{"id":2303,"date":"2025-04-07T10:29:42","date_gmt":"2025-04-07T02:29:42","guid":{"rendered":"https:\/\/dspace.ustc.edu.cn\/?p=2303"},"modified":"2025-04-07T10:29:42","modified_gmt":"2025-04-07T02:29:42","slug":"detecting-ai-generated-video-via-frame-consistency","status":"publish","type":"post","link":"https:\/\/dspace.ustc.edu.cn\/?p=2303","title":{"rendered":"Detecting AI-Generated Video via Frame Consistency"},"content":{"rendered":"\n

\u8fd1\u65e5\uff0c\u6570\u636e\u7a7a\u95f4\u7814\u7a76\u4e2d\u5fc3\u5728\u4eba\u5de5\u667a\u80fd\u89c6\u9891\u68c0\u6d4b\u9886\u57df\u53d6\u5f97\u4e86\u91cd\u8981\u7814\u7a76\u6210\u679c\u3002\u8be5\u7814\u7a76\u65e8\u5728\u5e94\u5bf9\u65e5\u76ca\u903c\u771f\u7684AI\u751f\u6210\u89c6\u9891\u6240\u5e26\u6765\u7684\u6f5c\u5728\u5b89\u5168\u98ce\u9669\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5e27\u4e00\u81f4\u6027\u7684AI\u751f\u6210\u89c6\u9891\u68c0\u6d4b\u6a21\u578b\uff0c\u5e76\u6784\u5efa\u4e86\u9996\u4e2a\u5f00\u6e90\u7684AI\u751f\u6210\u89c6\u9891\u68c0\u6d4b\u6570\u636e\u96c6\u3002\u901a\u8fc7\u4e0e\u5317\u4eac\u5927\u5b66\u3001\u6d59\u6c5f\u5927\u5b66\u4ee5\u53ca\u5965\u80e1\u65af\u5927\u5b66\u7684\u7814\u7a76\u8005\u4eec\u5408\u4f5c\u5f00\u5c55\uff0c\u7814\u7a76\u7ecf\u8fc7\u957f\u65f6\u95f4\u7684\u63a2\u7d22\u4e0e\u5b9e\u9a8c\uff0c\u6240\u53d6\u5f97\u7684\u7814\u7a76\u6210\u679c\u4ee5\u8bba\u6587\u5f62\u5f0f\u53d1\u8868\u4e8eIEEE International Conference on Multimedia & Expo(ICME) 2025\u3002<\/p>\n\n\n\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2402.02085<\/p>\n\n\n\n

\u7814\u7a76\u80cc\u666f<\/h2>\n\n\n\n

\u968f\u7740AI\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0cAI\u751f\u6210\u89c6\u9891\u7684\u8d28\u91cf\u8d8a\u6765\u8d8a\u9ad8\uff0c\u751a\u81f3\u80fd\u591f\u4ee5\u5047\u4e71\u771f\uff0c\u6b3a\u9a97\u4eba\u7c7b\u7684\u773c\u775b\u3002\u8fd9\u79cd\u6280\u672f\u867d\u7136\u5728\u5a31\u4e50\u3001\u6559\u80b2\u7b49\u9886\u57df\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u8bf8\u591a\u5b89\u5168\u9690\u60a3\uff0c\u5982\u9690\u79c1\u4fb5\u72af\u3001\u865a\u5047\u4fe1\u606f\u4f20\u64ad\u3001\u793e\u4ea4\u5a92\u4f53\u4fe1\u4efb\u5371\u673a\u7b49\u3002\u56e0\u6b64\uff0c\u5982\u4f55\u6709\u6548\u68c0\u6d4bAI\u751f\u6210\u89c6\u9891\uff0c\u6210\u4e3a\u4e86\u4e00\u4e2a\u4e9f\u5f85\u89e3\u51b3\u7684\u95ee\u9898\u3002\u7136\u800c\uff0c\u76ee\u524d\u9488\u5bf9AI\u751f\u6210\u89c6\u9891\u68c0\u6d4b\u7684\u7814\u7a76\u76f8\u5bf9\u8f83\u5c11\u3002\u4f20\u7edf\u7684\u68c0\u6d4b\u65b9\u6cd5\u4e3b\u8981\u4f9d\u8d56\u4e8e\u65f6\u7a7a\u795e\u7ecf\u7f51\u7edc\uff08STNNs\uff09\uff0c\u8fd9\u4e9b\u7f51\u7edc\u867d\u7136\u5728\u89c6\u9891\u7406\u89e3\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u68c0\u6d4bAI\u751f\u6210\u89c6\u9891\u65f6\uff0c\u5374\u5b58\u5728\u660e\u663e\u7684\u5c40\u9650\u6027\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u8fd9\u4e9b\u7f51\u7edc\u5f80\u5f80\u8fc7\u4e8e\u4f9d\u8d56\u89c6\u9891\u4e2d\u7684\u7a7a\u95f4\u4f2a\u5f71\uff0c\u800c\u5ffd\u89c6\u4e86\u66f4\u5177\u666e\u904d\u6027\u548c\u53ef\u6cdb\u5316\u6027\u7684\u65f6\u5e8f\u4f2a\u5f71\uff0c\u5bfc\u81f4\u5728\u9762\u5bf9\u672a\u89c1\u8fc7\u7684\u89c6\u9891\u751f\u6210\u6a21\u578b\u65f6\uff0c\u68c0\u6d4b\u6027\u80fd\u5927\u5e45\u4e0b\u964d\u3002<\/p>\n\n\n\n

\"\"<\/a><\/figure><\/div>\n\n\n\n
\"\"<\/a><\/figure><\/div>\n\n\n\n

\u7814\u7a76\u65b9\u6cd5<\/h2>\n\n\n\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e24\u9879\u521b\u65b0\u6027\u6210\u679c\uff1a\u4e00\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u5168\u9762\u7684AI\u751f\u6210\u89c6\u9891\u68c0\u6d4b\u6570\u636e\u96c6\u2014\u2014Generated Video Forensics\uff08GVF\uff09\u6570\u636e\u96c6\uff1b\u4e8c\u662f\u5f00\u53d1\u4e86\u4e00\u79cd\u57fa\u4e8e\u5e27\u4e00\u81f4\u6027\u7684\u68c0\u6d4b\u6a21\u578b\uff08DeCoF\uff09\u3002<\/p>\n\n\n\n

l  GVF\u6570\u636e\u96c6<\/h3>\n\n\n\n

Generated V ideo Forensics\uff08GVF\uff09\u6570\u636e\u96c6\u662f\u9996\u4e2a\u4e13\u95e8\u7528\u4e8eAI\u751f\u6210\u89c6\u9891\u68c0\u6d4b\u7684\u6570\u636e\u96c6\uff0c\u6db5\u76d6\u4e86\u591a\u79cd\u573a\u666f\u3001\u884c\u4e3a\u548c\u52a8\u4f5c\uff0c\u901a\u8fc7\u5c06\u8f93\u5165\u63d0\u793a\u5212\u5206\u4e3a\u72ec\u7acb\u7684\u7ef4\u5ea6\uff0c\u5b9e\u73b0\u4e86\u5bf9\u4e0d\u540c\u751f\u6210\u6a21\u578b\u7684\u5e7f\u6cdb\u8986\u76d6\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u4e86964\u4e2a\u771f\u5b9e\u89c6\u9891\u4e0e\u5bf9\u5e94\u6587\u672c\u63d0\u793a\uff0c\u4ee5\u53ca\u75319\u79cd\u4e0d\u540c\u7684\u6587\u672c\u5230\u89c6\u9891\uff08T2V\uff09\u751f\u6210\u6a21\u578b\u751f\u6210\u7684\u5047\u89c6\u9891\uff0c\u8fd9\u4e9b\u6a21\u578b\u5305\u62ec\u6d41\u884c\u7684\u5546\u4e1a\u6a21\u578b\u5982OpenAI\u7684Sora\u3001Google\u7684Veo\u548c\u5feb\u624b\u7684Kling\u7b49\u3002\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u548c\u771f\u5b9e\u89c6\u9891\u9009\u62e9\uff0cGVF\u6570\u636e\u96c6\u80fd\u591f\u6a21\u62df\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u591a\u6837\u5316\u73af\u5883\uff0c\u4e3a\u68c0\u6d4b\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u8bc4\u4f30\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u7d20\u6750\u3002<\/p>\n\n\n\n

\"\"<\/a><\/figure><\/div>\n\n\n\n
\"\"<\/a><\/figure><\/div>\n\n\n\n
\"\"<\/a><\/figure><\/div>\n\n\n\n

l  DeCoF\u68c0\u6d4b\u6a21\u578b<\/h3>\n\n\n\n

Detection model based on Concistency of Frame (DeCoF)\u6a21\u578b\u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u5206\u6790\u89c6\u9891\u5e27\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u6765\u68c0\u6d4bAI\u751f\u6210\u89c6\u9891\u3002\u8be5\u6a21\u578b\u9996\u5148\u5229\u7528\u9884\u8bad\u7ec3\u7684CLIP:ViT\u6a21\u578b\u63d0\u53d6\u89c6\u9891\u5e27\u7684\u7279\u5f81\uff0c\u5c06\u89c6\u9891\u5e27\u6620\u5c04\u5230\u4e00\u4e2a\u7279\u5f81\u7a7a\u95f4\uff0c\u5728\u8fd9\u4e2a\u7a7a\u95f4\u4e2d\uff0c\u7279\u5f81\u4e4b\u95f4\u7684\u8ddd\u79bb\u4e0e\u56fe\u50cf\u76f8\u4f3c\u5ea6\u6210\u53cd\u6bd4\uff0c\u4e14\u5bf9\u7a7a\u95f4\u4f2a\u5f71\u4e0d\u654f\u611f\u3002\u8fd9\u6837\uff0c\u6a21\u578b\u5c31\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u5b66\u4e60\u5e27\u4e4b\u95f4\u7684\u65f6\u5e8f\u4f2a\u5f71\uff0c\u800c\u4e0d\u662f\u88ab\u7a7a\u95f4\u4f2a\u5f71\u6240\u5e72\u6270\u3002\u7136\u540e\uff0c\u901a\u8fc7\u4e00\u4e2a\u5305\u542b\u4e24\u5c42Transformer\u548c\u4e00\u4e2aMLP\u5934\u7684\u9a8c\u8bc1\u6a21\u5757\uff0c\u6a21\u578b\u80fd\u591f\u6709\u6548\u5730\u6355\u6349\u5e27\u4e00\u81f4\u6027\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u4ece\u800c\u5224\u65ad\u89c6\u9891\u7684\u771f\u5b9e\u6027\u3002<\/p>\n\n\n\n

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

\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n

\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5927\u91cf\u5b9e\u9a8c\u9a8c\u8bc1\u4e86DeCoF\u6a21\u578b\u7684\u6709\u6548\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cDeCoF\u5728\u68c0\u6d4bAI\u751f\u6210\u89c6\u9891\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u5c24\u5176\u662f\u5728\u9762\u5bf9\u672a\u89c1\u8fc7\u7684\u751f\u6210\u6a21\u578b\u65f6\uff0c\u5176\u51c6\u786e\u7387\uff08ACC\uff09\u548c\u66f2\u7ebf\u4e0b\u9762\u79ef\uff08AUC\uff09\u6307\u6807\u5747\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u7684\u68c0\u6d4b\u65b9\u6cd5\u3002\u4f8b\u5982\uff0c\u5728\u5bf9Sora\u3001Veo\u548cKling\u7b49\u5546\u4e1a\u6a21\u578b\u751f\u6210\u7684\u89c6\u9891\u8fdb\u884c\u68c0\u6d4b\u65f6\uff0cDeCoF\u7684ACC\u548cAUC\u6307\u6807\u5747\u8fbe\u5230\u4e8690%\u4ee5\u4e0a\uff0c\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\u3002\u6b64\u5916\uff0cDeCoF\u5728\u8de8\u6570\u636e\u96c6\u68c0\u6d4b\u65b9\u9762\u4e5f\u8868\u73b0\u51fa\u8272\uff0c\u5176\u5728\u4e0d\u540c\u5b50\u6570\u636e\u96c6\u4e0a\u7684\u5e73\u5747ACC\u548cAUC\u6307\u6807\u5747\u9ad8\u4e8e\u5176\u4ed6\u65b9\u6cd5\u3002<\/p>\n\n\n\n

\"\"<\/a><\/figure><\/div>\n\n\n\n
\"\"<\/a><\/figure><\/div>\n\n\n\n

\u7814\u7a76\u610f\u4e49\u4e0e\u672a\u6765\u5c55\u671b<\/h2>\n\n\n\n

\u8fd9\u9879\u7814\u7a76\u4e0d\u4ec5\u4e3aAI\u751f\u6210\u89c6\u9891\u68c0\u6d4b\u9886\u57df\u63d0\u4f9b\u4e86\u9996\u4e2a\u5f00\u6e90\u6570\u636e\u96c6\u548c\u4e00\u79cd\u6709\u6548\u7684\u68c0\u6d4b\u6a21\u578b\uff0c\u800c\u4e14\u5bf9\u4e8e\u5e94\u5bf9AI\u6280\u672f\u5e26\u6765\u7684\u5b89\u5168\u6311\u6218\u5177\u6709\u91cd\u8981\u7684\u73b0\u5b9e\u610f\u4e49\u3002\u968f\u7740AI\u751f\u6210\u89c6\u9891\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u5176\u5728\u865a\u5047\u4fe1\u606f\u4f20\u64ad\u3001\u9690\u79c1\u4fb5\u72af\u7b49\u65b9\u9762\u7684\u98ce\u9669\u4e5f\u5728\u4e0d\u65ad\u589e\u52a0\u3002DeCoF\u6a21\u578b\u7684\u51fa\u73b0\uff0c\u4e3a\u68c0\u6d4b\u548c\u9632\u8303\u8fd9\u4e9b\u98ce\u9669\u63d0\u4f9b\u4e86\u4e00\u79cd\u6709\u529b\u7684\u5de5\u5177\uff0c\u6709\u52a9\u4e8e\u7ef4\u62a4\u7f51\u7edc\u7a7a\u95f4\u7684\u5b89\u5168\u548c\u7a33\u5b9a\u3002<\/p>\n\n\n\n

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