{"id":25531,"date":"2025-04-22T10:18:42","date_gmt":"2025-04-22T02:18:42","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25531"},"modified":"2025-04-22T10:18:42","modified_gmt":"2025-04-22T02:18:42","slug":"%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%94%b9%e9%80%a0%e4%ba%ba%e8%84%b8%e9%98%b2%e4%bc%aa%e6%a3%80%e6%b5%8b%ef%bc%8c%e5%8e%a6%e5%a4%a7%e8%85%be%e8%ae%af%e4%bc%98%e5%9b%be%e7%ad%89","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/04\/22\/25531\/","title":{"rendered":"\u591a\u6a21\u6001\u5927\u6a21\u578b\u6539\u9020\u4eba\u8138\u9632\u4f2a\u68c0\u6d4b\uff0c\u53a6\u5927\u817e\u8baf\u4f18\u56fe\u7b49\u7814\u7a76\u5165\u9009CVPR 2025"},"content":{"rendered":"
\"\"<\/div>\n
<\/div>\n
\u8bed\u8a00\u6a21\u6001\u8ba9\u4f2a\u9020\u68c0\u6d4b\u4efb\u52a1\u4e0d\u6b62\u505c\u7559\u5728\u201c\u770b\u5f97\u89c1\u201d\uff0c\u66f4\u80fd\u201c\u8bb2\u5f97\u6e05\u201d\u3002<\/div>\n
\n
\n

\u8fd1\u5e74\u6765\uff0c\u4eba\u8138\u5408\u6210\u6280\u672f\u5728\u5feb\u901f\u53d1\u5c55\uff0c\u76f8\u5173\u68c0\u6d4b\u4efb\u52a1\u4e5f\u9010\u6e10\u4ece\u201c\u770b\u5f97\u51fa\u6765\u201d\u5411\u201c\u8bf4\u660e\u767d\u4e3a\u4ec0\u4e48\u201d\u6f14\u8fdb\u3002\u9664\u4e86\u5224\u65ad\u4e00\u5f20\u8138\u662f\u771f\u8fd8\u662f\u5047\uff0c\u66f4\u9700\u8981\u6a21\u578b\u80fd\u201c\u8bf4\u51fa\u4e2a\u6240\u4ee5\u7136\u201d\u3002<\/p>\n

\u5728CVPR 2025\u7684\u5de5\u4f5c\u300aTowards General Visual-Linguistic Face Forgery Detection\u300b\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u5c1d\u8bd5\u4ece\u89c6\u89c9+\u8bed\u8a00\u7684\u591a\u6a21\u6001\u89c6\u89d2<\/strong>\u6765\u6539\u8fdb\u4f2a\u9020\u68c0\u6d4b\u65b9\u6cd5\u3002<\/p>\n

\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u6709\u6548\u7684\u8bad\u7ec3\u8303\u5f0f\uff0c\u5e76\u56f4\u7ed5\u6570\u636e\u6807\u6ce8\u95ee\u9898\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u751f\u6210\u6d41\u7a0b\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u8981\u5f15\u5165\u8bed\u8a00\u6a21\u6001\uff1f<\/h2>\n

\u5728\u4f2a\u9020\u68c0\u6d4b\u4efb\u52a1\u4e2d\u52a0\u5165\u8bed\u8a00\uff0c\u6709\u4e24\u4e2a\u76f4\u63a5\u7684\u597d\u5904\uff1a<\/p>\n

    \n
  • \u7b2c\u4e00\uff0c\u63d0\u5347\u53ef\u89e3\u91ca\u6027<\/strong>\u3002\u6bd4\u8d77\u771f\u548c\u5047\u7684\u8fd9\u79cd\u4e8c\u5143\u9ed1\u76d2\u8f93\u51fa\uff0c\u5982\u679c\u6a21\u578b\u80fd\u8fdb\u4e00\u6b65\u8bf4\u660e\u201c\u5047\u5728\u54ea\u91cc\u201d\u201c\u600e\u4e48\u5047\u201d\uff0c\u65e0\u8bba\u662f\u7528\u4e8e\u5206\u6790\u6eaf\u6e90\uff0c\u8fd8\u662f\u8f85\u52a9\u4e0b\u6e38\u4efb\u52a1\uff0c\u90fd\u66f4\u6709\u4ef7\u503c\uff1b<\/li>\n
  • \u7b2c\u4e8c\uff0c\u6fc0\u6d3b\u9884\u8bad\u7ec3\u77e5\u8bc6<\/strong>\u3002\u73b0\u6709\u7684\u4e00\u4e9b\u89c6\u89c9backbone\uff08\u5982CLIP\u3001LLaVA\uff09\u7b49\u88ab\u8bc1\u660e\u80fd\u529b\u5df2\u7ecf\u9ad8\u4e8e\u5f88\u591a\u7eaf\u89c6\u89c9\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u800c\u8fd9\u4e9b\u6a21\u578b\u5728\u4e0b\u6e38\u4efb\u52a1\u7684\u6f5c\u5728\u7684\u77e5\u8bc6\u9700\u8981\u8bed\u8a00\u6a21\u6001\u6765\u6fc0\u6d3b\u3002\u6240\u4ee5\u6211\u4eec\u5e0c\u671b\u5b83\u4eec\u7684\u8bed\u8a00\u6a21\u6001\u4e0d\u4ec5\u80fd\u8f85\u52a9\u7406\u89e3\u56fe\u50cf\u7ec6\u8282\uff0c\u8fd8\u80fd\u63d0\u9ad8\u6a21\u578b\u7684\u8fc1\u79fb\u80fd\u529b\u548c\u6cdb\u5316\u8868\u73b0\u3002<\/li>\n<\/ul>\n

    \u56e0\u6b64\uff0c\u56e2\u961f\u63d0\u51fa\u4e86\u5982\u56fe\u6240\u793a\u7684\u4e00\u4e2a\u65b0\u7684\u591a\u6a21\u6001\u8bad\u7ec3\u6846\u67b6\uff1a<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u25b3\u56fe1\uff1a\u89c6\u89c9\u8bed\u8a00\u4f2a\u9020\u68c0\u6d4b\u8bad\u7ec3\u8303\u5f0f<\/p>\n

    \u8be5\u65b9\u6cd5\u7684\u5173\u952e\u5728\u4e8e\uff1a\u4e0d\u518d\u76f4\u63a5\u7528\u56fe\u50cf\u505a\u4e8c\u5206\u7c7b\u5224\u65ad\uff0c\u800c\u662f\u5148\u4e3a\u4f2a\u9020\u56fe\u50cf\u751f\u6210\u6587\u672c\u63cf\u8ff0<\/strong>\uff0c\u518d\u901a\u8fc7\u8fd9\u4e9b\u56fe\u6587\u5bf9\u6765\u8054\u5408\u5fae\u8c03\u591a\u6a21\u6001\u6a21\u578b\uff0c\u6bd4\u5982CLIP\u6216mLLM\u3002\u8fd9\u6837\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u4e0d\u4ec5\u80fd\u5224\u65ad\u4f2a\u9020\uff0c\u8fd8\u80fd\u5728\u8bed\u8a00\u4e2d\u201c\u6307\u51fa\u95ee\u9898\u6240\u5728\u201d\u3002<\/p>\n

    \u4f46\u95ee\u9898\u4e5f\u968f\u4e4b\u800c\u6765\u2014\u2014<\/p>\n

    \u6570\u636e\u4ece\u54ea\u91cc\u6765\uff1f<\/h2>\n

    \u591a\u6a21\u6001\u4efb\u52a1\u7684\u5173\u952e\u662f\u9ad8\u8d28\u91cf\u6807\u6ce8\u6570\u636e\u3002\u800c\u4f2a\u9020\u68c0\u6d4b\u4efb\u52a1\u76f8\u6bd4\u4e8e\u4f20\u7edf\u7684\u56fe\u6587\u5339\u914d\uff0c\u96be\u5ea6\u5728\u4e8e\uff1a<\/p>\n

      \n
    • \u5b83\u662f\u4e00\u79cd\u66f4\u504f\u5e95\u5c42\u7684\u4efb\u52a1\uff0c\u6d89\u53ca\u7684\u4f2a\u9020\u5f80\u5f80\u662f\u975e\u5e38\u5fae\u5999\u7684\u5c40\u90e8\u7279\u5f81\uff08\u6bd4\u5982\u9f3b\u6881\u7a0d\u5fae\u6b6a\u4e86\u4e00\u70b9\u3001\u5634\u89d2\u989c\u8272\u7cca\u4e86\u4e00\u70b9\uff09\uff1b<\/li>\n
    • \u8981\u51c6\u786e\u5730\u7528\u8bed\u8a00\u63cf\u8ff0\u8fd9\u4e9b\u7ec6\u8282\uff0c\u8fdc\u6ca1\u6709\u90a3\u4e48\u5bb9\u6613\u3002<\/li>\n<\/ul>\n

      \u76ee\u524d\u793e\u533a\u4e3b\u6d41\u7684\u505a\u6cd5\u5927\u6982\u6709\u4e24\u7c7b\uff1a<\/p>\n

        \n
      • \u4eba\u5de5\u4f17\u5305\u6807\u6ce8\uff08\u5982DD-VQA\uff09\uff1b<\/li>\n
      • \u5229\u7528\u5927\u6a21\u578b\uff08\u5982GPT-4o\uff09\u751f\u6210\u4f2a\u9020\u63cf\u8ff0\u3002<\/li>\n<\/ul>\n

        \u4f46\u5b9e\u9a8c\u53d1\u73b0\uff0c\u4e24\u79cd\u65b9\u5f0f\u90fd\u5b58\u5728\u8f83\u660e\u663e\u7684\u95ee\u9898\uff0c\u5c24\u5176\u5728\u9ad8\u8d28\u91cf\u4f2a\u9020\u56fe\u50cf\u4e2d\uff0c\u5bb9\u6613\u51fa\u73b0\u201c\u770b\u82b1\u773c\u201d\u7684\u60c5\u51b5\u2014\u2014\u6a21\u578b\u6216\u8005\u6807\u6ce8\u4eba\u53ef\u80fd\u4f1a\u8bef\u5224\u6ca1\u6709\u95ee\u9898\u7684\u533a\u57df\uff0c\u4ea7\u751f\u6240\u8c13\u7684\u201c\u8bed\u8a00\u5e7b\u89c9\u201d\u3002<\/p>\n

        \u5982\u4e0b\u56fe\u6240\u793a\uff0c\u4ec5\u5634\u90e8\u88ab\u4fee\u6539\u7684\u4f2a\u9020\u56fe\uff0cGPT\u548c\u4eba\u5de5\u6807\u6ce8\u90fd\u9519\u8bef\u5730\u6307\u51fa\u4e86\u9f3b\u5b50\u533a\u57df\uff1a<\/p>\n

        \"\u56fe\u7247\"<\/p>\n

        \u25b3\u56fe2\uff1a\u73b0\u6709\u4f2a\u9020\u6587\u672c\u6807\u6ce8\u5bb9\u6613\u51fa\u73b0\u5e7b\u89c9<\/p>\n

        \u6b64\u5916\uff0c\u771f\u5b9e\u56fe\u50cf\u8be5\u600e\u4e48\u6807\u6ce8\uff1f\u8981\u4e0d\u8981\u4e5f\u5199\u4e00\u6bb5\u6587\u5b57\u63cf\u8ff0\uff1f\u600e\u4e48\u5199\u624d\u4e0d\u8bef\u5bfc\u6a21\u578b\uff1f\u8fd9\u4e9b\u95ee\u9898\u90fd\u8bf4\u660e\uff1a\u9700\u8981\u4e00\u4e2a\u7cfb\u7edf\u5316\u7684\u3001\u9ad8\u53ef\u4fe1\u5ea6\u7684\u6807\u6ce8\u6d41\u7a0b<\/strong>\u3002<\/p>\n

        FFTG\u4f2a\u9020\u6587\u672c\u751f\u6210\u6d41\u7a0b<\/h2>\n

        \u9488\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86FFTG\uff08\u4eba\u8138\u4f2a\u9020\u6587\u672c\u751f\u6210\u5668\uff09\uff0c\u8fd9\u662f\u4e00\u79cd\u65b0\u9896\u7684\u6807\u6ce8\u6d41\u7a0b\uff0c\u901a\u8fc7\u7ed3\u5408\u4f2a\u9020\u63a9\u7801\u6307\u5bfc\u548c\u7ed3\u6784\u5316\u63d0\u793a\u7b56\u7565\uff0c\u751f\u6210\u9ad8\u7cbe\u5ea6\u7684\u6587\u672c\u6807\u6ce8\u3002<\/p>\n

        \"\u56fe\u7247\"<\/p>\n

        \u25b3\u56fe3\uff1aFFTG\u6807\u6ce8\u6d41\u7a0b<\/p>\n

        FFTG \u6807\u6ce8\u6d41\u7a0b\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u6838\u5fc3\u9636\u6bb5\uff1a\u539f\u59cb\u6807\u6ce8\u751f\u6210 (Raw Annotation Generation) \u548c \u6807\u6ce8\u4f18\u5316 (Annotation Refinement)\u3002<\/p>\n

        \u7b2c\u4e00\u9636\u6bb5\uff1a\u539f\u59cb\u6807\u6ce8\u751f\u6210<\/h3>\n

        \u5728\u8fd9\u4e00\u9636\u6bb5\uff0cFFTG\u5229\u7528\u771f\u5b9e\u56fe\u50cf\u548c\u5bf9\u5e94\u7684\u4f2a\u9020\u56fe\u50cf\uff0c\u901a\u8fc7\u7cbe\u786e\u7684\u8ba1\u7b97\u5206\u6790\u751f\u6210\u9ad8\u51c6\u786e\u5ea6\u7684\u521d\u59cb\u6807\u6ce8\uff1a<\/p>\n

        1\u3001\u63a9\u7801\u751f\u6210 (Mask Generation)\uff1a<\/p>\n

          \n
        • \u901a\u8fc7\u8ba1\u7b97\u771f\u5b9e\u56fe\u50cf\u548c\u4f2a\u9020\u56fe\u50cf\u4e4b\u95f4\u7684\u50cf\u7d20\u7ea7\u5dee\u5f02\uff0c\u751f\u6210\u4f2a\u9020\u63a9\u7801 M<\/li>\n<\/ul>\n
            \n
          • \u63a9\u7801\u503c\u88ab\u5f52\u4e00\u5316\u5230 [0,1] \u8303\u56f4\uff0c\u7a81\u663e\u64cd\u4f5c\u5f3a\u5ea6\u8f83\u5927\u7684\u533a\u57df<\/li>\n<\/ul>\n

            2\u3001\u4f2a\u9020\u533a\u57df\u63d0\u53d6 (Forgery Region Extraction)\uff1a<\/p>\n

              \n
            • \u57fa\u4e8e\u9762\u90e8\u7279\u5f81\u70b9\u5c06\u4eba\u8138\u5212\u5206\u4e3a\u56db\u4e2a\u5173\u952e\u533a\u57df\uff1a\u5634\u90e8\u3001\u9f3b\u5b50\u3001\u773c\u775b\u548c\u6574\u4e2a\u8138\u90e8<\/li>\n<\/ul>\n
                \n
              • \u8ba1\u7b97\u6bcf\u4e2a\u533a\u57df\u5185\u63a9\u7801 M \u7684\u5e73\u5747\u503c\uff0c\u5e76\u8bbe\u7f6e\u9608\u503c \u03b8 \u5224\u65ad\u8be5\u533a\u57df\u662f\u5426\u88ab\u7be1\u6539<\/li>\n
              • \u5f62\u6210\u4f2a\u9020\u533a\u57df\u5217\u8868\uff0c\u5e76\u4ece\u4e2d\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u533a\u57df\u8fdb\u884c\u4e0b\u4e00\u6b65\u5206\u6790<\/li>\n<\/ul>\n

                3\u3001\u4f2a\u9020\u7c7b\u578b\u5224\u5b9a (Forgery Type Decision)\uff1a \u8bbe\u8ba1\u4e86\u4e94\u79cd\u5178\u578b\u7684\u4f2a\u9020\u7c7b\u578b\u5224\u65ad\u6807\u51c6\uff1a<\/p>\n

                  \n
                • \u989c\u8272\u5dee\u5f02 (Color Difference)\uff1a\u901a\u8fc7 Lab \u8272\u5f69\u7a7a\u95f4\u4e2d\u7684\u5747\u503c\u548c\u65b9\u5dee\u5dee\u5f02\u68c0\u6d4b<\/li>\n<\/ul>\n
                    \n
                  • \u6a21\u7cca (Blur)\uff1a\u4f7f\u7528\u62c9\u666e\u62c9\u65af\u7b97\u5b50\u91cf\u5316\u5c40\u90e8\u6a21\u7cca\u7a0b\u5ea6<\/li>\n
                  • \u7ed3\u6784\u5f02\u5e38 (Structure Abnormal)\uff1a\u4f7f\u7528 SSIM \u6307\u6570\u8861\u91cf\u7ed3\u6784\u53d8\u5f62<\/li>\n
                  • \u7eb9\u7406\u5f02\u5e38 (Texture Abnormal)\uff1a\u901a\u8fc7\u7070\u5ea6\u5171\u751f\u77e9\u9635 (GLCM) \u5bf9\u6bd4\u5ea6\u8861\u91cf\u7eb9\u7406\u6e05\u6670\u5ea6<\/li>\n
                  • \u8fb9\u754c\u878d\u5408 (Blend Boundary)\uff1a\u5206\u6790\u878d\u5408\u8fb9\u754c\u7684\u68af\u5ea6\u53d8\u5316\u3001\u8fb9\u7f18\u8fc7\u6e21\u548c\u9891\u57df\u7279\u5f81<\/li>\n<\/ul>\n

                    4\u3001\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u8f6c\u6362\uff1a<\/p>\n

                      \n
                    • \u5c06\u8bc6\u522b\u51fa\u7684\u4f2a\u9020\u533a\u57df\u548c\u7c7b\u578b\u8f6c\u6362\u4e3a\u81ea\u7136\u8bed\u8a00\u8868\u8fbe<\/li>\n<\/ul>\n
                        \n
                      • \u5982\u201dTexture Abnormal\u201d\u8f6c\u6362\u4e3a\u201dlacks natural texture\u201d\uff0c\u201dColor Difference\u201d\u8f6c\u6362\u4e3a\u201dhas inconsistent colors\u201d<\/li>\n<\/ul>\n

                        \u6b64\u9636\u6bb5\u751f\u6210\u7684\u539f\u59cb\u6807\u6ce8\u867d\u7136\u7ed3\u6784\u76f8\u5bf9\u56fa\u5b9a\uff0c\u4f46\u51c6\u786e\u5ea6\u6781\u9ad8\uff0c\u4e3a\u540e\u7eed\u4f18\u5316\u63d0\u4f9b\u4e86\u53ef\u9760\u57fa\u7840\u3002<\/p>\n

                        \u7b2c\u4e8c\u9636\u6bb5\uff1a\u6807\u6ce8\u4f18\u5316<\/h3>\n

                        \u4e3a\u589e\u52a0\u6807\u6ce8\u7684\u591a\u6837\u6027\u548c\u81ea\u7136\u6d41\u7545\u6027\uff0cFFTG \u4f7f\u7528\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 GPT-4o-mini\uff09\u8fdb\u884c\u6807\u6ce8\u4f18\u5316\uff0c\u540c\u65f6\u8bbe\u8ba1\u4e86\u5168\u9762\u7684\u63d0\u793a\u7b56\u7565\u9632\u6b62\u5e7b\u89c9\uff1a<\/p>\n

                        1\u3001\u89c6\u89c9\u63d0\u793a (Visual Prompt)\uff1a<\/p>\n

                          \n
                        • \u5c06\u771f\u5b9e\u548c\u4f2a\u9020\u4eba\u8138\u56fe\u50cf\u4f5c\u4e3a\u914d\u5bf9\u8f93\u5165\u63d0\u4f9b\u7ed9\u5927\u6a21\u578b<\/li>\n<\/ul>\n
                            \n
                          • \u8fd9\u79cd\u5bf9\u6bd4\u65b9\u5f0f\u4f7f\u6a21\u578b\u80fd\u901a\u8fc7\u76f4\u63a5\u6bd4\u8f83\u8bc6\u522b\u4f2a\u9020\u75d5\u8ff9\uff0c\u51cf\u5c11\u5e7b\u89c9<\/li>\n
                          • \u4fdd\u6301\u4f2a\u9020\u68c0\u6d4b\u89c6\u89d2\uff0c\u907f\u514d\u751f\u6210\u4e0e\u4f2a\u9020\u65e0\u5173\u7684\u63cf\u8ff0<\/li>\n<\/ul>\n

                            2\u3001\u6307\u5bfc\u63d0\u793a (Guide Prompt)\uff1a<\/p>\n

                              \n
                            • \u5c06\u524d\u4e00\u9636\u6bb5\u751f\u6210\u7684\u539f\u59cb\u6807\u6ce8\u4f5c\u4e3a\u6307\u5bfc\u63d0\u4f9b\u7ed9\u5927\u6a21\u578b<\/li>\n<\/ul>\n
                                \n
                              • \u9644\u5e26\u8be6\u7ec6\u89e3\u91ca\u6bcf\u79cd\u4f2a\u9020\u7c7b\u578b\u7684\u5224\u5b9a\u6807\u51c6\uff08\u5982\u7eb9\u7406\u5f02\u5e38\u662f\u5982\u4f55\u901a\u8fc7 GLCM \u5206\u6790\u786e\u5b9a\u7684\uff09<\/li>\n
                              • \u5f3a\u5316\u6280\u672f\u4f9d\u636e\uff0c\u51cf\u5c11\u4e3b\u89c2\u81c6\u65ad<\/li>\n<\/ul>\n

                                3\u3001\u4efb\u52a1\u63cf\u8ff0\u63d0\u793a (Task Description Prompt)\uff1a<\/p>\n

                                  \n
                                • \u8bbe\u5b9a\u4e13\u5bb6\u7ea7\u4f2a\u9020\u68c0\u6d4b\u4efb\u52a1\u60c5\u5883<\/li>\n<\/ul>\n
                                    \n
                                  • \u63d0\u4f9b\u5206\u6790\u89c6\u89c9\u8bc1\u636e\u548c\u751f\u6210\u7efc\u5408\u63cf\u8ff0\u7684\u5177\u4f53\u8981\u6c42<\/li>\n
                                  • \u5f15\u5bfc\u6a21\u578b\u8fdb\u884c\u9010\u6b65\u63a8\u7406<\/li>\n<\/ul>\n

                                    4\u3001\u9884\u5b9a\u4e49\u63d0\u793a (Pre-defined Prompt)\uff1a<\/p>\n

                                      \n
                                    • \u89c4\u5b9a\u8f93\u51fa\u683c\u5f0f\uff08\u5982 JSON \u7ed3\u6784\uff09<\/li>\n<\/ul>\n
                                        \n
                                      • \u8981\u6c42\u5305\u542b\u7279\u5b9a\u77ed\u8bed\uff08\u5982\u201dThis is a real\/fake face\u201d\uff09<\/li>\n
                                      • \u786e\u4fdd\u4e0d\u540c\u6837\u672c\u7684\u6807\u6ce8\u683c\u5f0f\u4e00\u81f4<\/li>\n<\/ul>\n

                                        \u4e0b\u6e38\u5fae\u8c03\uff1a\u53cc\u8def\u6a21\u578b\u8bad\u7ec3\u7b56\u7565<\/h2>\n

                                        \u6709\u4e86\u9ad8\u8d28\u91cf\u7684\u56fe\u6587\u6807\u6ce8\u6570\u636e\uff0c\u63a5\u4e0b\u6765\u7684\u95ee\u9898\u662f\uff1a\u5982\u4f55\u5145\u5206\u5229\u7528\u8fd9\u4e9b\u6570\u636e\u6765\u8bad\u7ec3\u6a21\u578b\uff1f\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e24\u79cd\u4e0d\u540c\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u5206\u522b\u9488\u5bf9CLIP\u67b6\u6784\u548c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\uff0c\u6ce8\u610f\u672c\u6587\u7684\u76ee\u7684\u4e3b\u8981\u662f\u9a8c\u8bc1\u6570\u636e\u7684\u6709\u6548\u6027\uff0c\u6240\u4ee5\u624d\u53bb\u4e86\u76f8\u5bf9\u7b80\u5355\u7684\u5fae\u8c03\u65b9\u5f0f\uff1a<\/p>\n

                                        CLIP\u4e09\u5206\u652f\u8bad\u7ec3\u67b6\u6784<\/h3>\n

                                        \u5bf9\u4e8eCLIP\u8fd9\u7c7b\u7ecf\u5178\u7684\u53cc\u5854\u7ed3\u6784\u6a21\u578b\uff0c\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u79cd\u4e09\u5206\u652f\u8054\u5408\u8bad\u7ec3\u6846\u67b6\uff0c\u5982\u56fe4\u6240\u793a\u3002<\/p>\n

                                        \u8fd9\u79cd\u8bad\u7ec3\u65b9\u6cd5\u7ed3\u5408\u4e86\u5355\u6a21\u6001\u548c\u591a\u6a21\u6001\u7684\u5b66\u4e60\u76ee\u6807\uff1a<\/p>\n

                                        1\u3001\u56fe\u50cf\u7279\u5f81\u5206\u7c7b\uff08Image Feature Classification\uff09\uff1a\u76f4\u63a5\u4f7f\u7528\u56fe\u50cf\u7f16\u7801\u5668\u63d0\u53d6\u7684\u7279\u5f81\u8fdb\u884c\u771f\u4f2a\u4e8c\u5206\u7c7b\uff0c\u4fdd\u8bc1\u6a21\u578b\u5728\u7eaf\u89c6\u89c9\u8f93\u5165\u4e0b\u7684\u57fa\u672c\u68c0\u6d4b\u80fd\u529b\u3002<\/p>\n

                                        2\u3001\u591a\u6a21\u6001\u7279\u5f81\u5bf9\u9f50\uff08Multimodal Feature Alignment\uff09\uff1a\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\uff0c\u4f7f\u56fe\u50cf\u7279\u5f81\u548c\u5bf9\u5e94\u7684\u6587\u672c\u7279\u5f81\u5728\u8868\u793a\u7a7a\u95f4\u4e2d\u5bf9\u9f50\uff0c\u5e76\u4e14\u6fc0\u6d3bCLIP\u9884\u8bad\u7ec3\u65f6\u83b7\u5f97\u7684\u8de8\u6a21\u6001\u7406\u89e3\u80fd\u529b\u3002<\/p>\n

                                        3\u3001\u591a\u6a21\u6001\u7279\u5f81\u878d\u5408\u5206\u7c7b\uff08Multimodal Feature Classification\uff09\uff1a\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u878d\u5408\u89c6\u89c9\u548c\u6587\u672c\u7279\u5f81\uff0c\u5f15\u5bfc\u6a21\u578b\u5b66\u4e60\u8de8\u6a21\u6001\u7684\u4f2a\u9020\u8bc1\u636e\u6574\u5408\u80fd\u529b<\/p>\n

                                        \u8fd9\u4e09\u4e2a\u5206\u652f\u7684\u635f\u5931\u51fd\u6570\u5171\u540c\u4f18\u5316\uff0c\u4f7f\u6a21\u578b\u65e2\u80fd\u72ec\u7acb\u8fd0\u884c\uff0c\u53c8\u80fd\u5145\u5206\u5229\u7528\u6587\u672c\u4fe1\u606f\u6765\u589e\u5f3a\u68c0\u6d4b\u80fd\u529b\u3002<\/p>\n

                                        MLLM\u5fae\u8c03\u65b9\u6cd5<\/h3>\n

                                        \u5bf9\u4e8e\u5982LLaVA\u8fd9\u7c7b\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u91c7\u7528\u4e86\u4e00\u79cd\u66f4\u4e3a\u76f4\u63a5\u7684\u5fae\u8c03\u65b9\u6cd5\uff1a<\/p>\n

                                        \"\u56fe\u7247\"<\/p>\n

                                        \u25b3\u56fe4\uff1aMLLM\u5fae\u8c03\u67b6\u6784<\/p>\n

                                        MLLM\u901a\u5e38\u7531\u4e09\u90e8\u5206\u7ec4\u6210\uff1a\u89c6\u89c9\u7f16\u7801\u5668\u3001\u5bf9\u9f50\u6295\u5f71\u5668\u548c\u5927\u8bed\u8a00\u6a21\u578b\u3002\u7b56\u7565\u662f\uff1a<\/p>\n

                                          \n
                                        1. \u56fa\u5b9a\u9884\u8bad\u7ec3\u597d\u7684\u89c6\u89c9\u7f16\u7801\u5668\u53c2\u6570\uff0c\u4e13\u6ce8\u4e8e\u5fae\u8c03\u5bf9\u9f50\u6295\u5f71\u5668\u548c\u5927\u8bed\u8a00\u6a21\u578b\u90e8\u5206<\/li>\n
                                        2. \u8bbe\u8ba1\u7b80\u6d01\u6709\u6548\u7684\u63d0\u793a\u6a21\u677f\uff1a\u201dDo you think this image is of a real face or a fake one? Please provide your reasons.\u201d<\/li>\n
                                        3. \u8fd9\u79cd\u53cc\u90e8\u5206\u63d0\u793a\u4e0d\u4ec5\u5f15\u5bfc\u6a21\u578b\u505a\u51fa\u4e8c\u5206\u5224\u65ad\uff0c\u8fd8\u8981\u6c42\u63d0\u4f9b\u53ef\u89e3\u91ca\u7684\u7406\u7531\u3002<\/li>\n<\/ol>\n

                                          \u5b9e\u9a8c\uff1a\u591a\u7ef4\u5ea6\u9a8c\u8bc1FFTG\u7684\u6709\u6548\u6027<\/h2>\n

                                          \u4e3a\u4e86\u5168\u9762\u8bc4\u4f30\u63d0\u51fa\u7684\u65b9\u6cd5\uff0c\u56e2\u961f\u5728\u591a\u4e2a\u4f2a\u9020\u68c0\u6d4b\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5e7f\u6cdb\u5b9e\u9a8c\uff0c\u5305\u62ecFaceForensics++\u3001DFDC-P\u3001DFD\u3001CelebDF\u7b49\u3002<\/p>\n

                                          \u6807\u6ce8\u8d28\u91cf\u8bc4\u4f30<\/h3>\n

                                          \u9996\u5148\uff0c\u6bd4\u8f83\u4e86\u4e0d\u540c\u6807\u6ce8\u65b9\u6cd5\u7684\u8d28\u91cf\uff1a<\/p>\n

                                          \"\u56fe\u7247\"<\/p>\n

                                          \u25b3\u88681\uff1a\u4e0d\u540c\u6807\u6ce8\u65b9\u6cd5\u7684\u8d28\u91cf\u5bf9\u6bd4<\/p>\n

                                          \u7ed3\u679c\u8868\u660e\uff0cFFTG\u5728\u6240\u6709\u6307\u6807\u4e0a\u90fd\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\u3002\u7279\u522b\u662f\u5728\u7cbe\u5ea6\u4e0a\uff0cFFTG\u6bd4\u4eba\u5de5\u6807\u6ce8\u9ad8\u51fa27\u4e2a\u767e\u5206\u70b9\uff0c\u6bd4\u76f4\u63a5\u4f7f\u7528GPT-4o-mini\u9ad8\u51fa28\u4e2a\u767e\u5206\u70b9\uff0c\u8bc1\u660e\u4e86\u8be5\u7814\u7a76\u7684\u63a9\u7801\u5f15\u5bfc\u548c\u7ed3\u6784\u5316\u63d0\u793a\u7b56\u7565\u80fd\u6709\u6548\u51cf\u5c11\u201d\u5e7b\u89c9\u201d\u95ee\u9898\u3002<\/p>\n

                                          \u8de8\u6570\u636e\u96c6\u6cdb\u5316\u80fd\u529b\u8bc4\u4f30<\/h3>\n

                                          \u5728FF++\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u5728\u5176\u4ed6\u56db\u4e2a\u672a\u89c1\u8fc7\u7684\u6570\u636e\u96c6\u4e0a\u6d4b\u8bd5\uff0c\u8bc4\u4f30\u65b9\u6cd5\u7684\u6cdb\u5316\u80fd\u529b\uff1a<\/p>\n

                                          \"\u56fe\u7247\"<\/p>\n

                                          \u25b3\u88682\uff1a\u8de8\u6570\u636e\u96c6\u6cdb\u5316\u6027\u80fd\u5bf9\u6bd4<\/p>\n

                                          \u5728\u6240\u6709\u672a\u89c1\u8fc7\u7684\u6570\u636e\u96c6\u4e0a\uff0c\u8be5\u7814\u7a76\u7684\u65b9\u6cd5\u90fd\u53d6\u5f97\u4e86\u6027\u80fd\u63d0\u5347\u3002<\/p>\n

                                          \u53ef\u89c6\u5316\u5206\u6790<\/h3>\n

                                          \u56e2\u961f\u5bf9\u6a21\u578b\u7684\u6ce8\u610f\u529b\u673a\u5236\u8fdb\u884c\u4e86\u53ef\u89c6\u5316\u5206\u6790\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86FFTG\u7684\u6709\u6548\u6027\uff1a<\/p>\n

                                          \"\u56fe\u7247\"<\/p>\n

                                          \u25b3\u56fe5\uff1a\u4e0d\u540c\u65b9\u6cd5\u7684\u6ce8\u610f\u529b\u53ef\u89c6\u5316\u5bf9\u6bd4<\/h6>\n

                                          \u53ef\u4ee5\u770b\u5230\uff0c\u4f7f\u7528FFTG\u6807\u6ce8\u8bad\u7ec3\u7684\u6a21\u578b\u80fd\u591f\u66f4\u7cbe\u786e\u5730\u5173\u6ce8\u771f\u6b63\u7684\u4f2a\u9020\u533a\u57df\uff0c\u800c\u57fa\u7ebf\u65b9\u6cd5\u7684\u6ce8\u610f\u529b\u66f4\u4e3a\u5206\u6563\u6216\u9519\u4f4d\u3002\u4f8b\u5982\uff0c\u5728NeuralTextures\u7684\u4f8b\u5b50\u4e2d\uff0c\u8be5\u65b9\u6cd5\u51c6\u786e\u805a\u7126\u5728\u5634\u90e8\u533a\u57df\u7684\u5fae\u5999\u53d8\u5316\uff0c\u800c\u5176\u4ed6\u65b9\u6cd5\u5219\u5728\u672a\u88ab\u7be1\u6539\u7684\u533a\u57df\u4ea7\u751f\u9519\u8bef\u6fc0\u6d3b\u3002<\/p>\n

                                          \u603b\u7ed3<\/h2>\n

                                          \u8bed\u8a00\u6a21\u6001\u8ba9\u4f2a\u9020\u68c0\u6d4b\u4efb\u52a1\u4e0d\u6b62\u505c\u7559\u5728\u201c\u770b\u5f97\u89c1\u201d\uff0c\u66f4\u80fd\u201c\u8bb2\u5f97\u6e05\u201d\u3002<\/p>\n

                                          \u5982\u679c\u4f60\u4e5f\u5173\u6ce8\u4f2a\u9020\u68c0\u6d4b\u7684\u53ef\u89e3\u91ca\u6027\u548c\u6cdb\u5316\u6027\uff0c\u6b22\u8fce\u8fdb\u4e00\u6b65\u4e86\u89e3\u3002\u4e3a\u4e86\u65b9\u4fbf\u793e\u533a\u590d\u73b0\u4e0e\u7814\u7a76\uff0c\u56e2\u961f\u5df2\u7ecf\u5c06\u6807\u6ce8\u6d41\u7a0b\u548c\u751f\u6210\u6570\u636e\u96c6\u5f00\u653e\uff1ahttps:\/\/github.com\/skJack\/VLFFD<\/p>\n

                                          \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

                                          <\/div>\n

                                          <\/g><\/svg><\/i> \"Loading\"<\/p>\n

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

                                          \u8bed\u8a00\u6a21\u6001\u8ba9\u4f2a\u9020\u68c0\u6d4b\u4efb\u52a1\u4e0d\u6b62\u505c\u7559\u5728\u201c\u770b\u5f97\u89c1\u201d\uff0c\u66f4\u80fd\u201c\u8bb2\u5f97\u6e05\u201d\u3002 \u8fd1\u5e74\u6765\uff0c\u4eba\u8138\u5408\u6210\u6280\u672f\u5728\u5feb\u901f\u53d1\u5c55\uff0c\u76f8\u5173\u68c0\u6d4b\u4efb\u52a1\u4e5f\u9010 […]<\/p>\n

                                          <\/div>\n

                                          <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                                          <\/div>\n","protected":false},"author":56,"featured_media":25533,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,20,80],"tags":[124,1659,820],"class_list":["post-25531","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-20","category-80","tag-ai","tag-1659","tag-820"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25531","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=25531"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25531\/revisions"}],"predecessor-version":[{"id":25534,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25531\/revisions\/25534"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/25533"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=25531"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=25531"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=25531"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}