{"id":2211,"date":"2025-01-14T16:01:07","date_gmt":"2025-01-14T08:01:07","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2211"},"modified":"2025-01-14T16:01:07","modified_gmt":"2025-01-14T08:01:07","slug":"202501%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-edicho-consistent-image-editing-in-the-wild","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202501%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-edicho-consistent-image-editing-in-the-wild\/","title":{"rendered":"202501\u8bba\u6587\u7814\u8bfb-Edicho: Consistent Image Editing in the Wild"},"content":{"rendered":"\n

\u8bba\u6587\u6765\u6e90\uff1aCVPR2024<\/p>\n\n\n\n

\u4f5c\u8005\u5355\u4f4d\uff1a\u9999\u6e2f\u79d1\u6280\u5927\u5b66<\/p>\n\n\n\n

\u4f5c\u8005\uff1a\u767d\u5e86\u71d5\u3001\u6b27\u9633\u6d69<\/p>\n\n\n\n

\u4e00\u3001\u8bba\u6587\u4e3b\u8981\u5de5\u4f5c<\/p>\n\n\n\n

\u4f5c\u8005\u5f15\u5165\u4e00\u79cd\u65b0\u9896\u7684\u3001\u514d\u8bad\u7ec3\u7684\u3001\u5373\u63d2\u5373\u7528\u7684\u65b9\u6cd5\uff0c\u5373\u901a\u8fc7\u56fe\u50cf\u4e4b\u95f4\u7684\u663e\u5f0f\u5bf9\u5e94\u6765\u589e\u5f3a\u56fe\u50cf\u7f16\u8f91\u7684\u4e00\u81f4\u6027\u3002\u8be5\u65b9\u6cd5\u5728\u7f16\u8f91\u524d\u7528\u7a33\u5065\u7684\u5bf9\u5e94\u63d0\u53d6\u5668\u9884\u6d4b\u8f93\u5165\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\uff0c\u7136\u540e\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u6709\u6548\u5730\u5c06\u7279\u5f81\u4ece\u6e90\u56fe\u50cf\u8f6c\u79fb\u5230\u76ee\u6807\u56fe\u50cf\u3002\u540c\u65f6\u8fdb\u4e00\u6b65\u4fee\u6539\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\uff08CFG\uff09\u4ee5\u5408\u5e76\u5bf9\u5e94\u4fe1\u606f\uff0c\u4ece\u800c\u5728\u4e0d\u964d\u4f4e\u56fe\u50cf\u8d28\u91cf\u7684\u540c\u65f6\u63d0\u9ad8\u7f16\u8f91\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u8bba\u6587\u8d21\u732e<\/p>\n\n\n\n

1.\u4f5c\u8005\u5728\u6269\u6563\u6a21\u578b\u7684\u53bb\u566a\u8fc7\u7a0b\u4e2d\u5f15\u5165\u4e86\u663e\u5f0f\u5bf9\u5e94\uff0c\u4ee5\u5b9e\u73b0\u4e00\u81f4\u7684\u56fe\u50cf\u7f16\u8f91\u3002<\/p>\n\n\n\n


2.\u4e0e\u4e4b\u524d\u5b9e\u73b0\u4e00\u81f4\u6027\u56fe\u50cf\u7f16\u8f91\u7684\u65b9\u6cd5\u4e0d\u540c\uff0c\u4f5c\u8005\u589e\u5f3a\u4e86\u81ea\u6211\u6ce8\u610f\u673a\u5236\u5e76\u4fee\u6539\u4e86\u65e0\u5206\u7c7b\u5668\u6307\u5357\u4ee5\u5408\u5e76\u5bf9\u5e94\u4fe1\u606f\uff0c\u4ece\u800c\u63d0\u9ad8\u7f16\u8f91\u4e00\u81f4\u6027\uff0c\u800c\u4e0d\u4f1a\u964d\u4f4e\u56fe\u50cf\u8d28\u91cf\u3002<\/p>\n\n\n\n


3.\u8be5\u65b9\u6cd5\u7531\u4e8e\u5176\u514d\u8bad\u7ec3\u548c\u5373\u63d2\u5373\u7528\u7684\u6027\u8d28\uff0c\u80fd\u591f\u5728\u5404\u79cd\u6a21\u578b\u548c\u4e0d\u540c\u4efb\u52a1\u4e2d\u8fd0\u884c\uff0c\u4ece\u800c\u5b9e\u73b0\u5168\u5c40\u548c\u5c40\u90e8\u7f16\u8f91\u3002<\/p>\n\n\n\n

\u4e09\u3001\u65b9\u6cd5<\/p>\n\n\n\n

\"\u8bf7\u53c2\u9605\u6807\u9898\"\/<\/figure>\n\n\n\n

1.\u663e\u5f0f\u5bf9\u5e94\u9884\u6d4b<\/strong><\/p>\n\n\n\n

\u4f5c\u8005\u9996\u5148\u4ece\u663e\u5f0f\u4e0e\u9690\u5f0f\u5bf9\u5e94\u4e4b\u95f4\u7684\u5339\u914d\u6bd4\u8f83\u5f00\u59cb\u3002\u663e\u5f0f\u63d0\u53d6\u5668\u901a\u8fc7\u5355\u901a\u9053\u8f6c\u53d1\u9884\u6d4b\u6765\u81ea\u8f93\u5165\u56fe\u50cf\u7684\u5bf9\u5e94\u5173\u7cfb\uff0c\u5e76\u5c06\u6b64\u9884\u6d4b\u5e94\u7528\u4e8e\u6240\u6709\u76ee\u6807\u7f51\u7edc\u5c42\u548c\u964d\u566a\u6b65\u9aa4\u3002\u00a0\u5728\u5177\u4f53\u64cd\u4f5c\u4e2d\uff0c\u63d0\u53d6\u5668\u4e0e DIFT \u4e2d\u4e00\u6837\u5b9e\u4f8b\u5316\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u4f18\u5316\u6548\u7387\uff0c\u4f5c\u8005\u5b9e\u65bd\u4e86\u4e00\u9879\u7b56\u7565\u6765\u907f\u514d\u5bf9\u5bf9\u5e94\u5173\u7cfb\u8fdb\u884c\u5197\u4f59\u8ba1\u7b97\uff0c\u5c24\u5176\u662f\u5728\u591a\u6b21\u5904\u7406\u76f8\u540c\u7684\u56fe\u50cf\u6216\u56fe\u50cf\u7ec4\u65f6\uff0c\u4f5c\u8005\u901a\u8fc7\u4f7f\u7528 MD5 \u5bf9\u6bcf\u4e2a\u56fe\u50cf\u7ec4\u8fdb\u884c\u7f16\u7801\u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002<\/p>\n\n\n\n

2.\u901a\u8fc7\u901a\u4fe1\u8fdb\u884c\u6ce8\u610f\u529b\u64cd\u7eb5<\/strong><\/p>\n\n\n\n

\u5728\u6269\u6563\u6a21\u578b\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u4e2d\u95f4\u7279\u5f81x\u5728\u81ea\u6ce8\u610f\u529bself-attention\u5757\u4e2d\uff0c\u9996\u5148\u88ab\u6295\u5f71\u5230queries\u3001keys\u548cvalues\u4e2d\uff0c\u63a5\u7740\uff0c\u6ce8\u610f\u529bD\u5c31\u53ef\u4ee5\u901a\u8fc7\u81ea\u4e3b\u8ba1\u7b97\u548c\u8bc4\u4f30\u8fd9\u4e9b\u7279\u5f81\u8868\u793a\u7684\u76f8\u5173\u6027\u6765\u8ba1\u7b97\uff0c\u800c\u4f5c\u8005\u6536\u5230\u663e\u5f0f\u548c\u9690\u5f0f\u5bf9\u5e94\u4e4b\u95f4\u7684\u6bd4\u8f83\u7684\u542f\u53d1\uff0c\u4f7f\u7528\u660e\u786e\u7684\u5bf9\u5e94\u5173\u7cfb\u6765\u5f15\u5bfc\u81ea\u6ce8\u610f\u529b\uff0c\u5b9e\u73b0\u8fde\u8d2f\u7684\u7f16\u8f91\u3002<\/p>\n\n\n\n

3.\u65e0\u5206\u7c7b\u5668\u7684\u5bf9\u5e94\u6307\u5bfc<\/strong><\/p>\n\n\n\n

\u4e3a\u4e86\u5728\u7f16\u8f91\u540e\u7684\u56fe\u50cf\u4e0a\u4fdd\u6301\u66f4\u7cbe\u7ec6\u7684\u4e00\u81f4\u6027\uff0c\u4f5c\u8005\u4ece\u6ce8\u610f\u529b\u7279\u5f81\u63a7\u5236\u4e2d\u66f4\u8fdb\u4e00\u6b65\uff0c\u4e13\u6ce8\u4e8e\u65e0\u5206\u7c7b\u5668\u6307\u5357 \uff08CFG\uff09 \u4e2d\u7684\u566a\u58f0\u6f5c\u5728\u503c. \u5177\u4f53\u6765\u8bf4\uff0c\u4f5c\u8005\u6269\u5c55\u4e86\u4f20\u7edf\u7684 CFG \u6846\u67b6\uff0c\u901a\u8fc7\u5229\u7528\u663e\u5f0f\u5bf9\u5e94\u6765\u4fc3\u8fdb\u591a\u5f20\u56fe\u50cf\u7684\u540c\u6b65\u7f16\u8f91\uff0c\u5e76\u63d0\u51fa\u4e86 Corr-CFG\u3002 NULL \u6587\u672c\u53cd\u8f6c\u8868\u660e\u4f18\u5316\u65e0\u6761\u4ef6\u8bcd\u5d4c\u5165\u53ef\u4ee5\u5b9e\u73b0\u7cbe\u786e\u7684\u56fe\u50cf\u53cd\u8f6c\u548c\u8bed\u4e49\u7f16\u8f91\u3002 \u53d7\u8fd9\u79cd\u65b9\u6cd5\u7684\u542f\u53d1\uff0c\u4f5c\u8005\u7684\u4e3b\u8981\u76ee\u6807\u662f\u5728\u4e00\u81f4\u7684\u7f16\u8f91\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u9884\u8bad\u7ec3\u6a21\u578b\u5f3a\u5927\u7684\u751f\u6210\u5148\u9a8c\u7684\u5b8c\u6574\u6027\u3002 \u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u4f5c\u8005\u5efa\u8bae\u53ea\u64cd\u4f5cz\u5728\u901a\u4fe1\u6307\u5bfc\u4e0b\u7684\u65e0\u5206\u7c7b\u5668 \uff08CFG\uff09 \u6846\u67b6\u5185\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

\u56db\u3001\u5b9e\u9a8c<\/p>\n\n\n\n

1.\u5b9e\u9a8c\u8bbe\u7f6e<\/p>\n\n\n\n

\u4f7f\u7528 Stable Diffusion\u4f5c\u4e3a\u57fa\u672c\u6a21\u578b\u5e76\u91c7\u7528 BrushNet\u548c ControlNet\u4f5c\u4e3a\u7f16\u8f91\u7684\u53c2\u8003\u7f51\u7edc\u3002 \u6211\u4eec\u91c7\u7528 DDIM scheduler \u5e76\u6267\u884c 50 \u4e2a\u6b65\u9aa4\u7684\u964d\u566a\u3002 \u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u6240\u63d0\u51fa\u7684\u901a\u4fe1\u5f15\u5bfc\u964d\u566a\u7b56\u7565\u4ece4t\u2062h\u81ea40t\u2062h\u6b65\u9aa4\u548c\u7b2c\u516b\u4e2a\u6ce8\u610f\u529b\u5c42\u6765\u786e\u4fdd\u4e00\u81f4\u6027\u5e76\u4fdd\u6301\u5f3a\u5927\u7684\u751f\u6210\u5148\u9a8c\u3002<\/p>\n\n\n\n

2.\u8bc4\u4f30<\/p>\n\n\n\n

\u5b9a\u6027\u8bc4\u4f30<\/p>\n\n\n\n

\"Refer<\/figure>\n\n\n\n
\"Refer<\/figure>\n\n\n\n

\u5b9a\u91cf\u8bc4\u4f30<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

3.\u6d88\u878d\u5b9e\u9a8c<\/p>\n\n\n\n

\u4e3a\u4e86\u9a8c\u8bc1\u5f15\u5165\u7684\u901a\u4fe1\u5f15\u5bfc\u6ce8\u610f\u529b\u64cd\u7eb5\uff08Corr-Attention\uff09\u548c\u901a\u4fe1\u5f15\u5bfc CFG \uff08Corr-CFG\uff09\u7684\u6709\u6548\u6027\uff0c\u4f5c\u8005\u901a\u8fc7\u5206\u522b\u7981\u7528\u5b83\u4eec\u4e2d\u7684\u6bcf\u4e00\u4e2a\u5e76\u6d4b\u8bd5\u4e00\u81f4\u7f16\u8f91\u7684\u4efb\u52a1\u6765\u8fdb\u884c\u6d88\u878d\u7814\u7a76\u3002\u5f53\u63d0\u8bae\u7684\u5bf9\u5e94\u5f15\u5bfc\u7684\u6ce8\u610f\u529b\u64cd\u4f5c\uff08Corr-Attention\uff09 \u88ab\u7981\u7528\u65f6\uff0c\u6269\u6563\u6a21\u578b\u4f9d\u8d56\u4e8e\u9690\u5f0f\u6ce8\u610f\u529b\u5bf9\u5e94\u6765\u4fdd\u6301\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n

\"Refer<\/figure>\n\n\n\n

\u4e94\u3001\u603b\u7ed3<\/p>\n\n\n\n

1.\u4f5c\u8005\u63d0\u51fa\u4e86Edicho\uff0c\u8fd9\u662f\u4e00\u79cd\u65b0\u9896\u7684\u514d\u8bad\u7ec3\u65b9\u6cd5\uff0c\u901a\u8fc7\u5229\u7528\u56fe\u50cf\u4e4b\u95f4\u7684\u663e\u5f0f\u5bf9\u5e94\u5173\u7cfb\uff0c\u5728\u5404\u79cd\u56fe\u50cf\u4e4b\u95f4\u8fdb\u884c\u4e00\u81f4\u7684\u56fe\u50cf\u7f16\u8f91\u3002<\/p>\n\n\n\n

2.\u65b9\u6cd5\u901a\u8fc7\u5c06\u5bf9\u5e94\u4fe1\u606f\u96c6\u6210\u5230\u964d\u566a\u8fc7\u7a0b\u4e2d\u6765\u786e\u4fdd\u7f16\u8f91\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\uff0c\u4ece\u800c\u589e\u5f3a\u4e86\u81ea\u6211\u6ce8\u610f\u673a\u5236\u548c\u65e0\u5206\u7c7b\u5668\u6307\u5bfc\u8ba1\u7b97\u3002<\/p>\n\n\n\n

3.\u8be5\u65b9\u6cd5\u7684\u5373\u63d2\u5373\u7528\u7279\u6027\u5141\u8bb8\u65e0\u7f1d\u96c6\u6210\u5230\u5404\u79cd\u6a21\u578b\u4e2d\uff0c\u5e76\u9002\u7528\u4e8e\u5404\u79cd\u4efb\u52a1\u3002<\/p>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

\u8bba\u6587\u6765\u6e90\uff1aCVPR2024 \u4f5c\u8005\u5355\u4f4d\uff1a\u9999\u6e2f\u79d1\u6280\u5927\u5b66 \u4f5c\u8005\uff1a\u767d\u5e86\u71d5\u3001\u6b27\u9633\u6d69 \u4e00\u3001\u8bba\u6587\u4e3b\u8981\u5de5\u4f5c \u4f5c\u8005\u5f15\u5165\u4e00\u79cd\u65b0\u9896\u7684 […]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2211","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2211","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2211"}],"version-history":[{"count":19,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2211\/revisions"}],"predecessor-version":[{"id":2402,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2211\/revisions\/2402"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2211"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2211"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2211"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}