{"id":37947,"date":"2025-02-07T02:01:35","date_gmt":"2025-02-06T18:01:35","guid":{"rendered":"https:\/\/17aitech.com\/?p=37947"},"modified":"2025-02-07T02:01:35","modified_gmt":"2025-02-06T18:01:35","slug":"%e8%b4%be%e4%bd%b3%e4%ba%9a%e5%9b%a2%e9%98%9f%e8%81%94%e5%90%88adobe%e6%8f%90%e5%87%bagenprop%ef%bc%8c%e7%89%a9%e4%bd%93%e8%bf%bd%e8%b8%aa%e7%a7%bb%e9%99%a4%e7%89%b9%e6%95%88%e6%a0%b7%e6%a0%b7","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37947","title":{"rendered":"\u8d3e\u4f73\u4e9a\u56e2\u961f\u8054\u5408Adobe\u63d0\u51faGenProp\uff0c\u7269\u4f53\u8ffd\u8e2a\u79fb\u9664\u7279\u6548\u6837\u6837\u5728\u884c"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-24-7\" target=\"_blank\">\u8d3e\u4f73\u4e9a\u56e2\u961f\u8054\u5408Adobe\u63d0\u51faGenProp\uff0c\u7269\u4f53\u8ffd\u8e2a\u79fb\u9664\u7279\u6548\u6837\u6837\u5728\u884c<\/a><\/p>\n<section style=\"margin-left: 20px\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bf7a46333bf76dc1f606703bc189f60d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bf7a46333bf76dc1f606703bc189f60d.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u8bba\u6587\u4e00\u4f5c\u5218\u5c11\u817e\uff0cAdobe Research\u5b9e\u4e60\u751f\uff0c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u535a\u58eb\u751f\uff08DV Lab\uff09\uff0c\u5e08\u4ece\u8d3e\u4f73\u4e9a\u6559\u6388\u3002\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u662f\u591a\u6a21\u6001\u5927\u6a21\u578b\u548c\u751f\u6210\u6a21\u578b\uff0c\u5305\u542b\u56fe\u50cf\u89c6\u9891\u7684\u751f\u6210\u3001\u7406\u89e3\u4e0e\u7f16\u8f91\u3002\u4f5c\u8005Tianyu Wang\u3001Soo Ye Kim\u7b49\u5747\u4e3aAdobe Research Scientist\u3002<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d49a27949125c54c852f0fce6dd34ae6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d49a27949125c54c852f0fce6dd34ae6.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2412.19761<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/genprop.github.io\/<\/section>\n<\/li>\n<li>\n<section>\u89c6\u9891\u5730\u5740\uff1ahttps:\/\/www.youtube.com\/watch?v=GC8qfWzZG1M<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>Text-to-Video \u6a21\u578b\u5df2\u5c55\u73b0\u51fa\u4e16\u754c\u6a21\u62df\u5668\u7684\u6f5c\u529b\uff0c\u8fd9\u79cd\u6f5c\u529b\u80fd\u9769\u65b0\u4f20\u7edf\u89c6\u89c9\u4efb\u52a1\u5417\uff1f<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0c\u8d3e\u4f73\u4e9a\u56e2\u961f\u8054\u624b Adobe \u56e2\u961f\uff0c\u7528 GenProp\uff08Generative Video Propagation\uff09\u6765\u7ed9\u51fa\u7b54\u6848\u3002<\/section>\n<section><\/section>\n<section>GenProp \u53ef\u4ee5\u5b8c\u6210\u51e0\u4e4e\u6240\u6709 \u201c\u4f20\u64ad\u201d\uff08 Propagation\uff09\u4efb\u52a1\uff0c\u5373\u4fbf\u662f\u66f4\u63a5\u8fd1\u611f\u77e5\u4efb\u52a1\u7684<strong>\u5b9e\u4f8b\u8ffd\u8e2a\uff08Instance Tracking\uff09<\/strong>\uff1a<\/section>\n<section><\/section>\n<section>\u5728\u4eba\u4eec\u7684\u5370\u8c61\u91cc\uff0c\u8ffd\u8e2a\uff08Tracking\uff09\u95ee\u9898\u5df2\u7ecf\u5f97\u5230\u4e86\u5f88\u597d\u7684\u89e3\u51b3\u3002SOTA \u65b9\u6cd5 SAM \u5728\u5927\u89c4\u6a21\u5206\u5272\u6570\u636e\u4e0a\u7ecf\u8fc7\u4e86\u4e13\u95e8\u7684\u8bad\u7ec3\uff0c\u7cbe\u5ea6\u5f88\u9ad8\u3002\u7136\u800c\uff0c\u4f20\u7edf\u611f\u77e5\u65b9\u6cd5\u7684\u6570\u636e\u6807\u6ce8\u5f88\u96be\u8986\u76d6 \u201c\u5343\u53d8\u4e07\u5316\u201d \u7684\u5f71\u5b50\uff0c\u5f3a\u5982 SAM \u4e5f\u4f1a\u5728\u8fd9\u7c7b\u95ee\u9898\u4e0a\u72af\u9519\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5b0fb4dfd2f6b5331677376dd2bf03cb.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5b0fb4dfd2f6b5331677376dd2bf03cb.gif\"><\/a><\/section>\n<section>\u76f8\u6bd4\u4e8e SAM v2.1\uff0cGenProp \u5c55\u73b0\u51fa\u4e86<strong>\u751f\u6210\u6a21\u578b\u7279\u6709\u7684\u4f18\u52bf<\/strong>\uff1a\u5f97\u76ca\u4e8e video generation \u7684\u57fa\u7840\u80fd\u529b\uff0c\u6a21\u578b\u53ef\u4ee5\u5b8c\u6574\u5730<strong>\u8ffd\u8e2a\u7269\u4f53\u7684 side effects\uff0c\u5982\u72d7\u548c\u4eba\u7684\u5f71\u5b50\u3001\u53cd\u5c04\u7b49\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u7ed9\u6211\u4eec\u5e26\u6765\u4e86\u4e00\u4e9b\u542f\u53d1\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u80fd\u591f\u751f\u6210\u7684\u89c6\u89c9\u73b0\u8c61\uff0c\u662f\u5426\u90fd\u80fd\u591f\u88ab\u611f\u77e5\uff1f<\/section>\n<\/li>\n<li>\n<section>\u751f\u6210\u5f0f\u7684\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\uff0c\u53ef\u80fd\u4f1a\u5f25\u8865\u611f\u77e5\u6a21\u578b\u7684\u4e00\u4e9b\u7f3a\u9677\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>GenProp \u5e76\u4e0d\u8ffd\u6c42\u5728\u67d0\u4e2a\u95ee\u9898\u4e0a\u6210\u4e3a\u5b9a\u91cf\u7684 SOTA\uff0c\u800c\u662f\u5e0c\u671b\u80fd\u591f\u53d1\u6325\u751f\u6210\u6a21\u578b\u7684\u4f5c\u7528\uff0c<strong>\u62d3\u5c55\u6bcf\u4e2a\u95ee\u9898\u7684\u8fb9\u754c\uff0c\u5c55\u73b0\u4e4b\u524d\u65b9\u6cd5\u505a\u4e0d\u5230\u7684\u4e8b\u60c5<\/strong>\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u4f1a\u770b\u5230 GenProp \u5bf9\u7269\u4f53\u79fb\u9664\u3001\u89c6\u9891\u8865\u5168\u3001\u7269\u4f53\u66ff\u6362\u3001\u80cc\u666f\u66ff\u6362\u3001\u7269\u4f53\u63d2\u5165\u3001\u89c6\u9891\u5916\u7ed8\u7b49\u95ee\u9898\u7684\u9769\u65b0\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u7269\u4f53\u79fb\u9664\uff0c\u4f20\u7edf\u65b9\u6cd5\u53ea\u80fd\u79fb\u9664\u7269\u4f53\u672c\u8eab\u3002\u548c\u8ffd\u8e2a\u95ee\u9898\u7c7b\u4f3c\uff0cGenProp \u4e5f\u53ef\u4ee5<strong>\u540c\u65f6\u79fb\u9664\u7269\u4f53\u4ea7\u751f\u7684 side effects<\/strong>\uff0c\u5982\u53cd\u5c04\u3001\u5f71\u5b50\u3002\u8fd9\u5bf9\u4e8e\u4f20\u7edf\u65b9\u6cd5\u5f88\u56f0\u96be\uff0c\u56e0\u4e3a\u6570\u636e\u591a\u53d8\u3001\u96be\u4ee5\u6536\u96c6\uff0c\u9700\u8981\u6a21\u578b\u5bf9\u7269\u7406\u89c4\u5f8b\u6709\u7406\u89e3\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-661d9d9970c0bc89a3738a3d853a225c.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-661d9d9970c0bc89a3738a3d853a225c.gif\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f048f8135024b24b4569e49fbf939c4c.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f048f8135024b24b4569e49fbf939c4c.gif\"><\/a><\/p>\n<section>\u5bf9\u4e8e\u7269\u4f53\u63d2\u5165\uff0cGenProp \u4e0d\u4ec5\u80fd\u63d2\u5165\u9759\u6b62\u7269\u4f53\uff0c\u8fd8\u53ef\u4ee5\u4ea7\u751f<strong>\u5408\u7406\u7684\u72ec\u7acb\u8fd0\u52a8<\/strong>\uff0c\u5982\u884c\u9a76\u7684\u8d5b\u8f66\u3001\u6389\u843d\u7684\u67e0\u6aac\uff08\u7b26\u5408\u7269\u7406\u89c4\u5f8b\uff09\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bbe8da94b983a5cfadbedb3311b0d37b.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bbe8da94b983a5cfadbedb3311b0d37b.gif\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a6a1ba1625e676be6d11928166045ab2.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a6a1ba1625e676be6d11928166045ab2.gif\"><\/a><\/p>\n<section>\u5bf9\u4e8e\u7269\u4f53\u66ff\u6362\uff0cGenProp \u4e0d\u6b62\u80fd\u7f16\u8f91\u5916\u89c2\uff08appearance editing\uff09\uff0c\u8fd8\u80fd<strong>\u5927\u5e45\u6539\u53d8\u66ff\u6362\u7269\u4f53\u7684\u5f62\u72b6<\/strong>\uff0c\u4f8b\u5982\u718a\u53d8\u6210\u7f8a\uff0c\u4eba\u53d8\u6210\u77f3\u53f0\u3002\u800c\u4f9d\u9760 attention map \u7684\u4f20\u7edf\u89c6\u9891\u7f16\u8f91\u65b9\u6cd5\uff0c\u5982 Video-P2P\uff0c\u90fd\u65e0\u6cd5\u5927\u5e45\u6539\u53d8\u5f62\u72b6\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f6ba2c14ee9c1ac8f1065e21361ea1d1.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f6ba2c14ee9c1ac8f1065e21361ea1d1.gif\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c35d1fbadf751740c5f9832993beab12.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c35d1fbadf751740c5f9832993beab12.gif\"><\/a><\/p>\n<section>GenProp \u8fd8\u53ef\u4ee5<strong>\u7f16\u8f91\u7279\u6548<\/strong>\uff0c\u5982\u4f7f\u9493\u9c7c\u7aff\u7740\u706b\uff01\u987b\u77e5\uff0c\u73b0\u9636\u6bb5\u7684\u7f16\u8f91\u7b97\u6cd5\u5927\u591a\u56f4\u7ed5\u7269\u4f53\u548c\u573a\u666f\uff0c\u5bf9\u4e8e\u7279\u6548\u7684\u7f16\u8f91\u80fd\u529b\u90fd\u8f83\u5f31\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0cd8c79737fd0040305953a318f71a23.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0cd8c79737fd0040305953a318f71a23.gif\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-6f15efa7a1322e4554f35c0f19ecb612.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-6f15efa7a1322e4554f35c0f19ecb612.gif\"><\/a><\/p>\n<section>\u5bf9\u4e8e\u80cc\u666f\u66ff\u6362\uff0cGenProp \u80fd\u4f7f\u751f\u6210\u7269\u4f53\u548c\u65b0\u80cc\u666f\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u9002\u5e94\u534f\u8c03\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0c1b811027ed2e8bf904ac22b420904f.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0c1b811027ed2e8bf904ac22b420904f.gif\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-03ce1156f3381cff3ed4e835cb431e94.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-03ce1156f3381cff3ed4e835cb431e94.gif\"><\/a><\/p>\n<section>\u9664\u6b64\u4e4b\u5916\uff0cGenProp \u5728<strong>\u6ca1\u6709 outpainting \u6570\u636e pair \u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b<\/strong>\uff0c\u6d8c\u73b0\u51fa\u4e86 outpainting \u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u8865\u5168\u5927\u9762\u79ef\u8fd0\u52a8\u7684\u533a\u57df\uff0c\u4f53\u73b0\u4e86\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5d50075bf9e8d78304ccdaf4f34be7d2.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5d50075bf9e8d78304ccdaf4f34be7d2.gif\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d52c93711ad8daf9270e75ba211ba8fd.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d52c93711ad8daf9270e75ba211ba8fd.gif\"><\/a><\/p>\n<section><strong>\u5316\u7e41\u4e3a\u7b80\uff1a\u901a\u7528\u6846\u67b6\u4e0e\u901a\u7528\u6570\u636e\u5bf9<\/strong><\/section>\n<section><\/section>\n<section>GenProp \u5141\u8bb8\u7528\u6237<strong>\u5728\u521d\u59cb\u5e27\u4e0a\u505a\u4efb\u610f\u4fee\u6539<\/strong>\uff0c\u5e76\u636e\u6b64\u751f\u6210\u540e\u7eed\u53d8\u5316\u7684\u5185\u5bb9\u3002<\/section>\n<section><\/section>\n<section>\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cGenProp \u7684\u6846\u67b6\u901a\u8fc7\u9009\u62e9\u6027\u5185\u5bb9\u7f16\u7801\u5668\uff08<strong>Selective Content Encoder<\/strong>\uff0cSCE\uff09\u63a5\u6536\u539f\u59cb\u89c6\u9891\u4f5c\u4e3a\u8f93\u5165\uff0c\u4ee5\u4fdd\u7559\u672a\u6539\u53d8\u533a\u57df\u7684\u5185\u5bb9\u3002\u9996\u5e27\u6240\u505a\u7684\u66f4\u6539\u4f1a\u901a\u8fc7 Image-to-Video\uff08I2V\uff09\u6a21\u578b\u5728\u6574\u4e2a\u89c6\u9891\u4e2d\u4f20\u64ad\uff0c\u800c\u5176\u4ed6\u533a\u57df\u5219\u4fdd\u6301\u4e0d\u53d8\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2a9775cd11546e3eed1d97e37ae9393e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2a9775cd11546e3eed1d97e37ae9393e.png\"><\/a><\/p>\n<section>\u5982\u56fe\u6240\u793a\uff0cSelective Content Encoder \u8d1f\u8d23\u91cd\u5efa\u539f\u59cb\u89c6\u9891\u7684\u4fe1\u606f\uff0cImage-to-Video \u6a21\u578b\u8d1f\u8d23\u751f\u4ea7\u65b0\u7684\u89c6\u9891\u4fe1\u606f\u3002\u901a\u8fc7\u8c03\u6574 Injection Weight\uff0c\u53ef\u4ee5\u63a7\u5236\u751f\u6210\u548c\u91cd\u5efa\u7684\u6bd4\u4f8b\u3002<\/section>\n<section><\/section>\n<section>GenProp \u7684\u6846\u67b6\u5728 I2V \u751f\u6210\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u96c6\u6210\u4e86\u9009\u62e9\u6027\u5185\u5bb9\u7f16\u7801\u5668\uff08Selective Content Encoder\uff0cSCE\uff09\u548c\u63a9\u7801\u9884\u6d4b\u89e3\u7801\u5668\uff08Mask Decoder\uff09\uff0c\u5f3a\u5236\u6a21\u578b\u4f20\u64ad\u7f16\u8f91\u533a\u57df\u7684\u540c\u65f6\uff0c\u4fdd\u7559\u539f\u59cb\u89c6\u9891\u4e2d\u5176\u4ed6\u6240\u6709\u533a\u57df\u7684\u5185\u5bb9\u3002\u901a\u8fc7 Copy &amp; Paste \u7b49\u5408\u6210\u6570\u636e\uff0c\u6a21\u578b\u88ab\u8bad\u7ec3\u4ee5\u4f20\u64ad\u9996\u5e27\u4e2d\u7684\u5404\u79cd\u53d8\u5316\uff0c\u540c\u65f6\u8fd8\u53ef\u4ee5\u9884\u6d4b\u6bcf\u5e27\u4e2d\u88ab\u7f16\u8f91\u533a\u57df\u7684\u4f4d\u7f6e\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-07b47a8a034f5c874af6358c14ca949a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-07b47a8a034f5c874af6358c14ca949a.png\"><\/a><\/p>\n<section>\u5982\u56fe\u6240\u793a\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4ec5\u9700\u653e\u5f00 Selective Content Encoder \u548c Mask Decoder \u7684\u53c2\u6570\u3002\u5408\u6210\u6570\u636e\u53ea\u4f5c\u4e3a Selective Content Encoder \u7684\u8f93\u5165\uff0c\u7528\u4e8e\u76d1\u7763\u7684\u6a21\u578b\u8f93\u51fa\u6570\u636e\u5747\u91c7\u7528\u539f\u59cb\u89c6\u9891\uff0c\u4ece\u800c\u4fdd\u8bc1\u4e86\u6a21\u578b<strong>\u8f93\u51fa\u7684\u89c6\u9891\u8d28\u91cf\u4e0d\u4f1a\u88ab\u964d\u4f4e<\/strong>\u3002\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u539f\u59cb\u89c6\u9891\u7684 caption \u53ef\u4ee5\u76f4\u63a5\u9001\u5165 text encoder\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u6587\u7ae0\u5bf9\u5b9e\u4f8b\u5206\u5272\u6570\u636e\u91c7\u7528\u4e86\u591a\u79cd\u6570\u636e\u5236\u9020\u6280\u672f\uff0c\u9488\u5bf9\u4e0d\u540c\u7684\u4f20\u64ad\u5b50\u4efb\u52a1\u8fdb\u884c\u4e86\u8bbe\u8ba1\uff1a<\/section>\n<section><\/section>\n<section>(1)\u00a0<strong>Copy-and-Paste<\/strong>\uff1a\u4ece\u4e00\u4e2a\u89c6\u9891\u4e2d\u968f\u673a\u5206\u5272\u7269\u4f53\u5e76\u7c98\u8d34\u5230\u53e6\u4e00\u4e2a\u89c6\u9891\u4e2d\uff0c\u6a21\u62df\u7269\u4f53\u79fb\u9664\uff1b<\/section>\n<section>(2)\u00a0<strong>Mask-and-Fill<\/strong>\uff1a\u5bf9\u906e\u7f69\u533a\u57df\u8fdb\u884c\u56fe\u50cf\u4fee\u590d\uff0c\u6a21\u62df\u9009\u5b9a\u533a\u57df\u5185\u7684\u7f16\u8f91\u6548\u679c\uff1b<\/section>\n<section>(3)\u00a0<strong>Color Fill<\/strong>\uff1a\u7528\u7279\u5b9a\u989c\u8272\u586b\u5145\u906e\u7f69\u533a\u57df\uff0c\u4ee3\u8868\u57fa\u672c\u7684\u7269\u4f53\u8ddf\u8e2a\u573a\u666f\u3002<\/section>\n<section><\/section>\n<section>Copy &amp; Paste \u5408\u6210\u6570\u636e\u5982\u56fe\u6240\u793a\uff08Video1 \u548c Video2 \u662f\u968f\u673a\u91c7\u6837\u7684\u89c6\u9891\uff09\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-12fcc1ec2483099ebee60d05619b4747.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-12fcc1ec2483099ebee60d05619b4747.png\"><\/a><\/p>\n<section>\u53ef\u4ee5\u770b\u51fa\uff0cGenProp \u7684\u6570\u636e\u5bf9\u5e76\u65e0\u6db5\u76d6\u6240\u6709\u7684\u5e94\u7528\u573a\u666f\uff0c\u4f46\u6570\u636e\u91cf\u5f88\u5927\u3002\u901a\u8fc7<strong>\u6709\u9650\u7684\u6784\u9020\u6570\u636e<\/strong>\uff0cSCE \u548c I2V \u7684\u5206\u5de5\u5f97\u5230\u4e86\u5145\u5206\u8bad\u7ec3\uff0c<strong>\u5b9e\u73b0\u4e86 \u201c\u65e0\u9650\u201d \u5e94\u7528<\/strong>\uff0c\u5982\u7279\u6548\u7f16\u8f91\u3001outpainting \u7b49\u3002<\/section>\n<section><\/section>\n<section>\u9664\u6b64\u4e4b\u5916\uff0cGenProp \u63d0\u51fa\u4e86\u533a\u57df\u611f\u77e5\u635f\u5931\uff08<strong>Region-Aware Loss<\/strong>\uff09\u3002\u8be5 loss \u901a\u8fc7\u9650\u5236\u68af\u5ea6\u7684\u65b9\u5f0f\uff0c<strong>\u524a\u5f31\u4e86 SCE \u5bf9\u4e8e\u7f16\u8f91\u533a\u57df\u7684\u5f71\u54cd<\/strong>\uff0c\u5e2e\u52a9\u6a21\u578b\u5c06\u7f16\u8f91\u533a\u57df\u4e0e\u539f\u59cb\u5185\u5bb9\u533a\u5206\u5f00\u6765\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d5a40265a7e71681e2d7e68d00ae4486.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d5a40265a7e71681e2d7e68d00ae4486.png\"><\/a><\/p>\n<section>\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u5728\u6ce8\u610f\u529b\u56fe\u53ef\u89c6\u5316\u8fc7\u7a0b\u4e2d\uff0c\u6ce8\u610f\u529b\u56fe\u9010\u6e10\u805a\u7126\u4e8e\u8981\u79fb\u9664\u7684\u533a\u57df\uff08\u5de6\u8fb9\u7684\u5929\u9e45\uff09\uff0c\u5f15\u5bfc I2V \u6a21\u578b\u5728\u8fd9\u4e9b\u533a\u57df\u5185\u751f\u6210\u65b0\u5185\u5bb9\uff0c\u7b26\u5408\u8bad\u7ec3\u7684\u9884\u671f\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9432e2672cac4a4ecbe5ababe7d307a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9432e2672cac4a4ecbe5ababe7d307a5.png\"><\/a><\/p>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u642d\u5efa\u4e86\u4e00\u4e2a\u901a\u7528\u7684\u6846\u67b6\uff0c\u628a\u89c6\u9891\u751f\u6210\u6a21\u578b\u8f6c\u53d8\u4e3a\u7f16\u8f91\u6a21\u578b GenProp\uff0c\u53ef\u5c06\u4e00\u5e27\u7684\u4fee\u6539\u4f20\u64ad\u5230\u6574\u4e2a\u89c6\u9891\u3002\u5bf9\u4e8e\u53bb\u9664\u4efb\u52a1\uff0c\u6a21\u578b\u53ef\u53bb\u9664\u7269\u4f53\u7684 side effects\uff08\u5982\u5f71\u5b50\u3001\u53cd\u5c04\uff09\u3002\u5bf9\u4e8e\u4fee\u6539\u4efb\u52a1\uff0c\u6a21\u578b\u53ef\u4fee\u6539\u7269\u4f53\u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u4e5f\u53ef\u8fdb\u884c\u8f83\u5927\u5f62\u53d8\u7684\u4fee\u6539\u3002\u5bf9\u4e8e\u80cc\u666f\u4fee\u6539\uff0c\u6a21\u578b\u80fd\u591f\u751f\u6210\u7269\u4f53\u548c\u65b0\u80cc\u666f\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u5bf9\u4e8e\u7269\u4f53\u63d2\u5165\uff0c\u6a21\u578b\u80fd\u591f\u5141\u8bb8\u7269\u4f53\u72ec\u7acb\u7684\u8fd0\u52a8\u3002\u5bf9\u4e8e\u7269\u4f53\u8ffd\u8e2a\uff0c\u6a21\u578b\u80fd\u591f\u540c\u65f6\u8ffd\u8e2a side effects\uff08\u5982\u5f71\u5b50\u3001\u53cd\u5c04\uff09\u3002\u6b64\u5916\uff0c\u6a21\u578b\u8fd8\u6d8c\u73b0\u51fa\u4e86\u5982 outpainting \u7b49\u65b0\u80fd\u529b\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-24-7\" target=\"_blank\">\u8d3e\u4f73\u4e9a\u56e2\u961f\u8054\u5408Adobe\u63d0\u51faGenProp\uff0c\u7269\u4f53\u8ffd\u8e2a\u79fb\u9664\u7279\u6548\u6837\u6837\u5728\u884c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8d3e\u4f73\u4e9a\u56e2\u961f\u8054\u5408Adob [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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