{"id":415274,"date":"2024-06-04T20:41:38","date_gmt":"2024-06-04T12:41:38","guid":{"rendered":"https:\/\/www.idc.net\/help\/?p=415274"},"modified":"2024-06-04T20:41:38","modified_gmt":"2024-06-04T12:41:38","slug":"%e4%b8%ad%e5%9b%bd%e5%a6%82%e4%bd%95%e5%a4%8d%e5%88%bbsora%ef%bc%8c%e5%8d%8e%e4%ba%ba%e5%9b%a2%e9%98%9f%e9%95%bf%e6%96%87%e8%a7%a3%e6%9e%84%ef%bc%81996-openai%e7%a0%94%e7%a9%b6%e5%91%98%ef%bc%9asora","status":"publish","type":"post","link":"https:\/\/idc.net\/help\/415274\/","title":{"rendered":"\u4e2d\u56fd\u5982\u4f55\u590d\u523bSora\uff0c\u534e\u4eba\u56e2\u961f\u957f\u6587\u89e3\u6784\uff01996 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style=\"color: #707070; font-size: 20px; font-style: italic;\">A super car driving through city streets at night with heavy rain everywhere, shot from behind the car as it 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Gen-2\u3001AnimateDiff\u548cLeonardoAI\u7684\u6bd4\u8f83\u3002<\/p>\n<h3>\u4eba\u4eba\u90fd\u80fd\u62cd\u81ea\u5df1\u7684\u7535\u5f71<\/h3>\n<p>\u5728\u4e0d\u4e45\u7684\u5c06\u6765\uff0c\u6216\u8bb8\u6211\u4eec\u6bcf\u4e2a\u4eba\u90fd\u53ef\u4ee5\u5728\u51e0\u5206\u949f\u5185\u751f\u6210\u81ea\u5df1\u7684\u7535\u5f71\u4e86\u3002<\/p>\n<p>\u6bd4\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u7528ChatGPT\u5e2e\u5fd9\u5199\u51fa\u5267\u672c\uff0c\u7136\u540e\u7528Sora\u8fdb\u884c\u6587\u5b57\u8f6c\u89c6\u9891\u3002\u5728\u672a\u6765\uff0cSora\u4e00\u5b9a\u4f1a\u7a81\u783460s\u7684\u65f6\u95f4\u9650\u5236\u3002<\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u5728\u4f60\u7684\u8111\u6d77\u91cc\u62cd\u51fa\u4e00\u90e8\u4ece\u672a\u5b58\u5728\u8fc7\u7684\u7535\u5f71\uff0c\u662f\u4ec0\u4e48\u611f\u89c9<\/p>\n<p>\u6216\u8005\uff0c\u6211\u4eec\u53ef\u4ee5\u7528Dall-E\u6216\u8005Midjourney\u751f\u6210\u56fe\u50cf\uff0c\u7136\u540e\u7528Sora\u751f\u6210\u89c6\u9891\u3002<\/p>\n<p>D-ID\u53ef\u4ee5\u8ba9\u89d2\u8272\u7684\u5634\u90e8\u3001\u8eab\u4f53\u52a8\u4f5c\u548c\u6240\u8bf4\u7684\u53f0\u8bcd\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n<p>\u6b64\u524d\u98ce\u9761\u5168\u7f51\u7684\u300a\u54c8\u5229\u6ce2\u7279\u300b\u5df4\u9ece\u4e16\u5bb6\u65f6\u5c1a\u5927\u7247<\/p>\n<p>ElevenLabs\uff0c\u53ef\u4ee5\u4e3a\u89c6\u9891\u4e2d\u7684\u89d2\u8272\u914d\u97f3\uff0c\u589e\u5f3a\u89c6\u9891\u7684\u60c5\u611f\u51b2\u51fb\u529b\uff0c\u521b\u9020\u89c6\u89c9\u548c\u542c\u89c9\u53d9\u4e8b\u7684\u65e0\u7f1d\u878d\u5408\u3002<\/p>\n<p>\u505a\u81ea\u5df1\u7684\u5927\u7247\uff0c\u5c31\u662f\u8fd9\u4e48\u7b80\u5355\uff01<\/p>\n<p>\u53ef\u60dc\u7684\u662f\uff0cSora\u7684\u8bad\u7ec3\u6210\u672c\u5927\u6982\u8981\u5343\u4e07\u7f8e\u5143\u7ea7\u522b\u3002<\/p>\n<p>\u53bb\u5e74ChatGPT\u53d1\u5e03\u540e\uff0c\u4e00\u4e0b\u5b50\u6d8c\u73b0\u51fa\u5343\u6a21\u5927\u6218\u7684\u76db\u51b5\u3002\u800c\u8fd9\u6b21Sora\u8ddd\u79bb\u8bde\u751f\u5df2\u6709\u534a\u4e2a\u6708\u4e86\uff0c\u5404\u5bb6\u516c\u53f8\u4ecd\u7136\u6beb\u65e0\u52a8\u9759\u3002<\/p>\n<p>\u4e2d\u56fd\u516c\u53f8\u8be5\u5982\u4f55\u590d\u523bSora\uff1f<\/p>\n<p>\u6070\u6070\u5728\u6700\u8fd1\uff0c\u534e\u4eba\u56e2\u961f\u4e5f\u53d1\u5e03\u4e86\u975e\u5e38\u8be6\u7ec6\u7684Sora\u5206\u6790\u62a5\u544a\uff0c\u6216\u8bb8\u80fd\u7ed9\u8fd9\u4e2a\u95ee\u9898\u4e00\u4e9b\u542f\u53d1\u3002<\/p>\n<h3>\u534e\u4eba\u56e2\u961f\u9006\u5411\u5de5\u7a0b\u5206\u6790Sora<\/h3>\n<p>\u6700\u8fd1\uff0c\u6765\u81ea\u7406\u6d77\u5927\u5b66\u7684\u534e\u4eba\u56e2\u961f\u548c\u5fae\u8f6f\u526f\u603b\u88c1\u9ad8\u5251\u5cf0\u535a\u58eb\uff0c\u8054\u5408\u53d1\u5e03\u4e86\u4e00\u7bc7\u957f\u8fbe37\u9875\u7684\u5206\u6790\u8bba\u6587\u3002<\/p>\n<p>\u901a\u8fc7\u5206\u6790\u516c\u5f00\u7684\u6280\u672f\u62a5\u544a\u548c\u5bf9\u6a21\u578b\u7684\u9006\u5411\u5de5\u7a0b\u7814\u7a76\uff0c\u5168\u9762\u5ba1\u89c6\u4e86Sora\u7684\u5f00\u53d1\u80cc\u666f\u3001\u6240\u4f9d\u8d56\u7684\u6280\u672f\u3001\u5176\u5728\u5404\u884c\u4e1a\u7684\u5e94\u7528\u524d\u666f\u3001\u76ee\u524d\u9762\u4e34\u7684\u6311\u6218\uff0c\u4ee5\u53ca\u6587\u672c\u8f6c\u89c6\u9891\u6280\u672f\u7684\u672a\u6765\u8d8b\u52bf\u3002<\/p>\n<p>\u5176\u4e2d\uff0c\u8bba\u6587\u4e3b\u8981\u9488\u5bf9Sora\u7684\u5f00\u53d1\u5386\u7a0b\u548c\u6784\u5efa\u8fd9\u4e00\u300c\u865a\u62df\u4e16\u754c\u6a21\u62df\u5668\u300d\u7684\u5173\u952e\u6280\u672f\u8fdb\u884c\u4e86\u7814\u7a76\uff0c\u5e76\u6df1\u5165\u63a2\u8ba8\u4e86Sora\u5728\u7535\u5f71\u5236\u4f5c\u3001\u6559\u80b2\u3001\u8425\u9500\u7b49\u9886\u57df\u7684\u5e94\u7528\u6f5c\u529b\u53ca\u5176\u53ef\u80fd\u5e26\u6765\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u800c\u5728\u5236\u4f5c\u80fd\u591f\u7ec6\u81f4\u5c55\u73b0\u8fd0\u52a8\u548c\u4e92\u52a8\u7684\u957f\u89c6\u9891\u65b9\u9762\uff0cSora\u4e5f\u53d6\u5f97\u4e86\u957f\u8db3\u7684\u8fdb\u5c55\uff0c\u7a81\u7834\u4e86\u4ee5\u5f80\u89c6\u9891\u751f\u6210\u6280\u672f\u5728\u89c6\u9891\u957f\u5ea6\u548c\u89c6\u89c9\u8868\u73b0\u4e0a\u7684\u9650\u5236\u3002\u8fd9\u79cd\u80fd\u529b\u6807\u5fd7\u7740AI\u521b\u610f\u5de5\u5177\u7684\u91cd\u5927\u98de\u8dc3\uff0c\u4f7f\u5f97\u7528\u6237\u80fd\u5c06\u6587\u5b57\u53d9\u8ff0\u8f6c\u5316\u4e3a\u751f\u52a8\u7684\u89c6\u89c9\u6545\u4e8b\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\uff0cSora\u4e4b\u6240\u4ee5\u80fd\u8fbe\u5230\u8fd9\u79cd\u9ad8\u6c34\u5e73\uff0c\u4e0d\u4ec5\u662f\u56e0\u4e3a\u5b83\u80fd\u5904\u7406\u7528\u6237\u8f93\u5165\u7684\u6587\u672c\uff0c\u8fd8\u56e0\u4e3a\u5b83\u80fd\u7406\u89e3\u573a\u666f\u4e2d\u5404\u4e2a\u5143\u7d20\u590d\u6742\u7684\u76f8\u4e92\u5173\u7cfb\u3002<\/p>\n<p>\u5982\u56fe3\u6240\u793a\uff0c\u8fc7\u53bb\u5341\u5e74\u91cc\uff0c\u751f\u6210\u5f0f\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u6280\u672f\u7684\u53d1\u5c55\u8def\u5f84\u5341\u5206\u591a\u6837\uff0c\u5c24\u5176\u662f\u5728Transformer\u67b6\u6784\u6210\u529f\u5e94\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4e4b\u540e\uff0c\u53d8\u5316\u663e\u8457\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5c06Transformer\u67b6\u6784\u4e0e\u89c6\u89c9\u7ec4\u4ef6\u76f8\u7ed3\u5408\uff0c\u63a8\u52a8\u4e86\u5176\u5728\u89c6\u89c9\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\uff0c\u6bd4\u5982\u5f00\u521b\u6027\u7684\u89c6\u89c9Transformer\uff08ViT\uff09\u548cSwin Transformer\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u6269\u6563\u6a21\u578b\u5728\u56fe\u50cf\u4e0e\u89c6\u9891\u751f\u6210\u9886\u57df\u4e5f\u53d6\u5f97\u4e86\u7a81\u7834\uff0c\u5b83\u4eec\u901a\u8fc7U-Net\u6280\u672f\u5c06\u566a\u58f0\u8f6c\u5316\u4e3a\u56fe\u50cf\uff0c\u5c55\u793a\u4e86\u6570\u5b66\u4e0a\u7684\u521b\u65b0\u65b9\u6cd5\u3002<\/p>\n<p>\u4ece2021\u5e74\u5f00\u59cb\uff0cAI\u9886\u57df\u7684\u7814\u7a76\u91cd\u70b9\uff0c\u4fbf\u6765\u5230\u4e86\u90a3\u4e9b\u80fd\u591f\u7406\u89e3\u4eba\u7c7b\u6307\u4ee4\u7684\u8bed\u8a00\u548c\u89c6\u89c9\u751f\u6210\u6a21\u578b\uff0c\u5373\u591a\u6a21\u6001\u6a21\u578b\u3002<\/p>\n<p>\u968f\u7740ChatGPT\u7684\u53d1\u5e03\uff0c\u6211\u4eec\u57282023\u5e74\u770b\u5230\u4e86\u8bf8\u5982Stable Diffusion\u3001Midjourney\u3001DALL-E 3\u7b49\u5546\u4e1a\u6587\u672c\u5230\u56fe\u50cf\u4ea7\u54c1\u7684\u6d8c\u73b0\u3002<\/p>\n<p>\u7136\u800c\uff0c\u7531\u4e8e\u89c6\u9891\u672c\u8eab\u5177\u6709\u7684\u65f6\u95f4\u590d\u6742\u6027\uff0c\u76ee\u524d\u5927\u591a\u6570\u751f\u6210\u5de5\u5177\u4ec5\u80fd\u5236\u4f5c\u51e0\u79d2\u949f\u7684\u77ed\u89c6\u9891\u3002<\/p>\n<p>\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b\uff0cSora\u7684\u51fa\u73b0\u8c61\u5f81\u7740\u4e00\u4e2a\u91cd\u5927\u7a81\u7834\u2014\u2014\u5b83\u662f\u7b2c\u4e00\u4e2a\u80fd\u591f\u6839\u636e\u4eba\u7c7b\u6307\u4ee4\u751f\u6210\u957f\u8fbe\u4e00\u5206\u949f\u89c6\u9891\u7684\u6a21\u578b\uff0c\u5176\u610f\u4e49\u53ef\u4e0eChatGPT\u5728NLP\u9886\u57df\u7684\u5f71\u54cd\u76f8\u5ab2\u7f8e\u3002<\/p>\n<p>\u5982\u56fe4\u6240\u793a\uff0cSora\u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u53ef\u4ee5\u7075\u6d3b\u5730\u5904\u7406\u4e0d\u540c\u7ef4\u5ea6\u6570\u636e\u7684Diffusion Transformer\uff0c\u5176\u4e3b\u8981\u7531\u4e09\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n<p>1. \u9996\u5148\uff0c\u65f6\u7a7a\u538b\u7f29\u5668\u4f1a\u628a\u539f\u59cb\u89c6\u9891\u8f6c\u6620\u5c04\u5230\u6f5c\u7a7a\u95f4\u4e2d\u3002<\/p>\n<p>2. \u63a5\u7740\uff0c\u89c6\u89c9Transformer\uff08ViT\uff09\u6a21\u578b\u4f1a\u5bf9\u5df2\u7ecf\u88ab\u5206\u8bcd\u7684\u6f5c\u8868\u5f81\u8fdb\u884c\u5904\u7406\uff0c\u5e76\u8f93\u51fa\u53bb\u9664\u566a\u58f0\u540e\u7684\u6f5c\u8868\u5f81\u3002<\/p>\n<p>3. \u6700\u540e\uff0c\u4e00\u4e2a\u4e0eCLIP\u6a21\u578b\u7c7b\u4f3c\u7684\u7cfb\u7edf\u6839\u636e\u7528\u6237\u7684\u6307\u4ee4\uff08\u5df2\u7ecf\u901a\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4e86\u589e\u5f3a\uff09\u548c\u6f5c\u89c6\u89c9\u63d0\u793a\uff0c\u5f15\u5bfc\u6269\u6563\u6a21\u578b\u751f\u6210\u5177\u6709\u7279\u5b9a\u98ce\u683c\u6216\u4e3b\u9898\u7684\u89c6\u9891\u3002\u5728\u7ecf\u8fc7\u591a\u6b21\u53bb\u566a\u5904\u7406\u4e4b\u540e\uff0c\u4f1a\u5f97\u5230\u751f\u6210\u89c6\u9891\u7684\u6f5c\u8868\u5f81\uff0c\u7136\u540e\u901a\u8fc7\u76f8\u5e94\u7684\u89e3\u7801\u5668\u6620\u5c04\u56de\u50cf\u7d20\u7a7a\u95f4\u3002<\/p>\n<h3>\u6570\u636e\u9884\u5904\u7406<\/h3>\n<h4>- \u53ef\u53d8\u7684\u6301\u7eed\u65f6\u95f4\u3001\u5206\u8fa8\u7387\u548c\u9ad8\u5bbd\u6bd4<\/h4>\n<p>\u5982\u56fe5\u6240\u793a\uff0cSora\u7684\u4e00\u5927\u7279\u8272\u662f\u5b83\u80fd\u591f\u5904\u7406\u3001\u7406\u89e3\u5e76\u751f\u6210\u5404\u79cd\u5927\u5c0f\u7684\u89c6\u9891\u548c\u56fe\u7247\uff0c\u4ece\u5bbd\u5c4f\u76841920x1080p\u89c6\u9891\u5230\u7ad6\u5c4f\u76841080x1920p\u89c6\u9891\uff0c\u5e94\u6709\u5c3d\u6709\u3002<\/p>\n<p>\u5982\u56fe6\u6240\u793a\uff0c\u4e0e\u90a3\u4e9b\u4ec5\u5728\u7edf\u4e00\u88c1\u526a\u7684\u6b63\u65b9\u5f62\u89c6\u9891\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u76f8\u6bd4\uff0cSora\u5236\u4f5c\u7684\u89c6\u9891\u5c55\u793a\u4e86\u66f4\u597d\u7684\u753b\u9762\u5e03\u5c40\uff0c\u786e\u4fdd\u89c6\u9891\u573a\u666f\u4e2d\u7684\u4e3b\u4f53\u88ab\u5b8c\u6574\u6355\u6349\uff0c\u907f\u514d\u4e86\u56e0\u6b63\u65b9\u5f62\u88c1\u526a\u800c\u9020\u6210\u7684\u753b\u9762\u6709\u65f6\u88ab\u622a\u65ad\u7684\u95ee\u9898\u3002<\/p>\n<p>Sora\u5bf9\u89c6\u9891\u548c\u56fe\u7247\u7279\u5f81\u7684\u7cbe\u7ec6\u7406\u89e3\u548c\u4fdd\u7559\uff0c\u5728\u751f\u6210\u6a21\u578b\u9886\u57df\u662f\u4e00\u4e2a\u91cd\u5927\u7684\u8fdb\u6b65\u3002<\/p>\n<p>\u5b83\u4e0d\u4ec5\u5c55\u73b0\u4e86\u751f\u6210\u66f4\u771f\u5b9e\u548c\u5438\u5f15\u4eba\u7684\u89c6\u9891\u7684\u53ef\u80fd\u6027\uff0c\u8fd8\u7a81\u51fa\u4e86\u8bad\u7ec3\u6570\u636e\u7684\u591a\u6837\u6027\u5bf9\u751f\u6210\u5f0fAI\u53d6\u5f97\u9ad8\u8d28\u91cf\u7ed3\u679c\u7684\u91cd\u8981\u6027\u3002<\/p>\n<h4>- \u7edf\u4e00\u7684\u89c6\u89c9\u8868\u5f81<\/h4>\n<p>\u4e3a\u4e86\u6709\u6548\u5904\u7406\u5404\u79cd\u5404\u6837\u7684\u89c6\u89c9\u8f93\u5165\uff0c\u6bd4\u5982\u4e0d\u540c\u957f\u5ea6\u3001\u6e05\u6670\u5ea6\u548c\u753b\u9762\u6bd4\u4f8b\u7684\u56fe\u7247\u548c\u89c6\u9891\uff0c\u4e00\u4e2a\u91cd\u8981\u7684\u65b9\u6cd5\u662f\u628a\u8fd9\u4e9b\u89c6\u89c9\u6570\u636e\u8f6c\u6362\u4e3a\u7edf\u4e00\u7684\u8868\u5f81\u3002\u8fd9\u6837\u505a\u8fd8\u6709\u5229\u4e8e\u5bf9\u751f\u6210\u6a21\u578b\u8fdb\u884c\u5927\u89c4\u6a21\u7684\u8bad\u7ec3\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0cSora\u9996\u5148\u5c06\u89c6\u9891\u538b\u7f29\u5230\u300c\u4f4e\u7ef4\u6f5c\u7a7a\u95f4\u300d\uff0c\u7136\u540e\u518d\u5c06\u8868\u5f81\u5206\u89e3\u6210\u300c\u65f6\u7a7apatches\u300d\u3002<\/p>\n<h4>- \u89c6\u9891\u538b\u7f29\u7f51\u7edc<\/h4>\n<p>\u5982\u56fe7\u6240\u793a\uff0cSora\u7684\u89c6\u9891\u538b\u7f29\u7f51\u7edc\uff08\u6216\u89c6\u89c9\u7f16\u7801\u5668\uff09\u7684\u76ee\u6807\u662f\u964d\u4f4e\u8f93\u5165\u6570\u636e\u7684\u7ef4\u5ea6\uff0c\u5e76\u8f93\u51fa\u7ecf\u8fc7\u65f6\u7a7a\u538b\u7f29\u7684\u6f5c\u8868\u5f81\u3002<\/p>\n<p>\u6280\u672f\u62a5\u544a\u4e2d\u7684\u53c2\u8003\u6587\u732e\u663e\u793a\uff0c\u8fd9\u79cd\u538b\u7f29\u6280\u672f\u662fVAE\u6216\u77e2\u91cf\u91cf\u5316-VAE\uff08VQ-VAE\uff09\u57fa\u7840\u4e0a\u7684\u3002\u7136\u800c\uff0c\u6839\u636e\u62a5\u544a\uff0c\u5982\u679c\u4e0d\u8fdb\u884c\u56fe\u50cf\u7684\u5927\u5c0f\u8c03\u6574\u548c\u88c1\u526a\uff0cVAE\u5f88\u96be\u5c06\u4e0d\u540c\u5c3a\u5bf8\u7684\u89c6\u89c9\u6570\u636e\u6620\u5c04\u5230\u4e00\u4e2a\u7edf\u4e00\u4e14\u5927\u5c0f\u56fa\u5b9a\u7684\u6f5c\u7a7a\u95f4\u4e2d\u3002<\/p>\n<p>\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u4eba\u5458\u63a2\u8ba8\u4e86\u4e24\u79cd\u53ef\u80fd\u7684\u6280\u672f\u5b9e\u73b0\u65b9\u6848\uff1a<\/p>\n<p><strong>1. \u7a7a\u95f4patches\u538b\u7f29<\/strong><\/p>\n<p>\u8fd9\u4e00\u8fc7\u7a0b\u9700\u8981\u5c06\u89c6\u9891\u5e27\u8f6c\u6362\u6210\u56fa\u5b9a\u5927\u5c0f\u7684patches\uff0c\u4e0eViT\u548cMAE\u6a21\u578b\u91c7\u7528\u7684\u65b9\u6cd5\u76f8\u4f3c\uff08\u5982\u56fe8\u6240\u793a\uff09\uff0c\u7136\u540e\u518d\u5c06\u5176\u7f16\u7801\u5230\u6f5c\u7a7a\u95f4\u4e2d\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u53ef\u4ee5\u9ad8\u6548\u5730\u5904\u7406\u5177\u6709\u4e0d\u540c\u5206\u8fa8\u7387\u548c\u5bbd\u9ad8\u6bd4\u7684\u89c6\u9891\uff0c\u56e0\u4e3a\u5b83\u80fd\u901a\u8fc7\u5206\u6790\u8fd9\u4e9bpatches\u6765\u7406\u89e3\u6574\u4e2a\u89c6\u9891\u5e27\u7684\u5185\u5bb9\u3002\u63a5\u4e0b\u6765\uff0c\u8fd9\u4e9b\u7a7a\u95f4Token\u4f1a\u6309\u65f6\u95f4\u987a\u5e8f\u6392\u5217\uff0c\u5f62\u6210\u7a7a\u95f4-\u65f6\u95f4\u6f5c\u8868\u5f81\u3002<\/p>\n<p><strong>2. \u7a7a\u95f4-\u65f6\u95f4patches\u538b\u7f29<\/strong><\/p>\n<p>\u8fd9\u79cd\u6280\u672f\u5305\u542b\u4e86\u89c6\u9891\u6570\u636e\u7684\u7a7a\u95f4\u548c\u65f6\u95f4\u7ef4\u5ea6\uff0c\u4e0d\u4ec5\u8003\u8651\u4e86\u89c6\u9891\u753b\u9762\u7684\u9759\u6001\u7ec6\u8282\uff0c\u8fd8\u5173\u6ce8\u4e86\u753b\u9762\u4e4b\u95f4\u7684\u8fd0\u52a8\u548c\u53d8\u5316\uff0c\u4ece\u800c\u5168\u9762\u6355\u6349\u89c6\u9891\u7684\u52a8\u6001\u7279\u6027\u3002\u5229\u7528\u4e09\u7ef4\u5377\u79ef\u662f\u5b9e\u73b0\u8fd9\u79cd\u6574\u5408\u7684\u76f4\u63a5\u800c\u6709\u6548\u7684\u65b9\u6cd5<\/p>\n<h4>- \u6f5c\u7a7a\u95f4patches<\/h4>\n<p>\u5728\u538b\u7f29\u7f51\u7edc\u90e8\u5206\u8fd8\u6709\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5728\u5c06patches\u9001\u5165Diffusion Transformer\u7684\u8f93\u5165\u5c42\u4e4b\u524d\uff0c\u5982\u4f55\u5904\u7406\u6f5c\u7a7a\u95f4\u7ef4\u5ea6\u7684\u53d8\u5316\uff08\u5373\u4e0d\u540c\u89c6\u9891\u7c7b\u578b\u7684\u6f5c\u7279\u5f81\u5757\u6216patches\u7684\u6570\u91cf\uff09\u3002<\/p>\n<p>\u6839\u636eSora\u7684\u6280\u672f\u62a5\u544a\u548c\u76f8\u5e94\u7684\u53c2\u8003\u6587\u732e\uff0cpatch n' pack\uff08PNP\uff09\u5f88\u53ef\u80fd\u662f\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u5982\u56fe10\u6240\u793a\uff0cPNP\u5c06\u6765\u81ea\u4e0d\u540c\u56fe\u50cf\u7684\u591a\u4e2apatches\u6253\u5305\u5728\u4e00\u4e2a\u5e8f\u5217\u4e2d\u3002<\/p>\n<p>\u5728\u8fd9\u91cc\uff0cpatch\u5316\u548ctoken\u5d4c\u5165\u6b65\u9aa4\u9700\u8981\u5728\u538b\u7f29\u7f51\u7edc\u4e2d\u5b8c\u6210\uff0c\u4f46Sora\u53ef\u80fd\u4f1a\u50cfDiffusion Transformer\u90a3\u6837\uff0c\u8fdb\u4e00\u6b65\u5c06\u6f5c\u5728\u7684patch\u5316\u4e3aTransformer token\u3002<\/p>\n<h4>- Diffusion Transformer<\/h4>\n<h3>\u5efa\u6a21<\/h3>\n<h4>- \u56fe\u50cfDiffusion Transformer<\/h4>\n<p>DiT\u548cU-ViT\u662f\u6700\u65e9\u5c06\u89c6\u89c9Transformers\u7528\u4e8e\u6f5c\u5728\u6269\u6563\u6a21\u578b\u7684\u5de5\u4f5c\u4e4b\u4e00\u3002\u4e0eViT\u4e00\u6837\uff0cDiT\u4e5f\u91c7\u7528\u591a\u5934\u81ea\u6ce8\u610f\u529b\u5c42\u548c\u70b9\u5377\u79ef\u524d\u9988\u7f51\u7edc\uff0c\u4ea4\u9519\u4e00\u4e9b\u5c42\u5f52\u4e00\u5316\u548c\u7f29\u653e\u5c42\u3002<\/p>\n<p>\u6b64\u5916\uff0cDiT\u8fd8\u901a\u8fc7\u81ea\u9002\u5e94\u5c42\u5f52\u4e00\u5316\uff08AdaLN\uff09\u5e76\u589e\u52a0\u4e86\u4e00\u4e2a\u989d\u5916\u7684MLP\u5c42\u8fdb\u884c\u96f6\u521d\u59cb\u5316\uff0c\u8fd9\u6837\u521d\u59cb\u5316\u6bcf\u4e2a\u6b8b\u5dee\u5757\u4e3a\u6052\u7b49\u51fd\u6570\uff0c\u4ece\u800c\u6781\u5927\u5730\u7a33\u5b9a\u4e86\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n<p>U-ViT\u5c06\u6240\u6709\u8f93\u5165\uff0c\u5305\u62ec\u65f6\u95f4\u3001\u6761\u4ef6\u548c\u566a\u58f0\u56fe\u50cfpatches\uff0c\u90fd\u89c6\u4e3atoken\uff0c\u5e76\u63d0\u51fa\u4e86\u6d45\u5c42\u548c\u6df1\u5c42Transformer\u5c42\u4e4b\u95f4\u7684\u957f\u8df3\u8dc3\u8fde\u63a5\u3002\u7ed3\u679c\u8868\u660e\uff0cU-ViT\u5728\u56fe\u50cf\u548c\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u4e2d\u53d6\u5f97\u4e86\u7834\u7eaa\u5f55\u7684FID\u5206\u6570\u3002<\/p>\n<p>\u7c7b\u4f3c\u4e8e\u63a9\u7801\u81ea\u7f16\u7801\u5668\uff08MAE\uff09\u7684\u65b9\u6cd5\uff0c\u63a9\u7801\u6269\u6563Transformer\uff08MDT\uff09\u4e5f\u5728\u6269\u6563\u8fc7\u7a0b\u4e2d\u52a0\u5165\u4e86\u63a9\u7801\u6f5c\u6a21\u578b\uff0c\u6709\u6548\u63d0\u9ad8\u4e86\u5bf9\u56fe\u50cf\u4e2d\u4e0d\u540c\u5bf9\u8c61\u90e8\u5206\u4e4b\u95f4\u4e0a\u4e0b\u6587\u5173\u7cfb\u7684\u5b66\u4e60\u80fd\u529b\u3002<\/p>\n<p>\u5982\u56fe12\u6240\u793a\uff0cMDT\u4f1a\u5728\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u4fa7\u63d2\u503c\u8fdb\u884c\u989d\u5916\u7684\u63a9\u7801token\u91cd\u5efa\u4efb\u52a1\uff0c\u4ee5\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\uff0c\u5e76\u5b66\u4e60\u5f3a\u5927\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u4f4d\u7f6e\u5d4c\u5165\u8fdb\u884c\u63a8\u7406\u3002\u4e0eDiT\u76f8\u6bd4\uff0cMDT\u5b9e\u73b0\u4e86\u66f4\u597d\u7684\u6027\u80fd\u548c\u66f4\u5feb\u7684\u5b66\u4e60\u901f\u5ea6\u3002<\/p>\n<p>\u5728\u53e6\u4e00\u9879\u521b\u65b0\u5de5\u4f5c\u4e2d\uff0cDiffusion Vision Transformers\uff08DiffiT\uff09\u91c7\u7528\u4e86\u65f6\u95f4\u4f9d\u8d56\u7684\u81ea\u6ce8\u610f\u529b\uff08TMSA\uff09\u6a21\u5757\u6765\u5bf9\u91c7\u6837\u65f6\u95f4\u6b65\u9aa4\u4e0a\u7684\u52a8\u6001\u53bb\u566a\u884c\u4e3a\u8fdb\u884c\u5efa\u6a21\u3002<\/p>\n<p>\u6b64\u5916\uff0cDiffiT\u8fd8\u91c7\u7528\u4e86\u4e24\u79cd\u6df7\u5408\u5206\u5c42\u67b6\u6784\uff0c\u5206\u522b\u5728\u50cf\u7d20\u7a7a\u95f4\u548c\u6f5c\u7a7a\u95f4\u4e2d\u8fdb\u884c\u9ad8\u6548\u53bb\u566a\uff0c\u5e76\u5728\u5404\u79cd\u751f\u6210\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u65b0\u7684SOTA\u3002<\/p>\n<h4>- \u89c6\u9891Diffusion Transformer<\/h4>\n<p>\u7531\u4e8e\u89c6\u9891\u7684\u65f6\u7a7a\u7279\u6027\uff0c\u5728\u8fd9\u4e00\u9886\u57df\u5e94\u7528DiT\u6240\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u662f\uff1a<\/p>\n<p>\uff081\uff09\u5982\u4f55\u4ece\u7a7a\u95f4\u548c\u65f6\u95f4\u4e0a\u5c06\u89c6\u9891\u538b\u7f29\u5230\u6f5c\u7a7a\u95f4\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u6548\u53bb\u566a\uff1b<\/p>\n<p>\uff082\uff09\u5982\u4f55\u5c06\u538b\u7f29\u6f5c\u7a7a\u95f4\u8f6c\u6362\u4e3apatches\uff0c\u5e76\u5c06\u5176\u8f93\u5165\u5230Transformer\u4e2d\uff1b<\/p>\n<p>\uff083\uff09\u5982\u4f55\u5904\u7406\u957f\u8ddd\u79bb\u7684\u65f6\u7a7a\u4f9d\u8d56\u6027\uff0c\u5e76\u786e\u4fdd\u5185\u5bb9\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<p>Imagen Video\u662f\u8c37\u6b4c\u7814\u7a76\u9662\u5f00\u53d1\u7684\u6587\u672c\u5230\u89c6\u9891\u751f\u6210\u7cfb\u7edf\uff0c\u5b83\u5229\u7528\u7ea7\u8054\u6269\u6563\u6a21\u578b\uff08\u75317\u4e2a\u5b50\u6a21\u578b\u7ec4\u6210\uff0c\u5206\u522b\u6267\u884c\u6587\u672c\u6761\u4ef6\u89c6\u9891\u751f\u6210\u3001\u7a7a\u95f4\u8d85\u5206\u8fa8\u7387\u548c\u65f6\u95f4\u8d85\u5206\u8fa8\u7387\uff09\u5c06\u6587\u672c\u63d0\u793a\u8f6c\u5316\u4e3a\u9ad8\u6e05\u89c6\u9891\u3002<\/p>\n<p>\u5982\u56fe13\u6240\u793a\uff0c\u9996\u5148\uff0c\u51bb\u7ed3\u7684T5\u6587\u672c\u7f16\u7801\u5668\u4f1a\u6839\u636e\u8f93\u5165\u7684\u6587\u672c\u63d0\u793a\u751f\u6210\u4e0a\u4e0b\u6587\u5d4c\u5165\u3002\u968f\u540e\uff0c\u5d4c\u5165\u4fe1\u606f\u88ab\u6ce8\u5165\u57fa\u7840\u6a21\u578b\uff0c\u7528\u4e8e\u751f\u6210\u4f4e\u5206\u8fa8\u7387\u89c6\u9891\uff0c\u7136\u540e\u901a\u8fc7\u7ea7\u8054\u6269\u6563\u6a21\u578b\u5bf9\u5176\u8fdb\u884c\u7ec6\u5316\uff0c\u4ee5\u63d0\u9ad8\u5206\u8fa8\u7387\u3002<\/p>\n<p>Blattmann\u7b49\u4eba\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5c062D\u6f5c\u6269\u6563\u6a21\u578b\uff08Latent Diffusion Model, LDM\uff09\u8f6c\u6362\u4e3a\u89c6\u9891\u6f5c\u6269\u6563\u6a21\u578b\uff08Video Latent Diffusion Model, Video LDM\uff09\u3002<\/p>\n<h3>\u8bed\u8a00\u6307\u4ee4\u8ddf\u968f<\/h3>\n<p>\u6a21\u578b\u6307\u4ee4\u8c03\u4f18\u65e8\u5728\u589e\u5f3aAI\u6a21\u578b\u51c6\u786e\u8ddf\u968f\u63d0\u793a\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4e3a\u4e86\u63d0\u9ad8\u6587\u672c\u5230\u89c6\u9891\u6a21\u578b\u8ddf\u968f\u6587\u672c\u6307\u4ee4\u7684\u80fd\u529b\uff0cSora\u91c7\u7528\u4e86\u4e0eDALL-E 3\u7c7b\u4f3c\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u8be5\u65b9\u6cd5\u6d89\u53ca\u8bad\u7ec3\u4e00\u4e2a\u63cf\u8ff0\u6027\u5b57\u5e55\u751f\u6210\u6a21\u578b\uff0c\u5e76\u5229\u7528\u8be5\u6a21\u578b\u751f\u6210\u7684\u6570\u636e\u8fdb\u4e00\u6b65\u5fae\u8c03\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u79cd\u6307\u4ee4\u8c03\u4f18\uff0cSora\u80fd\u591f\u6ee1\u8db3\u7528\u6237\u7684\u5404\u79cd\u8981\u6c42\uff0c\u786e\u4fdd\u5bf9\u6307\u4ee4\u4e2d\u7684\u7ec6\u8282\u7ed9\u4e88\u7cbe\u786e\u7684\u5173\u6ce8\uff0c\u8fdb\u800c\u751f\u6210\u7684\u89c6\u9891\u80fd\u591f\u6ee1\u8db3\u7528\u6237\u7684\u9700\u6c42\u3002<\/p>\n<h3>\u63d0\u793a\u5de5\u7a0b<\/h3>\n<h4>- \u6587\u672c\u63d0\u793a<\/h4>\n<p>\u6587\u672c\u63d0\u793a\u5bf9\u4e8e\u6307\u5bfcSora\u7b49\u6587\u672c\u5230\u89c6\u9891\u6a21\u578b\uff0c\u5236\u4f5c\u65e2\u5177\u6709\u89c6\u89c9\u51b2\u51fb\u529b\uff0c\u53c8\u80fd\u7cbe\u786e\u6ee1\u8db3\u7528\u6237\u521b\u5efa\u89c6\u9891\u9700\u6c42\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u8fd9\u5c31\u9700\u8981\u5236\u4f5c\u8be6\u7ec6\u7684\u8bf4\u660e\u6765\u6307\u5bfc\u6a21\u578b\uff0c\u4ee5\u6548\u5f25\u8865\u4eba\u7c7b\u521b\u9020\u529b\u4e0eAI\u6267\u884c\u80fd\u529b\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/p>\n<p>Sora\u7684\u63d0\u793a\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u573a\u666f\u3002<\/p>\n<p>\u6700\u8fd1\u7814\u7a76\u5de5\u4f5c\uff0c\u5982VoP\u3001Make-A-Video\u548cTune-A-Video\u7b49\uff0c\u90fd\u5c55\u793a\u4e86\u63d0\u793a\u5de5\u7a0b\u5982\u4f55\u5229\u7528\u6a21\u578b\u7684NLP\u80fd\u529b\u6765\u89e3\u7801\u590d\u6742\u6307\u4ee4\uff0c\u5e76\u5c06\u5176\u5448\u73b0\u4e3a\u8fde\u8d2f\u3001\u751f\u52a8\u548c\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u53d9\u4e8b\u3002<\/p>\n<p>\u5982\u56fe15\u6240\u793a\u7ecf\u5178Sora\u6f14\u793a\uff0c\u300c\u4e00\u4e2a\u65f6\u9ae6\u7684\u5973\u4eba\u8d70\u5728\u9713\u8679\u706f\u95ea\u70c1\u7684\u4e1c\u4eac\u8857\u5934...... \u300d<\/p>\n<p>\u63d0\u793a\u4e2d\uff0c\u5305\u542b\u4e86\u4eba\u7269\u7684\u52a8\u4f5c\u3001\u8bbe\u5b9a\u3001\u89d2\u8272\u51fa\u573a\uff0c\u751a\u81f3\u662f\u6240\u671f\u671b\u7684\u60c5\u7eea\uff0c\u4ee5\u53ca\u573a\u666f\u6c1b\u56f4\u3002<\/p>\n<p>\u5c31\u662f\u8fd9\u6837\u4e00\u4e2a\u7cbe\u5fc3\u5236\u4f5c\u7684\u6587\u672c\u63d0\u793a\uff0c\u5b83\u786e\u4fddSora\u751f\u6210\u7684\u89c6\u9891\u4e0e\u9884\u671f\u7684\u89c6\u89c9\u6548\u679c\u975e\u5e38\u543b\u5408\u3002<\/p>\n<p>\u63d0\u793a\u5de5\u7a0b\u7684\u8d28\u91cf\u53d6\u51b3\u4e8e\u5bf9\u8bcd\u8bed\u7684\u7cbe\u5fc3\u9009\u62e9\u3001\u6240\u63d0\u4f9b\u7ec6\u8282\u7684\u5177\u4f53\u6027\uff0c\u4ee5\u53ca\u5bf9\u5176\u5bf9\u6a21\u578b\u8f93\u51fa\u5f71\u54cd\u7684\u7406\u89e3\u3002<\/p>\n<h4>- 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