{"id":1287,"date":"2021-10-22T16:01:09","date_gmt":"2021-10-22T08:01:09","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=1287"},"modified":"2021-10-22T16:01:09","modified_gmt":"2021-10-22T08:01:09","slug":"%e4%b8%8d%e7%94%a8ps%e4%b8%80%e9%94%ae%e5%8e%bb%e9%99%a4%e7%85%a7%e7%89%87%e4%b8%ad%e7%9a%84%e5%af%b9%e8%b1%a1%ef%bc%8c%e4%b8%89%e6%98%9f%e7%94%a8%e5%82%85%e9%87%8c%e5%8f%b6%e5%8d%b7%e7%a7%af%e5%ae%9e","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2021\/10\/22\/1287\/","title":{"rendered":"\u4e0d\u7528PS\u4e00\u952e\u53bb\u9664\u7167\u7247\u4e2d\u7684\u5bf9\u8c61\uff0c\u4e09\u661f\u7528\u5085\u91cc\u53f6\u5377\u79ef\u5b9e\u73b0\u300c\u4e07\u7269\u9690\u8eab\u300d\uff0c\u8fd9\u4e2a\u795e\u5668\u53ef\u8bd5\u73a9"},"content":{"rendered":"<blockquote data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"94\" data-source-title=\"\">\n<section>\n<section>\n<section>\u5c06\u5feb\u901f\u5085\u91cc\u53f6\u5377\u79ef\u5f15\u5165\u7f51\u7edc\u67b6\u6784\uff0c\u5f25\u8865\u611f\u53d7\u91ce\u4e0d\u8db3\u7684\u7f3a\u9677\uff0c\u6765\u81ea\u4e09\u661f\u3001\u6d1b\u6851\u8054\u90a6\u7406\u5de5\u5b66\u9662\u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u63d0\u51fa\u4e86 LaMa\uff08large mask inpainting\uff09\u65b9\u6cd5\uff0c\u5728\u4e00\u7cfb\u5217\u6570\u636e\u96c6\u4e0a\u6539\u8fdb\u4e86 SOTA \u6280\u672f\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u73b0\u4ee3\u56fe\u50cf\u4fee\u590d\uff08Modern image inpainting\uff09\u7cfb\u7edf\u5c3d\u7ba1\u53d6\u5f97\u4e86\u957f\u8db3\u7684\u8fdb\u6b65\uff0c\u4f46\u5f80\u5f80\u96be\u4ee5\u5904\u7406\u5927\u9762\u79ef\u7684\u7f3a\u5931\u533a\u57df\u3001\u590d\u6742\u7684\u51e0\u4f55\u7ed3\u6784\u548c\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u3002\u7814\u7a76\u4eba\u5458\u53d1\u73b0\u9020\u6210\u8fd9\u79cd\u60c5\u51b5\u7684\u4e3b\u8981\u539f\u56e0\u4e4b\u4e00\u662f\u4fee\u590d\u7f51\u7edc\u548c\u635f\u5931\u51fd\u6570\u90fd\u7f3a\u4e4f\u6709\u6548\u7684\u611f\u53d7\u91ce\u3002<\/section>\n<section><\/section>\n<section>\u5927\u7684\u6709\u6548\u611f\u53d7\u91ce\u5bf9\u4e8e\u7406\u89e3\u56fe\u50cf\u7684\u5168\u5c40\u7ed3\u6784\u5e76\u56e0\u6b64\u89e3\u51b3\u4fee\u590d\u95ee\u9898\u81f3\u5173\u91cd\u8981\u3002\u6b64\u5916\uff0c\u5373\u4f7f\u63a9\u7801\u8db3\u591f\u5927\uff0c\u4f46\u6709\u9650\u7684\u611f\u53d7\u91ce\u53ef\u80fd\u4e0d\u8db3\u4ee5\u83b7\u5f97\u6a21\u578b\u751f\u6210\u8d28\u91cf\u4fee\u590d\u6240\u9700\u7684\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6765\u81ea\u4e09\u661f\u3001\u6d1b\u6851\u8054\u90a6\u7406\u5de5\u5b66\u9662\u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u65b9\u6cd5\uff0cLaMa\uff08large mask inpainting\uff09\u3002LaMa \u57fa\u4e8e\uff081\uff09\u4e00\u79cd\u4f7f\u7528\u4e86\u5feb\u901f\u5085\u91cc\u53f6\u5377\u79ef\u7684\u4fee\u590d\u7f51\u7edc\u67b6\u6784\uff0c\u8be5\u67b6\u6784\u5177\u6709\u8f83\u5bbd\u7684\u56fe\u50cf\u611f\u53d7\u91ce\uff1b\uff082\uff09\u9ad8\u611f\u53d7\u91ce\u611f\u77e5\u635f\u5931\uff1b\uff083\uff09\u8f83\u5927\u7684\u8bad\u7ec3\u63a9\u7801\uff0c\u53ef\u4ee5\u91ca\u653e\u524d\u4e24\u4e2a\u7ec4\u4ef6\u7684\u6f5c\u529b\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u63d0\u51fa\u7684\u4fee\u590d\u7f51\u7edc\u5728\u4e00\u7cfb\u5217\u6570\u636e\u96c6\u4e0a\u6539\u8fdb\u4e86 SOTA \u6280\u672f\uff0c\u5373\u4f7f\u5728\u5177\u6709\u6311\u6218\u6027\u7684\u60c5\u51b5\u4e0b\u4e5f\u80fd\u5b9e\u73b0\u51fa\u8272\u7684\u6027\u80fd\u3002\u6b64\u5916\uff0c\u8be5\u6a21\u578b\u8fd8\u53ef\u4ee5\u5f88\u597d\u5730\u6cdb\u5316\u5230\u6bd4\u8bad\u7ec3\u65f6\u66f4\u9ad8\u7684\u5206\u8fa8\u7387\u56fe\u50cf\uff0c\u4ee5\u8f83\u4f4e\u7684\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u6210\u672c\u5b9e\u73b0\u4e0e\u57fa\u51c6\u76f8\u5ab2\u7f8e\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1288\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-55.png\" width=\"870\" height=\"199\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-55.png 870w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-55-300x69.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-55-768x176.png 768w\" sizes=\"auto, (max-width: 870px) 100vw, 870px\" \/><\/p>\n<section><\/section>\n<ul class=\"list-paddingleft-2\">\n<li>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2109.07161.pdf<\/li>\n<li>GitHub \u5730\u5740\uff1ahttps:\/\/github.com\/saic-mdal\/lama<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u9879\u7814\u7a76\u5728 reddit \u4e0a\u53ef\u8c13\u706b\u7206\uff1a<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1289\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-56.png\" width=\"775\" height=\"135\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-56.png 775w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-56-300x52.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-56-768x134.png 768w\" sizes=\"auto, (max-width: 775px) 100vw, 775px\" \/><\/p>\n<section><\/section>\n<section>\u5b83\u7684\u6548\u679c\u662f\u8fd9\u6837\u7684\uff0c\u4ece\u529f\u80fd\u4e0a\u6765\u8bb2\uff0c\u5047\u5982\u4f5c\u4e3a PS \u63d2\u4ef6\uff0c\u5e94\u8be5\u4f1a\u5f88\u9177\uff1a<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1290\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-3.gif\" width=\"795\" height=\"428\" alt=\"\u56fe\u7247\" \/><\/p>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1291\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-4.gif\" width=\"521\" height=\"520\" alt=\"\u56fe\u7247\" \/><\/p>\n<section><\/section>\n<section>\u8fd9\u91cc\uff0c\u6211\u4eec\u4e5f\u8bd5\u73a9\u4e86\u4e00\u4e0b\uff0c\u8f93\u5165\u4e00\u5f20\u5c0f\u732b\u54aa\u7684\u56fe\u50cf\uff0c\u63d0\u4ea4\u4e4b\u540e\uff0c\u5904\u7406\u540e\u7684\u6548\u679c\u5982\u56fe\u53f3\u4e0a\u6240\u793a\uff0c\u53f3\u4e0b\u662f\u56fe\u50cf\u88ab\u5904\u7406\u6389\u7684\u90e8\u5206\uff1a<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1292\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-57.png\" width=\"1080\" height=\"541\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-57.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-57-300x150.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-57-1024x513.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-57-768x385.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<section><\/section>\n<section>\u00a0\u8bd5\u73a9\u5730\u5740\uff1ahttps:\/\/huggingface.co\/spaces\/akhaliq\/lama<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\u5904\u7406\u540e\u7684\u56fe\u50cf\u770b\u8d77\u6765\u4f1a\u7559\u4e0b\u4f2a\u5f71\uff0c\u6b63\u5982\u7f51\u53cb\u6240\u7591\u95ee\u7684\uff1a\u662f\u6211\u4e00\u4e2a\u4eba\u8fd8\u662f\u5927\u5bb6\u90fd\u8fd9\u6837\uff0c\u4fee\u590d\u7684\u56fe\u50cf\u5728\u80cc\u666f\u533a\u57df\u4f1a\u7559\u4e0b\u8f7b\u5fae\u7684\u9ed1\u8272\u3002<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1293\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-58.png\" width=\"814\" height=\"112\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-58.png 814w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-58-300x41.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-58-768x106.png 768w\" sizes=\"auto, (max-width: 814px) 100vw, 814px\" \/><\/p>\n<section><\/section>\n<section>\u4f46\u8fd9\u4e5f\u4e0d\u59a8\u788d\u8fd9\u9879\u7814\u7a76\u7684\u8d21\u732e\uff0c\u867d\u7136\u5904\u7406\u6548\u679c\u8fd8\u4e0d\u662f\u5f88\u5b8c\u7f8e\uff0c\u4f46\u5b83\u4ecd\u7136\u662f\u6700\u51fa\u8272\u7684\u90a3\u4e00\u4e2a\u3002<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1294\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-59.png\" width=\"766\" height=\"138\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-59.png 766w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-59-300x54.png 300w\" sizes=\"auto, (max-width: 766px) 100vw, 766px\" \/><\/p>\n<section><\/section>\n<section><strong>\u6280\u672f\u7ec6\u8282<\/strong><\/section>\n<section><\/section>\n<section><strong>\u65e9\u671f\u5c42\u4e2d\u7684\u5168\u5c40\u80cc\u666f<\/strong><\/section>\n<section><\/section>\n<section>\u6700\u8fd1\u63d0\u51fa\u7684\u5feb\u901f\u5085\u91cc\u53f6\u5377\u79ef\uff08Fourier convolution\uff09\u65b9\u6cd5\u53ef\u4ee5\u5728\u65e9\u671f\u5c42\u4e2d\u4f7f\u7528\u5168\u5c40\u80cc\u666f\u3002\u5085\u91cc\u53f6\u5377\u79ef\u5c42\u57fa\u4e8e\u5c42\u7ea7\u7684\u5feb\u901f\u5085\u91cc\u53f6\u53d8\u6362\uff08FFT\uff09\uff0c\u5e76\u5177\u6709\u8986\u76d6\u6574\u4e2a\u56fe\u50cf\u7684 image-wide \u611f\u53d7\u91ce\u3002<\/section>\n<section><\/section>\n<section>\u5085\u91cc\u53f6\u5377\u79ef\u5c42\u5c06\u901a\u9053\u5206\u5272\u4e3a\u4e24\u4e2a\u5e76\u884c\u7684\u5206\u652f\uff1a\u4f7f\u7528\u5e38\u89c4\u5377\u79ef\u7684\u5c40\u90e8\u5206\u652f\u548c\u4f7f\u7528 Real FFT \u6765\u5904\u7406\u5168\u5c40\u80cc\u666f\u7684\u5168\u5c40\u5206\u652f\u3002Real FFT \u53ea\u53ef\u7528\u4e8e\u5b9e\u503c\u4fe1\u53f7\uff08real valued signal\uff09\uff0c\u540c\u65f6 niReal FFT \u786e\u4fdd\u8f93\u5165\u4e5f\u662f\u5b9e\u503c\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cReal FFT \u4ec5\u4f7f\u7528 FFT \u4e00\u534a\u7684\u8c31\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u5730\uff0c\u5feb\u901f\u5085\u91cc\u53f6\u5377\u79ef\u5c42\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u6765\u5904\u7406\u5168\u5c40\u80cc\u666f\uff1a<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1295\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-78.jpg\" width=\"989\" height=\"746\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-78.jpg 989w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-78-300x226.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-78-768x579.jpg 768w\" sizes=\"auto, (max-width: 989px) 100vw, 989px\" \/><\/p>\n<section><\/section>\n<section>\u6700\u7ec8\uff0c\u5c40\u90e8\uff08i\uff09\u548c\u5168\u5c40\uff08ii\uff09\u5206\u652f\u7684\u8f93\u51fa\u878d\u5408\u5728\u4e00\u8d77\u3002\u56fe 2\uff08\u5de6\uff09\u4e3a\u8be5\u7814\u7a76\u63d0\u51fa\u7684 LaMa\uff0c\u56fe\uff08\u4e2d\uff09\u4e3a\u5feb\u901f\u5085\u91cc\u53f6\u5377\u79ef\uff0c\u56fe\uff08\u53f3\uff09\u4e3a\u8c31\u53d8\u6362\u3002<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1296\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-60.png\" width=\"1080\" height=\"428\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-60.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-60-300x119.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-60-1024x406.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-60-768x304.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<section><\/section>\n<section>\u76f8\u8f83\u4e8e\u5e38\u89c4\u5377\u79ef\uff0c\u5085\u91cc\u53f6\u53d8\u6362\u5b8c\u5168\u53ef\u5fae\uff0c\u5e76\u4e14\u5d4c\u5165\u5f0f\u65b9\u5f0f\u6613\u4e8e\u4f7f\u7528\u3002\u5f97\u76ca\u4e8e\u8986\u76d6\u6574\u4e2a\u56fe\u50cf\u7684 image-wide \u611f\u53d7\u91ce\uff0c\u5085\u91cc\u53f6\u5377\u79ef\u4f7f\u5f97\u751f\u6210\u5668\u7f51\u7edc\u53ef\u4ee5\u4ece\u65e9\u671f\u5c42\u5904\u7406\u5168\u5c40\u80cc\u666f\uff0c\u8fd9\u5bf9\u4e8e\u9ad8\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u4fee\u590d\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section>\u5085\u91cc\u53f6\u5377\u79ef\u7684\u53e6\u4e00\u4e2a\u76ca\u5904\u662f\u5b83\u6709\u80fd\u529b\u6355\u83b7\u4eba\u9020\u73af\u5883\u4e2d\u5f88\u5e38\u89c1\u7684\u5468\u671f\u6027\u7ed3\u6784\uff0c\u5982\u7816\u5757\u3001\u68af\u5b50\u548c\u7a97\u6237\u7b49\u3002\u6709\u8da3\u7684\u662f\uff0c\u5728\u6240\u6709\u9891\u6570\u4e0a\u5171\u4eab\u76f8\u540c\u7684\u5377\u79ef\u4f7f\u5f97\u6a21\u578b\u8f6c\u5411\u5c3a\u5ea6\u534f\u65b9\u5dee\uff08scale covariance\uff09\u3002<\/section>\n<section><\/section>\n<section>\u00a0<strong>\u635f\u5931\u51fd\u6570<\/strong><\/section>\n<section><\/section>\n<section>\u56fe\u50cf\u4fee\u590d\u95ee\u9898\u5177\u6709\u5185\u5728\u7684\u6a21\u7cca\u6027\u3002\u540c\u4e00\u4e2a\u7f3a\u5931\u533a\u57df\u53ef\u4ee5\u6709\u5f88\u591a\u770b\u4f3c\u53ef\u4fe1\u7684\u586b\u5145\uff0c\u7279\u522b\u662f\u5f53 hole \u53d8\u5f97\u66f4\u5bbd\u65f6\u3002\u7814\u7a76\u8005\u63d0\u51fa\u7684\u635f\u5931\u6db5\u76d6\u5305\u542b\u4ee5\u4e0b\u4e09\u4e2a\u91cd\u8981\u7684\u7ec4\u4ef6\uff0c\u5b83\u4eec\u7ed3\u5408\u5728\u4e00\u8d77\u89e3\u51b3\u4e86\u8fd9\u4e00\u95ee\u9898\uff1a<\/section>\n<section><\/section>\n<ul class=\"list-paddingleft-2\">\n<li>\u9ad8\u611f\u53d7\u91ce\u611f\u77e5\u635f\u5931<\/li>\n<li>\u5bf9\u6297\u635f\u5931<\/li>\n<li>\u6700\u7ec8\u635f\u5931\u51fd\u6570<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u8bad\u7ec3\u4e2d\u63a9\u7801\u7684\u751f\u6210<\/strong><\/section>\n<section><\/section>\n<section>\u4fee\u590d\u7cfb\u7edf\u7684\u6700\u540e\u4e00\u4e2a\u7ec4\u4ef6\u662f\u63a9\u7801\u751f\u6210\u7b56\u7565\u3002\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c x\u2019\u90fd\u662f\u8bad\u7ec3\u96c6\u4e2d\u7684\u771f\u5b9e\u7167\u7247\uff0c\u7531\u7efc\u5408\u751f\u6210\u7684\u63a9\u7801\u53e0\u52a0\u800c\u6210\u3002\u4e0e\u5224\u522b\u5f0f\u6a21\u578b\u4e2d\u6570\u636e\u6269\u589e\u5bf9\u6700\u7ec8\u6027\u80fd\u5177\u6709\u91cd\u5927\u5f71\u54cd\u7c7b\u4f3c\uff0c\u7814\u7a76\u8005\u53d1\u73b0\u63a9\u7801\u751f\u6210\u7b56\u7565\u663e\u8457\u5f71\u54cd\u4e86\u4fee\u590d\u7cfb\u7edf\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u4ed6\u4eec\u9009\u62e9\u4f7f\u7528\u6fc0\u8fdb\u7684\u5927\u63a9\u7801\uff08large mask\uff09\u751f\u6210\u7b56\u7565\uff0c\u8be5\u7b56\u7565\u4f7f\u7528\u6765\u81ea\u7531\u968f\u673a\u9ad8\u5ea6\uff08\u5bbd\u63a9\u7801\uff0cwide mask\uff09\u548c\u4efb\u610f\u957f\u5bbd\u6bd4\u77e9\u5f62\uff08box mask\uff09\u7ec4\u6210\u7684\u591a\u8fb9\u5f62\u94fe\u4e2d\u7684\u6837\u672c\u3002\u5177\u4f53\u5982\u4e0b\u56fe 3 \u6240\u793a\uff1a<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1297\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-79.jpg\" width=\"1080\" height=\"807\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-79.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-79-300x224.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-79-1024x765.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-79-768x574.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u5728\u51e0\u79cd\u65b9\u6cd5\u4e2d\u90fd\u8fdb\u884c\u4e86\u5927\uff08large \uff09\u548c\u7a84\uff08narrow\uff09\u63a9\u7801\u8bad\u7ec3\u6d4b\u8bd5\uff0c\u7ed3\u679c\u53d1\u73b0\u4f7f\u7528\u5927\u63a9\u7801\u7b56\u7565\u7684\u8bad\u7ec3\u5728\u7a84\u548c\u5bbd\u63a9\u7801\u4e0a\u901a\u5e38\u90fd\u53ef\u4ee5\u63d0\u5347\u6027\u80fd\u3002\u8fd9\u8868\u660e\uff0c\u589e\u52a0\u63a9\u7801\u7684\u591a\u6837\u6027\u5bf9\u4e0d\u540c\u7684\u56fe\u50cf\u4fee\u590d\u7cfb\u7edf\u90fd\u6709\u76ca\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u5c55\u793a<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u5c06 LaMa \u65b9\u6cd5\u4e0e\u5176\u4ed6\u5f3a\u57fa\u7ebf\u65b9\u6cd5\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff0c\u7ed3\u679c\u5982\u8868 1 \u6240\u793a\u3002\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u8be5\u7814\u7a76\u9a8c\u8bc1\u4e86\u7a84\u63a9\u7801\uff08narrow mask\uff09\u3001\u5bbd\u63a9\u7801\uff08 wide mask\uff09\u548c\u57fa\u4e8e\u5206\u5272\u63a9\u7801\uff08segmentation-based \u00a0mask\uff09\u6027\u80fd\u3002\u7531\u7ed3\u679c\u53ef\u5f97\u4f7f\u7528\u5feb\u901f\u5085\u91cc\u53f6\u5377\u79ef\u7684 LaMa \u59cb\u7ec8\u4f18\u4e8e\u5927\u591a\u6570\u57fa\u7ebf\u65b9\u6cd5\uff0c\u540c\u65f6\u6bd4\u6700\u5f3a\u7684\u7ade\u4e89\u5bf9\u624b\u62e5\u6709\u66f4\u5c11\u7684\u53c2\u6570\uff1a<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1298\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-61.png\" width=\"1080\" height=\"401\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-61.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-61-300x111.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-61-1024x380.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-61-768x285.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<section><\/section>\n<section>\u4e3a\u4e86\u51cf\u5c11\u88ab\u9009\u62e9\u7684\u6307\u6807\u53ef\u80fd\u5e26\u6765\u7684\u504f\u5dee\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u8fdb\u884c\u4e86\u4e00\u9879 crowdsourced \u7528\u6237\u7814\u7a76\u3002\u7528\u6237\u7814\u7a76\u7ed3\u679c\u4e0e\u5b9a\u91cf\u8bc4\u4ef7\u7ed3\u679c\u5177\u6709\u826f\u597d\u7684\u76f8\u5173\u6027\uff0c\u8868\u660e\u8be5\u65b9\u6cd5\u6bd4\u5176\u4ed6\u65b9\u6cd5\u66f4\u4f18\u4e14\u66f4\u4e0d\u6613\u68c0\u6d4b\u3002<\/section>\n<section><\/section>\n<section><strong>\u6d88\u878d\u7814\u7a76<\/strong><\/section>\n<section><\/section>\n<section>\u6d88\u878d\u5b9e\u9a8c\u5c55\u793a\u4e86 Places \u6570\u636e\u96c6\u7684\u7ed3\u679c\u3002\u5feb\u901f\u5085\u91cc\u53f6\u5377\u79ef\u589e\u52a0\u4e86\u7cfb\u7edf\u7684\u6709\u6548\u611f\u53d7\u91ce\u3002\u6dfb\u52a0\u5feb\u901f\u5085\u91cc\u53f6\u5377\u79ef\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u5bbd\u63a9\u7801\u7684 FID \u8bc4\u5206\uff0c\u5982\u8868 2 \u6240\u793a\uff1a<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1299\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-62.png\" width=\"926\" height=\"507\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-62.png 926w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-62-300x164.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-62-768x420.png 768w\" sizes=\"auto, (max-width: 926px) 100vw, 926px\" \/><\/p>\n<section><\/section>\n<section>\u5f53\u6a21\u578b\u5e94\u7528\u4e8e\u6bd4\u8bad\u7ec3\u66f4\u9ad8\u7684\u5206\u8fa8\u7387\u65f6\uff0c\u611f\u53d7\u91ce\u7684\u91cd\u8981\u6027\u6700\u4e3a\u660e\u663e\u3002\u5982\u56fe 5 \u6240\u793a\uff0c\u5728\u6ca1\u6709\u5085\u91cc\u53f6\u5377\u79ef\u7684\u60c5\u51b5\u4e0b\uff0c\u5f53\u5206\u8fa8\u7387\u589e\u52a0\u5230\u8d85\u8fc7\u8bad\u7ec3\u65f6\u4f7f\u7528\u7684\u5206\u8fa8\u7387\u65f6\uff0c\u6a21\u578b\u4f1a\u4ea7\u751f\u660e\u663e\u7684\u4f2a\u5f71\u3002\u56fe 6 \u5b9a\u91cf\u9a8c\u8bc1\u4e86\u76f8\u540c\u7684\u6548\u679c\uff1a<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1300\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-80.jpg\" width=\"1080\" height=\"278\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-80.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-80-300x77.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-80-1024x264.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-80-768x198.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<section><\/section>\n<section>\u5085\u91cc\u53f6\u5377\u79ef\u8fd8\u53ef\u4ee5\u66f4\u597d\u5730\u751f\u6210\u91cd\u590d\u7ed3\u6784\uff0c\u4f8b\u5982\u56fe 4 \u7a97\u53e3\u3002\u6709\u8da3\u7684\u662f\uff0cLaMa-Fourier \u4ec5\u6bd4 LaMa-Regular \u6162 20%\uff0c\u800c\u6a21\u578b\u5c0f 40%\u3002<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1301\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-81.jpg\" width=\"1080\" height=\"502\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-81.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-81-300x139.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-81-1024x476.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-81-768x357.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u8fd8\u9a8c\u8bc1\u4e86\u611f\u77e5\u635f\u5931\u7684\u9ad8\u611f\u53d7\u91ce\u8bbe\u8ba1\u2014\u2014\u7528\u7a7a\u6d1e\u5377\u79ef\uff08Dilated convolutions\uff09\u5b9e\u73b0\uff0c\u7ed3\u679c\u8868\u660e\u8fd9\u79cd\u65b9\u6cd5\u786e\u5b9e\u63d0\u9ad8\u4e86\u4fee\u590d\u7684\u8d28\u91cf\uff0c\u5982\u8868 3 \u6240\u793a\uff1a<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1302\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-82.jpg\" width=\"1080\" height=\"561\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-82.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-82-300x156.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-82-1024x532.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-82-768x399.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<section><\/section>\n<section>\u66f4\u5bbd\u7684\u8bad\u7ec3\u63a9\u7801\u6539\u5584\u4e86 LaMa \u548c RegionWise \u5728\u7a84\u548c\u5bbd hole \u4e0a\u7684\u4fee\u590d\uff0c\u5982\u8868 4 \u6240\u793a\uff1a<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1303\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-83.jpg\" width=\"1080\" height=\"681\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-83.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-83-300x189.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-83-1024x646.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-83-768x484.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<section><\/section>\n<section>\u76f4\u63a5\u5728\u9ad8\u5206\u8fa8\u7387\u4e0a\u8bad\u7ec3\u901f\u5ea6\u5f88\u6162\uff0c\u5e76\u4e14\u8ba1\u7b97\u6602\u8d35\u3002\u5373\u4f7f\u8fd9\u6837\uff0c\u5927\u591a\u6570\u771f\u5b9e\u4e16\u754c\u7684\u56fe\u50cf\u7f16\u8f91\u573a\u666f\u9700\u8981\u6a21\u578b\u5728\u9ad8\u5206\u8fa8\u7387\u6570\u636e\u4e0a\u8868\u73b0\u826f\u597d\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u5728 512\u00d7512 \u56fe\u50cf\u7684 256 \u00d7 256 crop \u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u5728\u66f4\u5927\u7684\u56fe\u50cf\u4e0a\u5bf9\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\u3002\u4ed6\u4eec\u4ee5\u5168\u5377\u79ef\u7684\u5f62\u5f0f\u4f7f\u7528\u6a21\u578b\uff0c\u5373\u4e0d\u7528\u4efb\u4f55 patch-wise \u64cd\u4f5c\u5728\u5355\u901a\u9053\u4e0a\u5904\u7406\u5b8c\u6574\u7684\u56fe\u50cf\u3002\u5085\u91cc\u53f6\u5377\u79ef\u53ef\u4ee5\u8fc1\u79fb\u81f3\u6bd4\u5e38\u89c4\u5377\u79ef\u660e\u663e\u66f4\u9ad8\u7684\u5206\u8fa8\u7387\u3002\u5177\u4f53\u5982\u4e0b\u56fe 6 \u6240\u793a\uff1a<\/section>\n<section><\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1304\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-84.jpg\" width=\"1080\" height=\"717\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-84.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-84-300x199.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-84-1024x680.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-84-768x510.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u4e3a\u4e86\u9a8c\u8bc1 LaMa \u65b9\u6cd5\u5bf9\u771f\u5b9e\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u7684\u6269\u5c55\u6027\u548c\u9002\u7528\u6027\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u66f4\u591a\u7684\u8d44\u6e90\u8bad\u7ec3\u4e86\u5927\u89c4\u6a21\u4fee\u590d Big LaMa \u6a21\u578b\u3002Big LaMa \u5728\u4ee5\u4e0b\u4e09\u4e2a\u65b9\u9762\u4e0d\u540c\u4e8e\u6807\u51c6 LaMa \u6a21\u578b\uff0c\u5206\u522b\u662f\u751f\u6210\u5668\u7f51\u7edc\u6df1\u5ea6\u3001\u8bad\u7ec3\u6570\u636e\u96c6\u548c\u6279\u5927\u5c0f\u3002Big LaMa \u5177\u6709 18 \u4e2a\u6b8b\u5dee\u5757\uff0c\u90fd\u57fa\u4e8e\u5feb\u901f\u5085\u91cc\u53f6\u5377\u79ef\uff0c\u53c2\u6570\u91cf\u4e3a 5100 \u4e07\u3002\u8be5\u6a21\u578b\u5728 Places-Challenge \u6570\u636e\u96c6\u4e2d\u4e00\u4e2a\u5305\u542b 450 \u4e07\u5f20\u56fe\u50cf\u7684\u5b50\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u53ea\u5728\u5927\u7ea6 512\u00d7512 \u56fe\u50cf\u7684\u4f4e\u5206\u8fa8\u7387 256\u00d7256 crop \u4e0a\u8bad\u7ec3\uff0c\u6279\u5927\u5c0f\u4e3a 120\uff08\u6807\u51c6\u6a21\u578b\u4e3a 30\uff09\u3002\u6700\u7ec8\uff0cBig LaMa \u6a21\u578b\u5728 8 \u5757\u82f1\u4f1f\u8fbe V100 GPU \u4e0a\u8bad\u7ec3\u4e86\u5c06\u8fd1 240 \u4e2a\u5c0f\u65f6\u3002<\/section>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_1287\" class=\"pvc_stats total_only  \" data-element-id=\"1287\" style=\"\"><i class=\"pvc-stats-icon 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