{"id":36049,"date":"2025-01-04T23:00:14","date_gmt":"2025-01-04T15:00:14","guid":{"rendered":"https:\/\/17aitech.com\/?p=36049"},"modified":"2025-01-04T23:00:14","modified_gmt":"2025-01-04T15:00:14","slug":"%e5%85%ad%e5%b9%b4%e3%80%81%e5%85%ad%e5%b1%8a%e5%ad%a6%e7%94%9f%e6%8e%a5%e5%8a%9b%ef%bc%8c%e5%85%b1%e9%93%b8%e4%b8%8a%e4%ba%a4%e5%a4%a7%e5%9b%be%e5%83%8f%e5%90%88%e6%88%90%e5%b7%a5%e5%85%b7%e7%ae%b1li","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36049","title":{"rendered":"\u516d\u5e74\u3001\u516d\u5c4a\u5b66\u751f\u63a5\u529b\uff0c\u5171\u94f8\u4e0a\u4ea4\u5927\u56fe\u50cf\u5408\u6210\u5de5\u5177\u7bb1libcom"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-12-4\" target=\"_blank\">\u516d\u5e74\u3001\u516d\u5c4a\u5b66\u751f\u63a5\u529b\uff0c\u5171\u94f8\u4e0a\u4ea4\u5927\u56fe\u50cf\u5408\u6210\u5de5\u5177\u7bb1libcom<\/a><\/p>\n<section>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"19\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>arXiv:2106.14490v5<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<section><\/section>\n<section>\u5982\u679c\u4f60\u5bf9 arXiv \u7684\u7248\u672c\u53f7\u6709\u6240\u4e86\u89e3\uff0c\u4f60\u5c31\u77e5\u9053\u8fd9\u7bc7\u8bba\u6587\u5df2\u7ecf\u66f4\u65b0\u4e86 4 \u6b21\uff0c\u73b0\u5728\u5df2\u7ecf\u6765\u5230\u4e86\u7b2c 5 \u4e2a\u7248\u672c\u3002\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e2a arXiv \u7f16\u53f7\u5c5e\u4e8e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u725b\u529b\u56e2\u961f\u4e00\u7bc7\u6301\u7eed\u66f4\u65b0\u4e86\u56db\u5e74\u7684\u7efc\u8ff0\u62a5\u544a\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u8be5\u7efc\u8ff0\u4ecb\u7ecd\u4e86\u56fe\u50cf\u5408\u6210\uff08image composition\uff09\u9886\u57df\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u548c\u5e94\u8fd0\u800c\u751f\u7684\u5b50\u4efb\u52a1\uff0c\u603b\u7ed3\u4e86\u5404\u4e2a\u5b50\u4efb\u52a1\u7684\u6570\u636e\u96c6\u3001\u4f20\u7edf\u65b9\u6cd5\u3001\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u548c\u5b9e\u9a8c\u73b0\u8c61\uff0c\u4ece\u9e3f\u8499\u521d\u8f9f\u5199\u5230\u5c18\u57c3\u843d\u5730\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bcf69218b79a725b86e8faf947ee8888.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bcf69218b79a725b86e8faf947ee8888.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aMaking Images Real Again: A Comprehensive Survey on Deep Image Composition<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2106.14490v5<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u9664\u4e86\u6301\u7eed\u66f4\u65b0\u8fd9\u4efd\u5173\u4e8e\u56fe\u50cf\u5408\u6210\u7684\u7efc\u8ff0\uff0c\u725b\u529b\u56e2\u961f\u8fd8\u5728\u6301\u4e4b\u4ee5\u6052\u5730\u7814\u53d1\u548c\u8fed\u4ee3\u4e00\u4e2a\u56fe\u50cf\u5408\u6210\u5de5\u5177\u7bb1\uff1alibcom\u3002\u800c\u8fd9\u9879\u5de5\u4f5c\u66f4\u662f\u5df2\u7ecf\u6301\u7eed\u4e86\u516d\u5e74\uff01<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u81ea 2018 \u5e74\u5e95\u5c31\u5f00\u59cb\u4ece\u4e8b\u56fe\u50cf\u5408\u6210\u9886\u57df\u7684\u7814\u7a76\uff0c\u4ece\u6570\u636e\uff0810 + \u539f\u521b\u6570\u636e\u96c6\uff09\u5230\u6a21\u578b\uff0830 + \u539f\u521b\u6a21\u578b\uff09\u3001\u8bba\u6587\uff0820 + \u5df2\u53d1\u8868\u8bba\u6587\uff09\uff0c\u518d\u5230\u5de5\u5177\u7bb1\uff08libcom\uff09\uff0c\u5386\u65f6\u516d\u5e74\uff0c\u8017\u8d44\u6570\u767e\u4e07\uff0c\u7531\u516d\u5c4a\u5b66\u751f\u63a5\u529b\u5b8c\u6210\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e2d\uff0c\u6240\u6709\u6570\u636e\u96c6\u7684\u6bcf\u5f20\u56fe\u7247\u90fd\u7ecf\u8fc7 2~3 \u4eba\u68c0\u67e5\uff0c\u4ee5\u4e25\u683c\u4fdd\u8bc1\u6570\u636e\u96c6\u7684\u8d28\u91cf\u3002\u6240\u6709\u6a21\u578b\u7684\u4ee3\u7801\u90fd\u7ecf\u8fc7 2~3 \u4eba\u68c0\u67e5\uff0c\u4ee5\u786e\u4fdd\u6ca1\u6709\u4e25\u91cd\u7684 bug\u3002\u8be5\u56e2\u961f\u6253\u8da3\u5730\u8868\u793a\uff1a\u300c\u5982\u679c\u6709\u4e25\u91cd\u7684 bug \u8bf7\u5c3d\u5feb\u6253\u8138\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fe4976a18c0203af65482397ddf04ef3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fe4976a18c0203af65482397ddf04ef3.png\"><\/a><\/section>\n<section>\u5728\u591a\u5e74\u7814\u7a76\u79ef\u7d2f\u7684\u57fa\u7840\u4e0a\uff0c<strong>\u8be5\u5b9e\u9a8c\u5ba4\u4e8e 2023 \u5e74\u5e95\u63a8\u51fa\u4e86\u5c3d\u91cf\u65e0\u9700\u8bad\u7ec3\u5fae\u8c03\u3001\u5bf9\u4efb\u610f\u56fe\u7247\u5f00\u7bb1\u5373\u7528\u7684\u56fe\u50cf\u5408\u6210\u5de5\u5177\u7bb1 libcom<\/strong>\u3002\u5e76\u4e14\u725b\u529b\u8001\u5e08\u8868\u793a\uff1a\u300c\u8be5\u5de5\u5177\u7bb1\u7684\u5f62\u5f0f\u4e5f\u662f\u6211\u4eec\u9996\u521b\u7684\uff0c\u4f53\u73b0\u4e86\u6211\u4eec\u5bf9 image composition \u9886\u57df\u7684\u7406\u89e3\u3002\u300d<\/section>\n<section><\/section>\n<section>\u622a\u81f3 2024 \u5e74 10 \u6708\uff0clibcom \u5df2\u88ab\u4e0b\u8f7d\u5b89\u88c5\u4e86 1.2 \u4e07\u6b21\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-04129322056e8527d8b3a330a1f74d57.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-04129322056e8527d8b3a330a1f74d57.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/bcmi\/libcom<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0clibcom \u7684 logo \u662f\u4e00\u4e2a\u534a\u4eba\u9a6c\u7684\u5f62\u8c61\uff0c\u5b9e\u9645\u4e0a\u8fd9\u6b63\u662f\u4e3a\u4e86\u4f53\u73b0\u56fe\u50cf\u5408\u6210\u7684\u76ee\u6807\uff1a\u878d\u5408\u4e0d\u540c\u7684\u56fe\u50cf\u5143\u7d20\u3002\u8fd9\u4e2a\u534a\u4eba\u9a6c\u5c31\u662f\u4eba\u548c\u9a6c\u7684\u878d\u5408\uff0c\u540c\u65f6 logo \u4e2d\u8fd8\u6dfb\u52a0\u4e86\u88c5\u9970\u6027\u7684\u84dd\u5708\u548c\u9ec4\u5708\u7684\u878d\u5408\u3002\u53e6\u4e00\u4e2a\u6709\u8da3\u7684\u7ec6\u8282\u662f\uff0c\u7531\u4e8e\u84dd\u8272\u548c\u9ec4\u8272\u7684\u8fc7\u6e21\u8272\u662f\u7eff\u8272\uff0c\u56e0\u6b64\u534a\u4eba\u9a6c\u7cfb\u4e0a\u4e86\u4e00\u6761\u7eff\u8272\u7684\u8170\u5e26\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u80fd\u529b\u4e0a\uff0clibcom \u96c6\u6210\u4e86\u5341\u51e0\u9879\u56fe\u50cf\u5408\u6210\u529f\u80fd\uff08\u6bcf\u4e2a\u529f\u80fd\u90fd\u6709\u4e00\u5230\u4e24\u4e2a\u7b80\u5355\u6709\u6548\u7684\u65b9\u6cd5\uff09\uff0c\u5b9e\u73b0\u4e86\u5bf9\u56fe\u50cf\u5408\u6210\u7684\u5168\u65b9\u4f4d\u8986\u76d6\uff0c\u5e76\u4e14\u6bcf\u4e00\u4e2a\u529f\u80fd\u90fd\u6709\u5bf9\u5e94\u7684\u4ed3\u5e93\u3002\u725b\u529b\u8001\u5e08\u8c26\u865a\u5730\u8bf4\uff1a\u300c\u7ecf\u8fc7\u8fd1\u4e00\u5e74\u7684\u8fed\u4ee3\uff0c\u5927\u591a\u6570\u529f\u80fd\u7684\u6548\u679c\u8fd8\u51d1\u5408\u3002\u300d<\/section>\n<section><\/section>\n<section>\u53e6\u5916\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u6bcf\u4e2a\u529f\u80fd\u5bf9\u5e94\u7684\u4ed3\u5e93\u4e2d\u90fd\u6709\u8bad\u7ec3\u4ee3\u7801\u3002\u8fd9\u662f\u8be5\u56e2\u961f\u4e13\u95e8\u4e3a\u7528\u6237\u5fae\u8c03\u51c6\u5907\u7684\uff1a\u5982\u679c\u7528\u6237\u53d1\u73b0\u67d0\u9879\u529f\u80fd\u5728\u81ea\u5df1\u7684\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u6b20\u4f73\uff0c\u539f\u56e0\u5f88\u53ef\u80fd\u662f\u6570\u636e\u5dee\u5f02\uff0c\u56e0\u6b64\u7528\u6237\u53ea\u9700\u7528\u81ea\u5df1\u6536\u96c6\u7684\u8bad\u7ec3\u6570\u636e\u5fae\u8c03\u6a21\u578b\uff0c\u66ff\u6362\u6389\u539f\u6765\u7684 checkpoint\uff0c\u5c31\u80fd\u8ba9\u8fd9\u4e9b\u529f\u80fd\u53d1\u6325\u51fa\u81ea\u5df1\u7684\u5b8c\u6574\u5b9e\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>libcom \u7684\u529f\u80fd<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u4ecb\u7ecd libcom \u7684\u5341\u51e0\u9879\u529f\u80fd\u4e4b\u524d\uff0c\u6211\u4eec\u9996\u5148\u8981\u4e86\u89e3\u4ec0\u4e48\u662f\u56fe\u50cf\u5408\u6210\uff08image composition\uff09\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u56fe\u50cf\u5408\u6210\u662f\u56fe\u50cf\u7f16\u8f91\uff08image editing\uff09\u6280\u672f\u7684\u4e00\u79cd\uff0c\u800c\u56fe\u50cf\u7f16\u8f91\u7684\u539f\u5b50\u64cd\u4f5c\u5305\u62ec\u589e\u3001\u5220\u3001\u6539\u3002\u5176\u4e2d\u300c\u589e\u300d\u8fd9\u4e2a\u7814\u7a76\u65b9\u5411\u5c31\u53eb\u505a\u56fe\u50cf\u5408\u6210\uff0c\u6307\u7684\u662f\u5728\u56fe\u50cf\u4e2d\u6dfb\u52a0\u5143\u7d20\u3002\u53e6\u5916\uff0c\u300c\u5220\u300d\u662f\u6307\u4ece\u56fe\u50cf\u4e2d\u64e6\u9664\u5143\u7d20\uff0c\u8be5\u7814\u7a76\u65b9\u5411\u53eb\u505a\u56fe\u50cf\u586b\u5145\uff08image inpainting\uff09\u3002\u300c\u6539\u300d\u662f\u6307\u6539\u53d8\u56fe\u50cf\u4e2d\u5143\u7d20\u7684\u5c5e\u6027\uff0c\u8be5\u7814\u7a76\u65b9\u5411\u53eb\u505a\u5c5e\u6027\u7f16\u8f91\uff08attribute manipulation\uff09\u3002\u5176\u4f59\u590d\u6742\u7684\u56fe\u50cf\u7f16\u8f91\u64cd\u4f5c\u7686\u53ef\u8f6c\u5316\u4e3a\u300c\u589e\u300d\u3001\u300c\u5220\u300d\u3001\u300c\u6539\u300d\u8fd9\u4e09\u4e2a\u539f\u5b50\u64cd\u4f5c\u7684\u6392\u5217\u7ec4\u5408\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u53ef\u4ee5\u8bf4<strong>\u56fe\u50cf\u5408\u6210\u5728\u56fe\u50cf\u7f16\u8f91\u7684\u7248\u56fe\u4e2d\u4e09\u5206\u5929\u4e0b\u5c45\u5176\u4e00<\/strong>\uff0c\u5e76\u4e14\u5176\u5728\u865a\u62df\u73b0\u5b9e\u3001\u827a\u672f\u521b\u4f5c\u3001\u7535\u5546\u5e7f\u544a\u3001\u6570\u636e\u589e\u5e7f\u7b49\u9886\u57df\u6709\u7740\u5e7f\u6cdb\u5e94\u7528\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-50f569bdb873114aa4e6dd34383c80e2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-50f569bdb873114aa4e6dd34383c80e2.png\"><\/a><\/section>\n<section>libcom \u7684\u5341\u51e0\u9879\u529f\u80fd\u6db5\u76d6\u4e86\u56fe\u50cf\u5408\u6210\u7684\u65b9\u65b9\u9762\u9762\uff0c\u4ece\u8bc4\u4f30\u5408\u6210\u56fe\u7684\u8d28\u91cf\u5230\u5f97\u5230\u9ad8\u8d28\u91cf\u5408\u6210\u56fe\uff1a<\/section>\n<section><\/section>\n<section>1. <strong>get_composite_image<\/strong>\uff1a\u901a\u8fc7\u526a\u5207\u7c98\u8d34\u3001alpha \u878d\u5408\u548c\u6cca\u677e\u878d\u5408\u6df7\u5408\u524d\u666f\u80cc\u666f\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002\u8fd9\u4e9b\u662f\u6700\u7b80\u5355\u7684\u4f20\u7edf\u56fe\u50cf\u878d\u5408\u65b9\u6cd5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dc9cee467f616c072873797de7dfcbea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dc9cee467f616c072873797de7dfcbea.png\"><\/a><\/section>\n<section>2. <strong>OPAScoreModel<\/strong>\uff1a\u8f93\u5165\u5408\u6210\u56fe\u548c\u524d\u666f\u63a9\u7801\uff0c\u5224\u65ad\u524d\u666f\u7269\u4f53\u7684\u653e\u7f6e\uff08\u4f4d\u7f6e\u3001\u5927\u5c0f\uff09\u662f\u5426\u5408\u7406\u3002\u8f93\u51fa\u7684\u5206\u6570\u4ecb\u4e8e [0,1] \u4e4b\u95f4\uff0c1 \u8868\u793a\u5408\u7406\uff0c0 \u8868\u793a\u4e0d\u5408\u7406\u3002\u5728\u4e0b\u56fe\u4e2d\uff0c\u5de6\u8fb9\u7684\u5408\u6210\u56fe\u5206\u6570\u4e3a 1\uff0c\u53f3\u8fb9\u7684\u5408\u6210\u56fe\u5206\u6570\u4e3a 0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-eaccdb66a2e83a76192dba4271bd92da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-eaccdb66a2e83a76192dba4271bd92da.png\"><\/a><\/section>\n<section>3. <strong>FOPAHeatMapModel<\/strong>: \u8f93\u5165\u4e00\u5bf9\u80cc\u666f\u56fe\u7247\u548c\u524d\u666f\u7269\u4f53\uff0c\u8f93\u51fa\u8be5\u7269\u4f53\u6309\u7167\u4e0d\u540c\u5c3a\u5bf8\u653e\u5728\u80cc\u666f\u56fe\u7247\u4e0d\u540c\u4f4d\u7f6e\u5f97\u5230\u7684\u5408\u6210\u56fe\u7684\u5408\u7406\u6027\u5206\u6570\u3002\u5047\u8bbe\u6709 K \u4e2a\u79bb\u6563\u7684\u524d\u666f\u7269\u4f53\u5c3a\u5bf8\uff0c\u80cc\u666f\u56fe\u7247\u5927\u5c0f\u4e3a H*W, \u5219\u8f93\u51fa H*W*K \u7684\u70ed\u529b\u56fe\u3002\u70ed\u529b\u56fe\u4e0a\u7684\u6bcf\u4e2a\u50cf\u7d20\u5bf9\u5e94\u4e00\u4e2a\u653e\u7f6e\u7684\u5408\u7406\u6027\u5206\u6570\uff0c\u56e0\u6b64\u6839\u636e\u70ed\u529b\u56fe\u53ef\u4ee5\u83b7\u53d6\u5408\u7406\u7684\u524d\u666f\u7269\u4f53\u653e\u7f6e\u6846\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u5355\u4e2a\u524d\u666f\u7269\u4f53\u5c3a\u5bf8\u7684\u70ed\u529b\u56fe\u4ee5\u53ca\u6839\u636e\u70ed\u529b\u56fe\u5f97\u5230\u7684\u524d\u666f\u7269\u4f53\u653e\u7f6e\u6846\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-49fa23d25eb1ed50b276b87822e0f4df.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-49fa23d25eb1ed50b276b87822e0f4df.png\"><\/a><\/section>\n<section>4. <strong>color_transfer<\/strong>: \u4f20\u7edf\u7684\u989c\u8272\u8fc1\u79fb\u65b9\u6cd5\uff0c\u7528\u4e8e\u5c06\u80cc\u666f\u7684\u989c\u8272\u8fc1\u79fb\u5230\u524d\u666f\uff0c\u9002\u7528\u4e8e\u7b80\u5355\u573a\u666f\u7684\u56fe\u50cf\u548c\u8c10\u5316\u3002\u4e0b\u56fe\u662f\u5408\u6210\u56fe\u548c\u989c\u8272\u8fc1\u79fb\u540e\u7684\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1ca9cfc658e55bc032b31cbb0cf59850.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1ca9cfc658e55bc032b31cbb0cf59850.png\"><\/a><\/section>\n<section>5. <strong>ImageHarmonizationModel<\/strong>\uff1a\u8f93\u5165\u5408\u6210\u56fe\u548c\u524d\u666f\u63a9\u7801\uff0c\u56fe\u50cf\u548c\u8c10\u5316\u6a21\u578b\u8c03\u6574\u524d\u666f\u7684\u5149\u7167\u4f7f\u5176\u4e0e\u80cc\u666f\u548c\u8c10\uff0c\u8f93\u51fa\u548c\u8c10\u5316\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-145f93b45cb10ee856b702b49180b17b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-145f93b45cb10ee856b702b49180b17b.png\"><\/a><\/section>\n<section>6. <strong>PainterlyHarmonizationModel<\/strong>\uff1a\u827a\u672f\u56fe\u50cf\u548c\u8c10\u5316\u4e0e\u56fe\u50cf\u548c\u8c10\u5316\u7c7b\u4f3c\uff0c\u533a\u522b\u5728\u4e8e\u80cc\u666f\u662f\u827a\u672f\u56fe\u7247\u3002\u8f93\u5165\u5408\u6210\u56fe\u548c\u524d\u666f\u63a9\u7801\uff0c\u827a\u672f\u56fe\u50cf\u548c\u8c10\u5316\u6a21\u578b\u8c03\u6574\u524d\u666f\u7684\u98ce\u683c (\u989c\u8272\u3001\u7eb9\u7406\u3001\u7b14\u89e6\u7b49) \u4f7f\u5176\u4e0e\u80cc\u666f\u4e00\u81f4\uff0c\u8f93\u51fa\u548c\u8c10\u5316\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-14d1144d569ca48535ea082a77182979.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-14d1144d569ca48535ea082a77182979.png\"><\/a><\/section>\n<section>7. <strong>HarmonyScoreModel<\/strong>: \u8f93\u5165\u5408\u6210\u56fe\u548c\u524d\u666f\u63a9\u7801\uff0c\u5224\u65ad\u524d\u666f\u548c\u80cc\u666f\u7684\u5149\u7167\u662f\u5426\u5339\u914d\uff0c\u8f93\u51fa\u524d\u666f\u4e0e\u80cc\u666f\u7684\u548c\u8c10\u5316\u5206\u6570\u3002\u5206\u6570\u4ecb\u4e8e [0,1] \u4e4b\u95f4\uff0c1 \u8868\u793a\u548c\u8c10\uff0c0 \u8868\u793a\u4e0d\u548c\u8c10\u3002\u5728\u4e0b\u56fe\u4e2d\uff0c\u5de6\u8fb9\u7684\u5408\u6210\u56fe\u5206\u6570\u4e3a 0.25\uff0c\u53f3\u8fb9\u7684\u5408\u6210\u56fe\u5206\u6570\u4e3a 0.72\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c78ede1e2407b02d33bbed07acf19482.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c78ede1e2407b02d33bbed07acf19482.png\"><\/a><\/section>\n<section>8. <strong>InharmoniousLocalizationModel<\/strong>: \u8f93\u5165\u4e00\u5f20\u56fe\u7247\uff0c\u8f93\u51fa\u8be5\u56fe\u7247\u4e0d\u548c\u8c10\u533a\u57df\u7684\u63a9\u7801\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u5408\u6210\u56fe\u548c\u6a21\u578b\u9884\u6d4b\u7684\u4e0d\u548c\u8c10\u533a\u57df\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ca9c1870221a6bb60e4270791a15f3e8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ca9c1870221a6bb60e4270791a15f3e8.png\"><\/a><\/section>\n<section>9. <strong>FOSScoreModel<\/strong>: \u8f93\u5165\u4e00\u5f20\u5408\u6210\u56fe\uff0c\u9884\u6d4b\u524d\u666f\u548c\u80cc\u666f\u5728\u51e0\u4f55\u548c\u8bed\u4e49\u4e0a\u7684\u9002\u914d\u6027\u5206\u6570\uff0c\u5305\u62ec\u524d\u666f\u548c\u80cc\u666f\u7684\u900f\u89c6\u89d2\u5ea6\u662f\u5426\u4e00\u81f4\u3001\u524d\u666f\u7269\u4f53\u7684\u8bed\u4e49\u4e0a\u4e0b\u6587\u662f\u5426\u5408\u7406\u7b49\u7b49\u3002\u8f93\u51fa\u7684\u9002\u914d\u6027\u5206\u6570\u4ecb\u4e8e [0,1] \u4e4b\u95f4\uff0c1 \u8868\u793a\u9002\u914d\uff0c0 \u8868\u793a\u4e0d\u9002\u914d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4a038e64b0ed3b3ace78473683914206.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4a038e64b0ed3b3ace78473683914206.png\"><\/a><\/section>\n<section>10. <strong>ShadowGenerationModel<\/strong>: \u8f93\u5165\u4e00\u5f20\u5408\u6210\u56fe\u548c\u524d\u666f\u63a9\u7801\uff0c\u4e3a\u524d\u666f\u7269\u4f53\u5728\u80cc\u666f\u4e0a\u751f\u6210\u5408\u7406\u7684\u9634\u5f71\u3002\u8be5\u529f\u80fd\u4e0d\u662f\u5f88\u7a33\u5b9a\uff0c\u901a\u5e38\u6bcf\u968f\u673a\u751f\u6210 5 \u5f20\u4f1a\u6709 1~2 \u5f20\u7684\u9634\u5f71\u5f62\u72b6\u8f83\u597d\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u968f\u673a\u91c7\u6837 5 \u6b21\u751f\u6210\u7684\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ed91e11a5cd39b381b67d2ba7e3b3f87.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ed91e11a5cd39b381b67d2ba7e3b3f87.png\"><\/a><\/section>\n<section>11. <strong>ControlComModel<\/strong>\uff1a\u8f93\u5165\u4e00\u5bf9\u80cc\u666f\u56fe\u7247\u548c\u524d\u666f\u7269\u4f53\uff0c\u628a\u524d\u666f\u7269\u4f53\u63d2\u5165\u80cc\u666f\u56fe\u7247\u6307\u5b9a\u4f4d\u7f6e\uff08\u9ec4\u8272\u8fb9\u754c\u6846\uff09\uff0c\u4fdd\u6301\u524d\u666f\u7269\u4f53\u7684\u59ff\u6001\u4e0d\u53d8\uff0c\u505a\u56fe\u50cf\u878d\u5408\u6216\u8005\u56fe\u50cf\u548c\u8c10\u5316\u3002\u4e24\u8005\u7684\u533a\u522b\u5728\u4e8e\u56fe\u50cf\u548c\u8c10\u5316\u9700\u8981\u8fdb\u4e00\u6b65\u8c03\u6574\u524d\u666f\u7269\u4f53\u7684\u5149\u7167\u4f7f\u5176\u4e0e\u80cc\u666f\u548c\u8c10\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-93216534a757f77c5658894eb4158691.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-93216534a757f77c5658894eb4158691.png\"><\/a><\/section>\n<section>12. <strong>MureObjectStitchModel<\/strong>: \u8f93\u5165\u4e00\u5bf9\u80cc\u666f\u56fe\u7247\u548c\u524d\u666f\u7269\u4f53 (\u652f\u6301\u591a\u5f20\u53c2\u8003\u56fe)\uff0c\u628a\u524d\u666f\u7269\u4f53\u63d2\u5165\u80cc\u666f\u56fe\u7247\u6307\u5b9a\u4f4d\u7f6e\uff08\u9ec4\u8272\u8fb9\u754c\u6846\uff09\uff0c\u8c03\u6574\u524d\u666f\u7269\u4f53\u7684\u59ff\u6001\u548c\u5149\u7167\uff0c\u5f97\u5230\u5408\u7406\u7684\u5408\u6210\u56fe\u3002\u6a21\u578b\u5bf9\u4e8e\u7ec6\u8282\u7b80\u5355\u7684\u7269\u4f53\u548c\u5e38\u89c1\u7269\u4f53\u6548\u679c\u8f83\u597d\u3002\u5bf9\u4e8e\u7ec6\u8282\u590d\u6742\u7684\u7269\u4f53\uff0c\u8be5\u56e2\u961f\u5efa\u8bae\u7528\u524d\u666f\u7269\u4f53\u7684 5~10 \u5f20\u56fe\u7247\u82b1 10 \u5206\u949f\u5fae\u8c03\u6a21\u578b\uff0c\u8fd9\u6837\u4e00\u6765\uff0c\u8be5\u6a21\u578b\u7684\u7ec6\u8282\u4fdd\u7559\u80fd\u529b\u4f1a\u5927\u5e45\u63d0\u5347\u3002\u8be5\u56e2\u961f\u4e5f\u63d0\u4f9b\u4e86\u5fae\u8c03\u6a21\u578b\u7684\u4ee3\u7801\u3002\u5fae\u8c03\u6a21\u578b\u4e4b\u540e\u66ff\u6362\u539f\u6765\u7684 checkpoint \u5373\u53ef\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-530a9ed071b2855730b56f9aa6704697.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-530a9ed071b2855730b56f9aa6704697.png\"><\/a><\/section>\n<section><strong>libcom \u80cc\u540e\u7684\u6280\u672f<\/strong><\/section>\n<section><\/section>\n<section>\u901a\u5e38\u800c\u8a00\uff0c\u56fe\u50cf\u5408\u6210\u7684\u7528\u6cd5\u662f\u628a\u4e00\u4e2a\u524d\u666f\u7269\u4f53\u63d2\u5165\u5230\u4e00\u5f20\u80cc\u666f\u56fe\u7247\u4e2d\uff0c\u5f97\u5230\u4e00\u5f20\u5408\u6210\u56fe\u3002\u4f46\u662f\u901a\u8fc7\u7b80\u5355\u7684\u526a\u5207\u7c98\u8d34\u5f97\u5230\u7684\u5408\u6210\u56fe\u4f1a\u5b58\u5728\u8bf8\u591a\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u95ee\u9898\u90fd\u770b\u4f5c\u662f\u524d\u666f\u548c\u80cc\u666f\u4e0d\u4e00\u81f4\u95ee\u9898\uff0c\u5176\u4e2d\u5305\u62ec<strong>\u5916\u89c2\u4e0d\u4e00\u81f4\u6027<\/strong>\u3001<strong>\u51e0\u4f55\u4e0d\u4e00\u81f4\u6027<\/strong>\u3001<strong>\u8bed\u4e49\u4e0d\u4e00\u81f4\u6027<\/strong>\u3002\u4e09\u79cd\u4e0d\u4e00\u81f4\u6027\u53c8\u53ef\u8fdb\u4e00\u6b65\u5206\u89e3\u6210\u82e5\u5e72\u5b50\u95ee\u9898\uff08\u8fb9\u754c\u3001\u5149\u7167\u3001\u9634\u5f71\u3001\u653e\u7f6e\u3001\u906e\u6321\u3001\u89c6\u89d2\u7b49\uff09\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u5b50\u95ee\u9898\uff0c\u7814\u7a76\u793e\u533a\u53c8\u63d0\u51fa\u4e86\u5f88\u591a\u5b50\u4efb\u52a1\uff08\u5982\u56fe\u50cf\u878d\u5408\u3001\u56fe\u50cf\u548c\u8c10\u5316\u3001\u9634\u5f71\u751f\u6210\u3001\u7269\u4f53\u653e\u7f6e\u7b49\uff09\u3002\u5728\u56fe\u50cf\u5408\u6210\u4e2d\uff0c\u4e0d\u4e00\u81f4\u6027\uff08inconsistency\uff09\u3001\u5b50\u95ee\u9898\uff08issue\uff09\u3001\u5b50\u4efb\u52a1\uff08sub-task\uff09\u4e09\u8005\u4e4b\u95f4\u7684\u5173\u7cfb\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dace961b20b7971983829dd2dc27bdda.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dace961b20b7971983829dd2dc27bdda.png\"><\/a><\/section>\n<section>\u4e0a\u8ff0\u8fd9\u4e9b\u5b50\u4efb\u52a1\u53ef\u4ee5\u4e32\u884c\uff08sequential pipeline\uff09\u6216\u8005\u5e76\u884c\uff08parallel pipeline\uff09\u6267\u884c\uff0c\u4ee5\u89e3\u51b3\u524d\u666f\u548c\u80cc\u666f\u4e4b\u95f4\u7684\u4e0d\u4e00\u81f4\u6027\uff0c\u5f97\u5230\u9ad8\u8d28\u91cf\u5408\u6210\u56fe\u3002<\/section>\n<section><\/section>\n<section>\u4e32\u884c\u6d41\u7a0b\u548c\u5e76\u884c\u6d41\u7a0b\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u7eff\u52fe\u548c\u7ea2\u53c9\u8868\u793a\u662f\u5426\u6267\u884c\u8be5\u5b50\u4efb\u52a1\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-69e71c3cc2292513b42d598227bf0965.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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