{"id":58572,"date":"2020-08-10T11:02:30","date_gmt":"2020-08-10T02:02:30","guid":{"rendered":"https:\/\/smilegate.ai\/?p=58572"},"modified":"2020-09-25T21:03:14","modified_gmt":"2020-09-25T12:03:14","slug":"speech2face","status":"publish","type":"post","link":"https:\/\/smilegate.ai\/cn\/2020\/08\/10\/speech2face\/","title":{"rendered":"Speech2\u6839\u636e\u8bed\u97f3\u4fe1\u53f7\u8fdb\u884c\u4eba\u8138\u9884\u6d4b"},"content":{"rendered":"

\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7684Speech2Face\u662f\u4e00\u9879\u901a\u8fc7\u8bed\u97f3\u4fe1\u53f7\u751f\u6210\u8bf4\u8bdd\u8005\u9762\u90e8\u7684\u7814\u7a76\u3002\u4f46\u662f\uff0c\u5b83\u4e0d\u4f7f\u7528\u4e00\u79cd\u6a21\u578b\u6267\u884c\u8bed\u97f3\u5230\u9762\u5bf9\u9762\u7684\u8f6c\u6362\uff0c\u800c\u662f\u5c06\u73b0\u6709\u7814\u7a76\u7684\u7ed3\u679c\u7528\u4e8e\u4e0d\u540c\u76ee\u7684\u8fdb\u884c\u7ec4\u5408\u4ee5\u4ea7\u751f\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u7ed3\u679c\u3002 \uff08\u7b2c\u4e00\u4f5c\u8005\u662f\u5434\u6cf0-\u6559\u6388\uff0c\u76ee\u524d\u5728\u6d66\u9879\u5927\u5b66\uff09<\/p>\n\n\n\n

\u7b2c\u4e00\u9879\u662f\u73b0\u6709\u7684\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u9762\u90e8\u5411\u91cf\u7684\u7814\u7a76\uff0c\u800cVGGFace\u4e13\u95e8\u7814\u7a76\u4e86\u9762\u90e8\u56fe\u50cf\uff0c\u4f8b\u5982ImageNet\u7b49\uff0c\u4e00\u76f4\u5728\u8fdb\u884c\u56fe\u50cf\u5206\u7c7b\u7814\u7a76\u3002\u901a\u5e38\uff0cVGGFace\u7684fc7\u5c42\uff084096d\uff09\u7528\u4f5c\u7279\u5f81\u5411\u91cf\uff0c\u53ef\u4ee5\u7528\u4e8e\u5176\u4ed6\u76ee\u7684\uff0c\u4f8b\u5982\u9762\u90e8\u5206\u7c7b\uff0c\u5e74\u9f84\u8bc6\u522b\u548c\u9762\u90e8\u641c\u7d22\u3002 Speech2Face\u4f7f\u7528\u5177\u6709VGG\u6837\u7ed3\u6784\u76847\u5c42CNN\u5c06\u8bed\u97f3\u4fe1\u53f7\u8f6c\u6362\u4e3a\u590d\u6742\u7684\u9891\u8c31\u56fe\uff08598x257x2\uff09\uff0c\u5e76\u5c06\u5176\u8f6c\u6362\u4e3a4096d\u5411\u91cf\u3002\u8bad\u7ec3\u7684\u76ee\u7684\u662f\u5f53\u5c06\u8bed\u97f3\u653e\u5165\u8be5\u6a21\u578b\u4e2d\u4f5c\u4e3a\u8bed\u97f3-\u4eba\u8138\u5bf9\u65f6\uff0c\u83b7\u5f97VGGFace\u83b7\u5f97\u7684\u4eba\u8138\u5411\u91cf4096d\u3002\u6362\u53e5\u8bdd\u8bf4\uff0cSpeech2Face\u53ef\u4ee5\u770b\u4f5c\u662fVGGFace\u7684\u9891\u8c31\u56fe\u3002<\/p>\n\n\n\n

\u7b2c\u4e8c\u6b65\u662f\u901a\u8fc7\u8f93\u5165VGGFace\u7684\u7279\u5f81\u5411\u91cf\u6765\u751f\u6210\u9762\u90e8\u56fe\u50cf\uff0c\u8fd9\u9879\u7814\u7a76\u662fGoogle\u548cMIT\u5408\u4f5c\u521b\u5efa\u7684\u4e00\u9879\u72ec\u7acb\u6280\u672f\uff0cSpeech2Face\u5229\u7528\u4e86\u8be5\u6280\u672f\u3002\u8be5\u6280\u672f\u4e5f\u4e0d\u662f\u50cfGAN\u8fd9\u6837\u7684\u7aef\u5230\u7aef\u76f4\u63a5\u751f\u6210\u6a21\u578b\uff0c\u5b83\u901a\u8fc7\u9762\u90e8\u77e2\u91cf\u521b\u5efa\u4e24\u4e2a\u660e\u663e\u7684\u7279\u5f81\uff0c\u9762\u90e8\u6807\u5fd7\u548c\u9762\u90e8\u7eb9\u7406\uff0c\u7136\u540e\u901a\u8fc7\u53d8\u5f62\u201c\u5408\u6210\u201d\u5b83\u4eec\u3002\u8fd9\u6837\u505a\u7684\u539f\u56e0\u662f\uff0c\u5c3d\u7ba1\u5206\u522b\u5b66\u4e60\u8fd9\u4e24\u4e2a\u7279\u5f81\u66f4\u4e3a\u6709\u6548\uff0c\u4f46\u8be5\u6280\u672f\u7684\u6700\u521d\u76ee\u7684\u662f\u5c06\u6b63\u5728\u6ce8\u89c6\u5e76\u8868\u8fbe\u8868\u60c5\u7684\u4eba\u7684\u56fe\u50cf\u8f6c\u6362\u4e3a\u6b63\u9762\u7684\u4e0d\u9732\u8138\u7684\u8138\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u6709\u4e24\u4e2a\u6a21\u5757\uff0c\u5206\u4e3a\u8f93\u5165\u56fe\u50cf\u5230\u9762\u90e8\u5411\u91cf\u548c\u9762\u90e8\u5411\u91cf\u5230\u8f93\u51fa\u56fe\u50cf\uff0cSpeech2Face\u4f7f\u7528\u7b2c\u4e8c\u4e2a\u6a21\u5757\u3002\u4f5c\u4e3a\u53c2\u8003\uff0c\u5230\u5730\u6807\u7684\u9762\u90e8\u77e2\u91cf\u4f7f\u7528MLP\uff0c\u5230\u7eb9\u7406\u7684\u9762\u90e8\u77e2\u91cf\u4f7f\u7528CNN\u3002<\/p>\n\n\n\n

\u6211\u5728\u9605\u8bfb\u672c\u6587\u65f6\u611f\u89c9\u5230\u7684\u4e00\u4ef6\u4e8b\u662f\uff0c\u901a\u8fc7\u5faa\u73af\u5229\u7528\u548c\u7ed3\u5408AI\u7684\u57fa\u672c\u5355\u5143\u6280\u672f\u6a21\u5757\u6765\u521b\u9020\u65b0\u4ef7\u503c\u7684\u65b9\u6cd5\u4f3c\u4e4e\u662f\u672a\u6765\u7684\u4e3b\u8981\u8d8b\u52bf\u4e4b\u4e00\u3002 \uff08\u5c31\u53d1\u5c55\u800c\u8a00\uff0c\u662f\u5feb\u901f\u539f\u578b\u8bbe\u8ba1\uff0c\u5fae\u670d\u52a1\u67b6\u6784\uff09\u4e0a\u9762\u7684\u8bba\u6587\u4f3c\u4e4e\u5c06\u8bed\u97f3\u4e0e\u9762\u90e8\u77e2\u91cf\u76f8\u7ed3\u5408\uff0c\u800c\u9762\u90e8\u77e2\u91cf\u4e0e\u9762\u90e8\u56fe\u50cf\u76f8\u7ed3\u5408\u3002\u6211\u8ba4\u4e3a\uff0c\u5c06\u6765\uff0c\u5982\u679c\u60a8\u5728\u8fd9\u91cc\u5c06\u8bed\u97f3\u4e0e\u60c5\u611f\u7ed3\u5408\u8d77\u6765\uff0c\u60a8\u5c06\u80fd\u591f\u4ece\u8bed\u97f3\u4fe1\u53f7\u4e2d\u521b\u5efa\u4eba\u8138\u548c\u8868\u60c5\u3002<\/p>\n\n\n\n

\u5f53\u524d\uff0cAI API\u503e\u5411\u4e8e\u88ab\u8bbe\u8ba1\u4e3a\u6613\u4e8e\u670d\u52a1\u5e94\u7528\u7a0b\u5e8f\u7684\u9ad8\u7ea7\uff08\u4f8b\u5982\u8bed\u97f3\u8bc6\u522b-\u8bed\u97f3\u5230\u6587\u672c\uff09\uff0c\u4f46\u662f\uff0c\u6bcf\u4e2a\u6a21\u578b\uff08\u6216\u6982\u5ff5\uff09\u4f7f\u7528\u4e86\u8bb8\u591a\u4f4e\u7ea7API\uff08\u4f8b\u5982\u8bed\u97f3\u5230\u77e2\u91cf\uff09\u3002\u901a\u8fc7\u5728\u4e0a\u5c42\u8fdb\u884c\u8bbe\u8ba1\u548c\u7f51\u683c\u5212\u5206\uff0c\u6211\u8ba4\u4e3a\u6211\u4eec\u53ef\u4ee5\u66f4\u5feb\uff0c\u66f4\u9ad8\u6548\u5730\u521b\u5efa\u591a\u4e2a\u670d\u52a1\u3002<\/p>\n\n\n\n

\u6ca1\u6709\u516c\u5f00Speech2Face\u7684\u5b8c\u6574\u6e90\u4ee3\u7801\u3002\u4f46\u662f\uff0c\u5728\u4e0b\u9762\u7684\uff081\uff09\u4e2d\u5b9e\u73b0\u4e86\u9488\u5bf9\u9762\u90e8\u5411\u91cf\u7684\u8bed\u97f3\uff0c\u800c\u9488\u5bf9\u9762\u90e8\u56fe\u50cf\u7684\u9762\u90e8\u5411\u91cf\u662f3D\uff0c\u56e0\u6b64\u7565\u6709\u4e0d\u540c\uff0c\u4f46\u662f\u60a8\u53ef\u4ee5\u53c2\u8003\u4ee5\u4e0b\uff082\uff09\u3002<\/p>\n\n\n\n

  1. Speech2Face\u7684\u8bed\u97f3\u8f6c\u9762\u90e8\u77e2\u91cf\u6a21\u5757<\/li>
  2. \u4eba\u8138\u77e2\u91cf\u5230\u4eba\u8138\u56fe\u50cf\uff083D\uff09\u6a21\u5757\uff08\u4e0d\u76f8\u540c\uff0c\u4ec5\u4f9b\u53c2\u8003\uff09<\/li><\/ol>\n\n\n\n

    \u9644\u52a0\u76f8\u5173\u94fe\u63a5\u3002<\/p>\n\n\n\n

    <\/div>\n\n\n
    <\/a>
    \"\"<\/div><\/div>
    Saiteja-Talluri \/ Speech2Face<\/div>
    CVPR 2019\u8bba\u6587\u7684\u5b9e\u65bd\u2013 Speech2Face\uff1a\u7531MIT CSAIL\u5b66\u4e60\u58f0\u97f3\u80cc\u540e\u7684\u9762\u5b54\u2013 saiteja-talluri \/ Speech2Face<\/div><\/div><\/div>\n\n
    <\/a>
    \"\"<\/div><\/div>
    nabeel3133 \/ 3D\u7eb9\u7406\u62df\u5408<\/div>
    \u4ece\u9762\u90e8\u8bc6\u522b\u7279\u5f81\u5408\u6210\u6807\u51c6\u5316\u9762\u5b54\u7684\u9879\u76ee\u9875\u9762\u2013 [CVPR 2017] \u2013 nabeel3133 \/ 3D-texture-fitting<\/div><\/div><\/div>
    <\/span><\/div>","protected":false},"excerpt":{"rendered":"

    MIT\uc758 Speech2Face\ub294 \uc74c\uc131\uc2e0\ud638\ub85c\ubd80\ud130 \ud654\uc790\uc758 \uc5bc\uad74\uc744 \uc0dd\uc131\ud574\ub0b4\ub294 \uc5f0\uad6c\uc785\ub2c8\ub2e4. \ub2e4\ub9cc \ud558\ub098\uc758 \ubaa8\ub378\ub85c speech to face transform\uc744 \uc218\ud589\ud558\ub294 \uac83\uc774 \uc544\ub2c8\uba70, \ub2e4\ub978 \ubaa9\uc801\uc758 \uae30\uc874 \uc5f0\uad6c \uacb0\uacfc\ub4e4\uc744 \uc798 \uc870\ud569\ud558\uc5ec \uc778\uc0c1\uc801\uc778 \uacb0\uacfc\ub97c \ub9cc\ub4e4\uc5b4\ub0c5\ub2c8\ub2e4. (\uc81c1 \uc800\uc790\ub294 \ud604\uc7ac \ud3ec\ud56d\uacf5\ub300\uc5d0 \uacc4\uc2dc\ub294 \uc624\ud0dc\ud604 \uad50\uc218\ub2d8\uc785\ub2c8\ub2e4) \uccab \ubc88\uc9f8\ub294 \uc774\ubbf8\uc9c0\ub85c\ubd80\ud130 facial vector\ub97c \ucd94\ucd9c\ud558\ub294 \uae30\uc874 \uc5f0\uad6c\ub85c\uc11c, ImageNet \ub4f1 \uc774\ubbf8\uc9c0 \ubd84\ub958\ub97c \uc704\ud574 \uc9c0\uc18d\uc801\uc73c\ub85c \uc5f0\uad6c\ub418\uc5c8\ub358 VGG\ub97c facial image\uc5d0 \ub300\ud574 \ud2b9\ud654\ub418\ub3c4\ub85d \ud559\uc2b5\ud55c…<\/p>\n

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