{"id":18277,"date":"2025-01-14T12:46:13","date_gmt":"2025-01-14T04:46:13","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=18277"},"modified":"2026-04-12T16:57:21","modified_gmt":"2026-04-12T08:57:21","slug":"video-subtitle-remover","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/video-subtitle-remover\/","title":{"rendered":"VSR\uff1aAI\u6280\u672f\u65e0\u635f\u53bb\u9664\u89c6\u9891\u6c34\u5370\u548c\u786c\u5b57\u5e55\u8f6f\u4ef6\uff08\u89c6\u9891\u53bb\u6c34\u5370\u5ba2\u6237\u7aef7G+\uff09"},"content":{"rendered":"<p>\u89c6\u9891\u5b57\u5e55\u53bb\u9664\u5de5\u5177\uff08Video-subtitle-remover\uff0c\u7b80\u79f0VSR\uff09\u662f\u4e00\u6b3e\u57fa\u4e8eAI\u6280\u672f\u7684\u89c6\u9891\u5904\u7406\u8f6f\u4ef6\uff0c\u4e13\u95e8\u7528\u4e8e\u53bb\u9664\u89c6\u9891\u4e2d\u7684\u786c\u5b57\u5e55\u548c\u6587\u672c\u6c34\u5370\u3002\u8be5\u5de5\u5177\u91c7\u7528\u4e86\u591a\u79cdAI\u7b97\u6cd5\u6a21\u578b\uff08STTN\u3001LAMA\u3001PROPAINTER\uff09\uff0c\u80fd\u591f\u667a\u80fd\u8bc6\u522b\u5e76\u65e0\u635f\u53bb\u9664\u89c6\u9891\u4e2d\u7684\u5b57\u5e55\u6587\u672c\uff0c\u540c\u65f6\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5bf9\u53bb\u9664\u5b57\u5e55\u540e\u7684\u533a\u57df\u8fdb\u884c\u667a\u80fd\u586b\u5145\u4fee\u590d\u3002\u8f6f\u4ef6\u652f\u6301Windows\u3001macOS\u548cLinux\u591a\u5e73\u53f0\u8fd0\u884c\uff0c\u63d0\u4f9b\u56fe\u5f62\u754c\u9762\u548c\u547d\u4ee4\u884c\u4e24\u79cd\u64cd\u4f5c\u65b9\u5f0f\u3002VSR\u4e0d\u4ec5\u53ef\u4ee5\u5904\u7406\u6307\u5b9a\u4f4d\u7f6e\u7684\u5b57\u5e55\uff0c\u8fd8\u80fd\u81ea\u52a8\u68c0\u6d4b\u5e76\u53bb\u9664\u6574\u4e2a\u89c6\u9891\u4e2d\u7684\u6240\u6709\u6587\u672c\uff0c\u540c\u65f6\u652f\u6301\u6279\u91cf\u5904\u7406\u56fe\u7247\u4e2d\u7684\u6c34\u5370\u6587\u672c\u3002\u8be5\u5de5\u5177\u7279\u522b\u9002\u5408\u9700\u8981\u5904\u7406\u5305\u542b\u786c\u7f16\u7801\u5b57\u5e55\u7684\u89c6\u9891\u7d20\u6750\u7684\u5185\u5bb9\u521b\u4f5c\u8005\u548c\u89c6\u9891\u7f16\u8f91\u4eba\u5458\u4f7f\u7528\u3002<\/p>\n<blockquote><p>\u4e00\u822c\u8f6f\u4ef6\u53ea\u80fd\u628a\u6c34\u5370\u8fdb\u884c\u6a21\u7cca\u5904\u7406\uff0c\u770b\u4e0a\u53bb\u5f88\u4e0d\u81ea\u7136\uff0c\u800cVSR\u4f1a\u751f\u6210\u4e00\u5c0f\u5757\u56fe\u7247\u6765\u906e\u76d6\u6c34\u5370\uff0c\u8fd9\u4e00\u5c0f\u5757\u56fe\u7247\u662fAI\u7ed8\u5236\u7684\uff0c\u4e0e\u5468\u56f4\u7684\u56fe\u50cf\u8854\u63a5\u5f97\u975e\u5e38\u81ea\u7136\u3002\u6700\u540e\u51fa\u6765\u7684\u6548\u679c\u53ef\u4ee5\u8bf4\u662f\u7206\u8d5e\uff01<\/p>\n<p>VSR\u4f18\u70b9\uff1a\u53bb\u9664\u89c6\u9891\u6c34\u5370\u548c\u5185\u5d4c\u5b57\u5e55\u6548\u679c\u5f88\u597d\u3002 \u7f3a\u70b9\uff1a\u65e0\u6cd5\u53bb\u9664\u79fb\u52a8\u7684\u6c34\u5370\u3002\u8f6f\u4ef6\u4f53\u79ef\u6bd4\u8f83\u5927\u3002<\/p>\n<p>VSR\u5c0f\u8bc0\u7a8d\uff1a\u6709\u4e9b\u6c34\u5370\u7684\u989c\u8272\u63a5\u8fd1\u89c6\u9891\u5e95\u8272\uff0c\u53bb\u9664\u6548\u679c\u4e0d\u597d\uff0c\u53ef\u4ee5\u7528\u526a\u6620\u6dfb\u52a0\u4e00\u4e2a\u9ad8\u53cd\u5dee\u6c34\u5370\u76d6\u5728\u539f\u6c34\u5370\u4e0a\uff0c\u7136\u540e\u518d\u4f7f\u7528VSR\u53bb\u9664\uff0c\u6548\u679c\u5c31\u975e\u5e38\u597d\u4e86\u3002<\/p><\/blockquote>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18278\" title=\"VSR\uff1aAI\u6280\u672f\u65e0\u635f\u53bb\u9664\u89c6\u9891\u6c34\u5370\u548c\u786c\u5b57\u5e55\u8f6f\u4ef6\uff08\u672c\u5730\u5ba2\u6237\u7aef7G+\uff09-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4848fa6c53e5ba4.png\" alt=\"VSR\uff1aAI\u6280\u672f\u65e0\u635f\u53bb\u9664\u89c6\u9891\u6c34\u5370\u548c\u786c\u5b57\u5e55\u8f6f\u4ef6\uff08\u672c\u5730\u5ba2\u6237\u7aef7G+\uff09-1\" width=\"892\" height=\"794\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4848fa6c53e5ba4.png 892w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4848fa6c53e5ba4-300x267.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4848fa6c53e5ba4-768x684.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4848fa6c53e5ba4-13x12.png 13w\" sizes=\"auto, (max-width: 892px) 100vw, 892px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u65e0\u635f\u5206\u8fa8\u7387\u53bb\u9664\u89c6\u9891\u786c\u5b57\u5e55\uff0c\u4fdd\u6301\u539f\u89c6\u9891\u753b\u8d28<\/li>\n<li>\u652f\u6301\u591a\u79cdAI\u7b97\u6cd5\u6a21\u578b\uff08STTN\u3001LAMA\u3001PROPAINTER\uff09\u8fdb\u884c\u667a\u80fd\u5b57\u5e55\u533a\u57df\u4fee\u590d<\/li>\n<li>\u652f\u6301\u81ea\u5b9a\u4e49\u5b57\u5e55\u4f4d\u7f6e\u7684\u5b9a\u5411\u53bb\u9664\u529f\u80fd<\/li>\n<li>\u652f\u6301\u5168\u89c6\u9891\u81ea\u52a8\u68c0\u6d4b\u548c\u53bb\u9664\u6240\u6709\u6587\u672c\u5185\u5bb9<\/li>\n<li>\u63d0\u4f9b\u56fe\u7247\u6279\u91cf\u53bb\u9664\u6c34\u5370\u6587\u672c\u529f\u80fd<\/li>\n<li>\u652f\u6301\u8de8\u5e73\u53f0\u8fd0\u884c\uff08Windows\/macOS\/Linux\uff09<\/li>\n<li>\u63d0\u4f9b\u56fe\u5f62\u754c\u9762(GUI)\u548c\u547d\u4ee4\u884c(CLI)\u4e24\u79cd\u64cd\u4f5c\u6a21\u5f0f<\/li>\n<li>\u652f\u6301\u81ea\u5b9a\u4e49\u5904\u7406\u53c2\u6570\uff0c\u53ef\u6839\u636e\u9700\u6c42\u8c03\u6574\u53bb\u9664\u6548\u679c<\/li>\n<li>\u652f\u6301GPU\u52a0\u901f\u5904\u7406\uff0c\u63d0\u5347\u5904\u7406\u6548\u7387<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u51c6\u5907<\/h3>\n<ol>\n<li>\u7cfb\u7edf\u8981\u6c42\uff1a\n<ul>\n<li>\u5fc5\u987b\u914d\u5907Nvidia\u663e\u5361\uff08\u6700\u4f4e\u914d\u7f6e\uff1aGTX 1060\u6216\u4ee5\u4e0a\uff09<\/li>\n<li>CPU\u9700\u652f\u6301AVX\u6307\u4ee4\u96c6<\/li>\n<li>Python 3.8+\u8fd0\u884c\u73af\u5883<\/li>\n<\/ul>\n<\/li>\n<li>\u83b7\u53d6\u8f6f\u4ef6\uff1a\n<ul>\n<li>\u65b9\u5f0f\u4e00\uff1a\u76f4\u63a5\u4e0b\u8f7d\u6253\u5305\u7248\u672c\uff08\u63a8\u8350\u65b0\u624b\u4f7f\u7528\uff09\n<ul>\n<li>Windows GPU\u7248\u672cv1.1.0\u4e0b\u8f7d\u5730\u5740\uff1a\n<ul>\n<li><a href=\"https:\/\/pan.baidu.com\/s\/1zR6CjRztmOGBbOkqK8R1Ng?pwd=vsr1\">\u767e\u5ea6\u7f51\u76d8\uff1a\u63d0\u53d6\u7801vsr1<\/a><\/li>\n<li><a href=\"https:\/\/drive.google.com\/drive\/folders\/1NRgLNoHHOmdO4GxLhkPbHsYfMOB_3Elr?usp=sharing\">Google Drive\uff1a\u63d0\u4f9b\u56fd\u9645\u4e0b\u8f7d\u901a\u9053<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u65b9\u5f0f\u4e8c\uff1a\u6e90\u7801\u5b89\u88c5\uff08\u9002\u5408\u5f00\u53d1\u8005\uff09\n<ul>\n<li>\u514b\u9686\u6216\u4e0b\u8f7dGitHub\u4ed3\u5e93\u4ee3\u7801<\/li>\n<li>\u6309\u7167\u8bf4\u660e\u914d\u7f6e\u5f00\u53d1\u73af\u5883<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u8fd0\u884c\u65b9\u6cd5<\/h3>\n<ol>\n<li>\u6253\u5305\u7248\u672c\u8fd0\u884c\uff1a\n<ul>\n<li>\u89e3\u538b\u4e0b\u8f7d\u7684\u538b\u7f29\u5305<\/li>\n<li>\u76f4\u63a5\u8fd0\u884c\u7a0b\u5e8f\u5373\u53ef\u4f7f\u7528<\/li>\n<\/ul>\n<\/li>\n<li>\u6e90\u7801\u7248\u672c\u8fd0\u884c\uff1a\n<ul>\n<li>\u521b\u5efaPython\u865a\u62df\u73af\u5883\uff1a\n<pre><code>conda create -n videoEnv python=3.8\r\nconda activate videoEnv\r\n<\/code><\/pre>\n<\/li>\n<li>\u5b89\u88c5CUDA\u548ccuDNN\uff08\u6839\u636e\u64cd\u4f5c\u7cfb\u7edf\u9009\u62e9\u5bf9\u5e94\u5b89\u88c5\u65b9\u6cd5\uff09<\/li>\n<li>\u5b89\u88c5\u4f9d\u8d56\uff1a\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fd0\u884c\u7a0b\u5e8f\uff1a\n<ul>\n<li>\u56fe\u5f62\u754c\u9762\u7248\u672c\uff1a<code>python gui.py<\/code><\/li>\n<li>\u547d\u4ee4\u884c\u7248\u672c\uff1a<code>python .\/backend\/main.py<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u6280\u5de7<\/h3>\n<ol>\n<li>\u6027\u80fd\u4f18\u5316\uff1a<br \/>\n\u5982\u679c\u5904\u7406\u901f\u5ea6\u8f83\u6162\uff0c\u53ef\u4ee5\u901a\u8fc7\u4fee\u6539backend\/config.py\u4e2d\u7684\u53c2\u6570\u63d0\u5347\u901f\u5ea6\uff1a<\/p>\n<pre><code>MODE = InpaintMode.STTN  # \u4f7f\u7528STTN\u7b97\u6cd5\r\nSTTN_SKIP_DETECTION = True # \u8df3\u8fc7\u5b57\u5e55\u68c0\u6d4b\u4ee5\u63d0\u5347\u901f\u5ea6\r\n<\/code><\/pre>\n<\/li>\n<li>\u6548\u679c\u4f18\u5316\uff1a<br \/>\n\u9488\u5bf9\u4e0d\u540c\u7c7b\u578b\u7684\u89c6\u9891\u53ef\u4ee5\u9009\u62e9\u4e0d\u540c\u7684\u7b97\u6cd5\uff1a<\/p>\n<ul>\n<li>STTN\u7b97\u6cd5\uff1a\u9002\u5408\u771f\u4eba\u89c6\u9891\uff0c\u5904\u7406\u901f\u5ea6\u5feb<\/li>\n<li>LAMA\u7b97\u6cd5\uff1a\u9002\u5408\u52a8\u753b\u89c6\u9891\u548c\u56fe\u7247\u5904\u7406<\/li>\n<li>PROPAINTER\u7b97\u6cd5\uff1a\u9002\u5408\u8fd0\u52a8\u5267\u70c8\u7684\u89c6\u9891<\/li>\n<\/ul>\n<\/li>\n<li>\u53c2\u6570\u8c03\u4f18\uff1a<br \/>\n\u53ef\u4ee5\u901a\u8fc7\u8c03\u6574\u4ee5\u4e0b\u53c2\u6570\u6539\u5584\u5904\u7406\u6548\u679c\uff1a<\/p>\n<pre><code># STTN\u7b97\u6cd5\u53c2\u6570\r\nSTTN_NEIGHBOR_STRIDE = 10  # \u76f8\u90bb\u5e27\u6570\r\nSTTN_REFERENCE_LENGTH = 10  # \u53c2\u8003\u5e27\u957f\u5ea6\r\nSTTN_MAX_LOAD_NUM = 30     # \u6700\u5927\u5904\u7406\u5e27\u6570\r\n<\/code><\/pre>\n<\/li>\n<li>\u5e38\u89c1\u95ee\u9898\u89e3\u51b3\uff1a\n<ul>\n<li>\u5982\u9047\u5230CondaHTTPError\uff0c\u53ef\u53c2\u8003\u914d\u7f6e\u6587\u4ef6\u8bbe\u7f6e<\/li>\n<li>4090\u663e\u5361\u7528\u6237\u5efa\u8bae\u4f7f\u7528CUDA 11.8<\/li>\n<li>7z\u89e3\u538b\u95ee\u9898\u9700\u5347\u7ea7\u89e3\u538b\u8f6f\u4ef6\u5230\u6700\u65b0\u7248\u672c<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u6ce8\u610f\u4e8b\u9879\uff1a<\/h3>\n<ol>\n<li>\u5fc5\u987b\u4f7f\u7528NVIDIA\u663e\u5361\uff0cAMD\u663e\u5361\u4e0d\u652f\u6301<\/li>\n<li>\u5904\u7406\u6548\u679c\u4e0e\u663e\u5361\u6027\u80fd\u76f8\u5173\uff0c\u914d\u7f6e\u8d8a\u9ad8\u6548\u679c\u8d8a\u597d<\/li>\n<li>\u4e0d\u540c\u7b97\u6cd5\u9002\u7528\u4e8e\u4e0d\u540c\u573a\u666f\uff0c\u5efa\u8bae\u6839\u636e\u89c6\u9891\u7c7b\u578b\u9009\u62e9<\/li>\n<li>\u5982\u9700\u81ea\u5b9a\u4e49\u6a21\u578b\uff0c\u53ef\u53c2\u8003design\u6587\u4ef6\u5939\u4e2d\u7684\u8bad\u7ec3\u65b9\u6cd5<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p><strong>VSR\u5938\u514b\u4e0b\u8f7d\u5730\u5740<\/strong><\/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 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