{"id":22567,"date":"2024-10-12T14:50:27","date_gmt":"2024-10-12T06:50:27","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=22567"},"modified":"2024-10-12T14:50:27","modified_gmt":"2024-10-12T06:50:27","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:\/\/aif.amtbbs.org\/index.php\/2024\/10\/12\/22567\/","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":"<div><img data-dominant-color=\"5c4f59\" data-has-transparency=\"false\" style=\"--dominant-color: #5c4f59;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-22570\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/67eeb4f88b21ef84f99568f4b9f78e9b95045d-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/67eeb4f88b21ef84f99568f4b9f78e9b95045d-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/67eeb4f88b21ef84f99568f4b9f78e9b95045d-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u8be5\u7efc\u8ff0\u4ecb\u7ecd\u4e86\u56fe\u50cf\u5408\u6210\uff08image 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data-id=\"ld70c578-HFPdP8Eq\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2106.14490v5<\/li>\n<\/ul>\n<p>\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<\/p>\n<p>\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 + 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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<\/p>\n<p>\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<\/p>\n<p>&nbsp;<\/p>\n<p>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<\/p>\n<p>1.\u00a0<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<\/p>\n<p>&nbsp;<\/p>\n<p>2.\u00a0<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<\/p>\n<p>&nbsp;<\/p>\n<p>3.\u00a0<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<\/p>\n<p>&nbsp;<\/p>\n<p>4.\u00a0<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<\/p>\n<p><img data-dominant-color=\"807372\" data-has-transparency=\"false\" style=\"--dominant-color: #807372;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-medium wp-image-22568\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/8443e9054c319bd2fd9142b03494d53b9a2331-300x91.webp\" alt=\"\" width=\"300\" height=\"91\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/8443e9054c319bd2fd9142b03494d53b9a2331-300x91.webp 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/8443e9054c319bd2fd9142b03494d53b9a2331-1024x309.webp 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/8443e9054c319bd2fd9142b03494d53b9a2331-150x45.webp 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/8443e9054c319bd2fd9142b03494d53b9a2331-768x232.webp 768w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/8443e9054c319bd2fd9142b03494d53b9a2331.webp 1074w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>5.\u00a0<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<\/p>\n<p>&nbsp;<\/p>\n<p>6.\u00a0<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<\/p>\n<p>&nbsp;<\/p>\n<p>7.\u00a0<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<\/p>\n<p>&nbsp;<\/p>\n<p>8.\u00a0<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<\/p>\n<p>&nbsp;<\/p>\n<p>9.\u00a0<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<\/p>\n<p>&nbsp;<\/p>\n<p>10.\u00a0<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<\/p>\n<p>&nbsp;<\/p>\n<p>11.\u00a0<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<\/p>\n<p>&nbsp;<\/p>\n<p>12.\u00a0<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<\/p>\n<p>&nbsp;<\/p>\n<h4>libcom \u80cc\u540e\u7684\u6280\u672f<\/h4>\n<p>\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<\/p>\n<p>\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<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e0a\u8ff0\u8fd9\u4e9b\u5b50\u4efb\u52a1\u53ef\u4ee5\u4e32\u884c\uff08sequential 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