
{"id":10606,"date":"2026-08-01T03:07:06","date_gmt":"2026-07-31T19:07:06","guid":{"rendered":"https:\/\/infernews.com\/blog\/benchmark-for-multi-person-character-consistent-image-editing-under-contact-with\/"},"modified":"2026-08-01T03:07:06","modified_gmt":"2026-07-31T19:07:06","slug":"benchmark-for-multi-person-character-consistent-image-editing-under-contact-with","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/benchmark-for-multi-person-character-consistent-image-editing-under-contact-with\/","title":{"rendered":"MPIE-Bench\uff1a\u591a\u4eba\u4fee\u5716\u57fa\u6e96"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-32f89a137e01.jpg\" alt=\"apple pie icon\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u591a\u4eba\u5f71\u50cf\u7de8\u8f2f\u958b\u59cb\u6d89\u53ca\u4e92\u52d5\u52d5\u4f5c\u3001\u8eab\u9ad4\u63a5\u89f8\uff0c\u4f8b\u5982\u64c1\u62b1\u3001\u651c\u5e36\u6216\u64d2\u62b1\uff0c\u540c\u591a\u89d2\u8272\u53c3\u8003\u5716\uff0c\u6a21\u578b\u6700\u5e38\u7ffb\u8eca\u7684\u5730\u65b9\u5c31\u4e0d\u53ea\u662f\u4e00\u5f35\u5716\u975a\u5514\u975a\u3002MPIE-Bench \u5c6c\u65bc<strong>\u57fa\u6e96\u6e2c\u8a66\u8cc7\u6599\u96c6\u8207\u8a55\u5206\u5de5\u5177<\/strong>\uff0c\u7126\u9ede\u662f\u6aa2\u67e5\u7de8\u8f2f\u6a21\u578b\u80fd\u5426\u5728\u8ddf\u5f9e\u6307\u4ee4\u4e4b\u9918\uff0c\u540c\u6642\u4fdd\u4f4f\u4eba\u7269\u6578\u91cf\u3001\u8eab\u4efd\u4e00\u81f4\u6027\u3001\u80a2\u9ad4\u7d50\u69cb\u540c\u4e92\u52d5\u5e7e\u4f55\u662f\u5426\u5408\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MPIE-Bench 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Interaction \u4f86\u8655\u7406\u8f03\u96e3\u4e3b\u89c0\u5224\u65b7\u7684\u90e8\u4efd\u3002\u5c0d\u7814\u7a76\u5718\u968a\u6216\u505a\u7522\u54c1\u8a55\u6e2c\u7684\u4eba\u4f86\u8aaa\uff0c\u9019\u6bd4\u53ea\u770b\u7f8e\u611f\u5206\u6578\u66f4\u6709\u53c3\u8003\u50f9\u503c\uff0c\u56e0\u70ba\u5b83\u76f4\u63a5\u5c0d\u61c9\u591a\u4eba\u7de8\u8f2f\u6700\u5bb9\u6613\u51fa\u932f\u7684\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b98\u65b9\u63d0\u4f9b <strong>2,500-sample test set<\/strong>\u3001evaluation protocol \u540c scoring code<\/li>\n<li>\u91cd\u9ede\u91cf\u5ea6\u591a\u4eba\u7de8\u8f2f\u4e2d\u7684\u8eab\u4efd\u4fdd\u6301\u3001\u4eba\u7269\u6578\u91cf\u3001\u52d5\u4f5c\u4e92\u52d5\u540c\u6574\u9ad4\u8cea\u7d20<\/li>\n<li>\u6e2c\u8a66\u6848\u4f8b\u6309\u63a5\u89f8\u5bc6\u5ea6 C0\u2013C3 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\u6c92\u6709\u516c\u958b\uff0c\u9019\u8868\u793a\u5b83\u66f4\u9069\u5408\u62ff\u4f86\u8a55\u6e2c\u81ea\u5df1\u7684\u8f38\u51fa\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u6bd4\u8f03\u6240\u6709\u73fe\u6210\u6a21\u578b\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u958b\u767c\u591a\u4eba\u5f71\u50cf\u7de8\u8f2f\u3001\u89d2\u8272\u4e00\u81f4\u6027\u7de8\u8f2f\uff0c\u6216\u8981\u9a57\u8b49 VLM\u3001\u5f71\u50cf\u751f\u6210\u6a21\u578b\u5728\u8907\u96dc\u4eba\u7269\u4e92\u52d5\u8868\u73fe\u7684\u5718\u968a\u4f86\u8aaa\uff0cMPIE-Bench \u7684\u50f9\u503c\u5728\u65bc\u5b83\u628a\u300c\u591a\u4eba\u300d\u9019\u4ef6\u4e8b\u62c6\u6210\u53ef\u8ffd\u8e64\u7684\u5931\u6557\u985e\u578b\u3002\u5b83\u672a\u5fc5\u80fd\u4ee3\u66ff\u6700\u7d42\u4eba\u5de5\u5be9\u7f8e\u5224\u65b7\uff0c\u4f46\u5f88\u9069\u5408\u653e\u9032\u6a21\u578b\u8fed\u4ee3\u6d41\u7a0b\uff0c\u5e6b\u4f60\u66f4\u65e9\u767c\u73fe\u54ea\u4e9b\u80fd\u529b\u5176\u5be6\u53ea\u5728\u7c21\u55ae\u5834\u666f\u5148\u6210\u7acb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/AnnLin0628\/mpie-bench\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u591a\u4eba\u5f71\u50cf\u7de8\u8f2f\u6700\u6613\u51fa\u4e8b\u7684\uff0c\u5f80\u5f80\u4e0d\u662f\u756b\u8cea\uff0c\u800c\u662f\u4eba\u7269\u95dc\u4fc2\u3001\u80a2\u9ad4\u63a5\u89f8\u540c\u8eab\u4efd\u4e00\u81f4\u6027\u3002MPIE-Bench 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