\u7ecf\u70ed\u573a\u6280\u672f\uff0c\u6d88\u9664\u653e\u5927\u65f6\u7684\u952f\u9f7f\u548c\u5931\u771f\u3002<\/li>\n<li>\u5185\u7f6e\u7269\u7406\u89c2\u5bdf\u6a21\u578b\uff1a\u6a21\u62df\u771f\u5b9e\u6210\u50cf\u8fc7\u7a0b\uff0c\u63d0\u5347\u56fe\u50cf\u81ea\u7136\u5ea6\u3002<\/li>\n<li>\u5f00\u6e90\u4ee3\u7801\u652f\u6301\uff1a\u7528\u6237\u53ef\u4ee5\u4fee\u6539\u4ee3\u7801\u6216\u9002\u914d\u81ea\u5df1\u7684\u9700\u6c42\u3002<\/li>\n<li>\u63d0\u4f9b\u9884\u8bad\u7ec3\u6a21\u578b\uff1a\u5305\u62ec EDSR \u548c RDN \u4e24\u79cd\u9aa8\u5e72\u7f51\u7edc\u7684\u591a\u79cd\u53d8\u4f53\u3002<\/li>\n<li>\u8de8\u5e73\u53f0\u8fd0\u884c\uff1a\u57fa\u4e8e Python 3.10\uff0c\u652f\u6301 Linux \u7cfb\u7edf\u548c NVIDIA GPU\u3002<\/li>\n<li>\u672c\u5730\u6f14\u793a\u652f\u6301\uff1a\u901a\u8fc7 Gradio \u754c\u9762\u4e0a\u4f20\u56fe\u50cf\u5e76\u5b9e\u65f6\u5904\u7406\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>Thera \u7684\u4f7f\u7528\u5206\u4e3a\u5b89\u88c5\u548c\u64cd\u4f5c\u4e24\u90e8\u5206\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff0c\u786e\u4fdd\u4f60\u80fd\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>Thera \u9700\u8981 Linux \u7cfb\u7edf\u3001Python 3.10 \u548c NVIDIA GPU \u652f\u6301\u3002\u5b89\u88c5\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li><strong>\u521b\u5efa\u73af\u5883<\/strong><br \/>\n\u7528 Conda \u521b\u5efa Python 3.10 \u73af\u5883\u5e76\u6fc0\u6d3b\uff1a<\/li>\n<\/ol>\n<pre><code>conda create -n thera python=3.10\r\nconda activate thera\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u4e0b\u8f7d\u4ee3\u7801<\/strong><br \/>\n\u4ece GitHub \u514b\u9686 Thera \u9879\u76ee\uff1a<\/li>\n<\/ol>\n<pre><code>git clone https:\/\/github.com\/prs-eth\/thera.git\r\ncd thera\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u7528 pip \u5b89\u88c5\u6240\u9700\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>pip install --upgrade pip\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<ol start=\"4\">\n<li><strong>\u4e0b\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b<\/strong><br \/>\nThera \u63d0\u4f9b\u591a\u79cd\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u6bd4\u5982\u00a0<code>thera-rdn-pro.pkl<\/code>\u3002\u4f60\u53ef\u4ee5\u4ece Hugging Face \u6216 Google Drive \u4e0b\u8f7d\u3002\u94fe\u63a5\u5982\u4e0b\uff1a<\/li>\n<\/ol>\n<ul>\n<li>EDSR Air:\u00a0<a href=\"https:\/\/huggingface.co\/prs-eth\/thera-edsr-air\">Hugging Face<\/a><\/li>\n<li>RDN Pro:\u00a0<a href=\"https:\/\/huggingface.co\/prs-eth\/thera-rdn-pro\">Hugging Face<\/a><br \/>\n\u4e0b\u8f7d\u540e\uff0c\u5c06\u6a21\u578b\u6587\u4ef6\u653e\u5230\u00a0<code>thera<\/code>\u00a0\u6587\u4ef6\u5939\u4e2d\u3002<\/li>\n<\/ul>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0cThera \u5c31\u53ef\u4ee5\u8fd0\u884c\u4e86\u3002\u5982\u679c\u6709\u95ee\u9898\uff0c\u53ef\u4ee5\u7528\u00a0<code>python run_eval.py -h<\/code>\u00a0\u67e5\u770b\u5e2e\u52a9\u3002<\/p>\n<h3>\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<p>Thera \u7684\u4e3b\u8981\u529f\u80fd\u662f\u653e\u5927\u56fe\u50cf\u3002\u4ee5\u4e0b\u662f\u5177\u4f53\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u51c6\u5907\u8f93\u5165\u56fe\u50cf<\/strong><br \/>\n\u5c06\u9700\u8981\u653e\u5927\u7684\u56fe\u50cf\u653e\u5230\u4e00\u4e2a\u6587\u4ef6\u5939\uff0c\u6bd4\u5982\u00a0<code>data\/test_images<\/code>\uff0c\u652f\u6301 PNG\u3001JPEG \u7b49\u683c\u5f0f\u3002<\/li>\n<li><strong>\u8fd0\u884c\u8d85\u5206\u8fa8\u7387<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8f93\u5165\u547d\u4ee4\u5904\u7406\u56fe\u50cf\uff1a<\/li>\n<\/ol>\n<pre><code>.\/super_resolve.py input.png output.png --scale 3.14 --checkpoint thera-rdn-pro.pkl\r\n<\/code><\/pre>\n<ul>\n<li><code>input.png<\/code>\u00a0\u662f\u8f93\u5165\u56fe\u50cf\u3002<\/li>\n<li><code>output.png<\/code>\u00a0\u662f\u8f93\u51fa\u56fe\u50cf\u3002<\/li>\n<li><code>--scale<\/code>\u00a0\u8bbe\u7f6e\u653e\u5927\u500d\u6570\uff0c\u6bd4\u5982 3.14\u3002<\/li>\n<li><code>--checkpoint<\/code>\u00a0\u6307\u5b9a\u9884\u8bad\u7ec3\u6a21\u578b\u8def\u5f84\u3002<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong>\u6279\u91cf\u5904\u7406<\/strong><br \/>\n\u5982\u679c\u8981\u5904\u7406\u591a\u4e2a\u56fe\u50cf\uff0c\u53ef\u4ee5\u7528\u00a0<code>run_eval.py<\/code>\uff1a<\/li>\n<\/ol>\n<pre><code>python run_eval.py --checkpoint thera-rdn-pro.pkl --data-dir data --eval-sets test_images\r\n<\/code><\/pre>\n<p>\u8f93\u51fa\u4f1a\u4fdd\u5b58\u5728\u00a0<code>outputs<\/code>\u00a0\u6587\u4ef6\u5939\u4e2d\u3002<\/p>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<p>Thera \u7684\u4eae\u70b9\u662f\u4efb\u610f\u5c3a\u5ea6\u548c\u65e0\u952f\u9f7f\u6548\u679c\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><strong>\u4efb\u610f\u5c3a\u5ea6\u653e\u5927<\/strong><br \/>\n\u4f60\u53ef\u4ee5\u8bbe\u7f6e\u4efb\u4f55\u653e\u5927\u500d\u6570\uff0c\u6bd4\u5982\u00a0<code>--scale 2.5<\/code>\u00a0\u6216\u00a0<code>--scale 3.14<\/code>\u3002\u8fd9\u6bd4\u4f20\u7edf\u5de5\u5177\u53ea\u80fd\u9009\u56fa\u5b9a\u500d\u6570\u66f4\u7075\u6d3b\u3002\u6bd4\u5982\u653e\u5927\u5230 3.14 \u500d\u65f6\uff0c\u547d\u4ee4\u662f\uff1a<\/li>\n<\/ul>\n<pre><code>.\/super_resolve.py input.png output.png --scale 3.14 --checkpoint thera-rdn-pro.pkl\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u65e0\u952f\u9f7f\u6548\u679c<\/strong><br \/>\nThera \u7528\u795e\u7ecf\u70ed\u573a\u6280\u672f\u5904\u7406\u56fe\u50cf\u8fb9\u7f18\u3002\u65e0\u9700\u989d\u5916\u8bbe\u7f6e\uff0c\u8fd0\u884c\u540e\u653e\u5927\u56fe\u50cf\u4f1a\u81ea\u52a8\u4fdd\u7559\u7ec6\u8282\uff0c\u907f\u514d\u952f\u9f7f\u3002\u6bd4\u5982\u653e\u5927\u6587\u5b57\u56fe\u50cf\u65f6\uff0c\u8fb9\u7f18\u4f9d\u7136\u6e05\u6670\u3002<\/li>\n<li><strong>\u7269\u7406\u89c2\u5bdf\u6a21\u578b<\/strong><br \/>\n\u8fd9\u4e2a\u529f\u80fd\u5185\u7f6e\u5728\u6a21\u578b\u4e2d\uff0c\u4f1a\u6a21\u62df\u771f\u5b9e\u6210\u50cf\u8fc7\u7a0b\u3002\u4f60\u4e0d\u7528\u8c03\u6574\u53c2\u6570\uff0cThera \u4f1a\u81ea\u52a8\u4f18\u5316\u8f93\u51fa\uff0c\u8ba9\u56fe\u50cf\u66f4\u771f\u5b9e\u3002<\/li>\n<\/ul>\n<h3>\u672c\u5730\u6f14\u793a\u7248<\/h3>\n<p>\u60f3\u66f4\u76f4\u89c2\u5730\u4f53\u9a8c Thera\uff1f\u53ef\u4ee5\u8fd0\u884c Gradio \u6f14\u793a\u7248\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u6f14\u793a\u4ee3\u7801<\/strong><\/li>\n<\/ol>\n<pre><code>git clone https:\/\/huggingface.co\/spaces\/prs-eth\/thera thera-demo\r\ncd thera-demo\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><\/li>\n<\/ol>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u542f\u52a8\u6f14\u793a<\/strong><\/li>\n<\/ol>\n<pre><code>python app.py\r\n<\/code><\/pre>\n<p>\u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u8bbf\u95ee\u00a0<code>http:\/\/localhost:7860<\/code>\u3002\u4f60\u53ef\u4ee5\u5728\u7f51\u9875\u4e0a\u4e0a\u4f20\u56fe\u50cf\uff0c\u8c03\u6574\u653e\u5927\u500d\u6570\uff0c\u5b9e\u65f6\u67e5\u770b\u6548\u679c\u3002<\/p>\n<h3>\u8c03\u8bd5\u5efa\u8bae<\/h3>\n<p>\u5982\u679c\u9047\u5230\u6027\u80fd\u95ee\u9898\uff0c\u53ef\u4ee5\u7528\u8fd9\u4e9b XLA \u53c2\u6570\uff1a<\/p>\n<ul>\n<li>\u5173\u95ed\u663e\u5b58\u9884\u5206\u914d\uff1a<code>XLA_PYTHON_CLIENT_PREALLOCATE=false<\/code><\/li>\n<li>\u5173\u95ed JIT \u8c03\u8bd5\uff1a<code>JAX_DISABLE_JIT=1<\/code><\/li>\n<\/ul>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u4f60\u53ef\u4ee5\u7528 Thera \u5904\u7406\u4efb\u4f55\u56fe\u50cf\u3002\u5b83\u7684\u64cd\u4f5c\u7b80\u5355\uff0c\u6548\u679c\u51fa\u8272\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u9065\u611f\u56fe\u50cf\u5904\u7406<\/strong><br \/>\nThera \u53ef\u4ee5\u653e\u5927\u536b\u661f\u6216\u65e0\u4eba\u673a\u62cd\u6444\u7684\u56fe\u50cf\u3002\u7814\u7a76\u4eba\u5458\u80fd\u7528\u5b83\u5206\u6790\u5730\u5f62\u7ec6\u8282\uff0c\u6bd4\u5982\u76d1\u6d4b\u68ee\u6797\u8986\u76d6\u53d8\u5316\u3002<\/li>\n<li><strong>\u533b\u5b66\u5f71\u50cf\u589e\u5f3a<\/strong><br \/>\nThera \u80fd\u63d0\u9ad8 X \u5149\u6216 MRI \u56fe\u50cf\u7684\u5206\u8fa8\u7387\u3002\u533b\u751f\u53ef\u4ee5\u7528\u5b83\u89c2\u5bdf\u66f4\u7ec6\u5fae\u7684\u75c5\u53d8\uff0c\u63d0\u5347\u8bca\u65ad\u6548\u7387\u3002<\/li>\n<li><strong>\u6570\u5b57\u827a\u672f\u4fee\u590d<\/strong><br \/>\n\u827a\u672f\u5bb6\u53ef\u4ee5\u7528 Thera \u653e\u5927\u4f4e\u5206\u8fa8\u7387\u4f5c\u54c1\u6216\u8001\u7167\u7247\u3002\u6bd4\u5982\u653e\u5927\u4e00\u5f20\u6a21\u7cca\u7684\u7d20\u63cf\uff0c\u7ec6\u8282\u4f1a\u66f4\u4e30\u5bcc\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>Thera \u652f\u6301 Windows \u5417\uff1f<\/strong><br \/>\n\u76ee\u524d\u53ea\u652f\u6301 Linux\uff0c\u56e0\u4e3a\u5b83\u4f9d\u8d56 NVIDIA GPU \u548c\u7279\u5b9a\u73af\u5883\u3002Windows \u7528\u6237\u53ef\u4ee5\u7528\u865a\u62df\u673a\u8fd0\u884c\u3002<\/li>\n<li><strong>\u653e\u5927\u500d\u6570\u6709\u9650\u5236\u5417\uff1f<\/strong><br \/>\n\u6ca1\u6709\u56fa\u5b9a\u4e0a\u9650\u3002\u4f46\u5982\u679c\u500d\u6570\u8fc7\u9ad8\uff08\u6bd4\u5982 10 \u500d\u4ee5\u4e0a\uff09\uff0c\u6548\u679c\u53ef\u80fd\u56e0\u539f\u59cb\u56fe\u50cf\u4fe1\u606f\u4e0d\u8db3\u800c\u4e0b\u964d\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u4ee3\u7801\u4ec0\u4e48\u65f6\u5019\u53d1\u5e03\uff1f<\/strong><br \/>\n\u5b98\u65b9\u8868\u793a\u8bad\u7ec3\u4ee3\u7801\u5373\u5c06\u53d1\u5e03\uff0c\u5177\u4f53\u65f6\u95f4\u5f85\u5b9a\u3002\u4f60\u53ef\u4ee5\u5173\u6ce8 GitHub \u9875\u9762\u83b7\u53d6\u66f4\u65b0\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Thera \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u5de5\u5177\uff0c\u7531\u82cf\u9ece\u4e16\u8054\u90a6\u7406\u5de5\u5b66\u9662\uff08ETH Zurich\uff09\u548c\u82cf\u9ece\u4e16\u5927\u5b66\u7684\u56e2\u961f\u5f00\u53d1\u3002\u5b83\u80fd\u5c06\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf\u653e\u5927\u5230\u4efb\u610f\u5c3a\u5ea6\uff0c\u6bd4\u5982 2 \u500d\u30013.14 \u500d\u751a\u81f3\u975e\u6574\u6570\u500d\uff0c\u5e76\u4e14\u653e\u5927\u540e\u6ca1\u6709\u952f\u9f7f\u6216\u6a21\u7cca\u3002Thera 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