{"id":36914,"date":"2025-01-21T04:00:39","date_gmt":"2025-01-20T20:00:39","guid":{"rendered":"https:\/\/17aitech.com\/?p=36914"},"modified":"2025-01-21T04:00:39","modified_gmt":"2025-01-20T20:00:39","slug":"%e5%85%b3%e4%ba%8e%e8%ae%a1%e7%ae%97%e6%9c%ba%e8%a7%86%e8%a7%89%e4%b8%ad%e7%9a%84%e8%87%aa%e5%9b%9e%e5%bd%92%e6%a8%a1%e5%9e%8b%ef%bc%8c%e8%bf%99%e7%af%87%e7%bb%bc%e8%bf%b0%e4%b8%80%e7%bd%91%e6%89%93","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36914","title":{"rendered":"\u5173\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u4e2d\u7684\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u8fd9\u7bc7\u7efc\u8ff0\u4e00\u7f51\u6253\u5c3d\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-01-3\" target=\"_blank\">\u5173\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u4e2d\u7684\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u8fd9\u7bc7\u7efc\u8ff0\u4e00\u7f51\u6253\u5c3d\u4e86<\/a><\/p>\n<p><strong>\u672c\u6587\u662f\u4e00\u7bc7\u5173\u4e8e\u81ea\u56de\u5f52\u6a21\u578b\u5728\u89c6\u89c9\u9886\u57df\u53d1\u5c55\u7684\u7efc\u8ff0\u8bba\u6587\uff0c\u7531\u6e2f\u5927\u3001\u6e05\u534e\u3001\u666e\u6797\u65af\u987f\u3001\u675c\u514b\u3001\u4fc4\u4ea5\u4fc4\u5dde\u7acb\u3001UNC\u3001\u82f9\u679c\u3001\u5b57\u8282\u8df3\u52a8\u3001\u9999\u6e2f\u7406\u5de5\u5927\u5b66\u7b49\u591a\u6240\u9ad8\u6821\u53ca\u7814\u7a76\u673a\u6784\u7684\u4f19\u4f34\u8054\u5408\u53d1\u5e03\u3002<\/strong><\/p>\n<p>\u968f\u7740\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u81ea\u56de\u5f52\u6a21\u578b\u4f5c\u4e3a\u4e00\u79cd\u5f3a\u5927\u7684\u751f\u6210\u6a21\u578b\uff0c\u5728\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u30013D \u751f\u6210\u548c\u591a\u6a21\u6001\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u4e86\u5de8\u5927\u7684\u6f5c\u529b\u3002\u7136\u800c\uff0c\u7531\u4e8e\u8be5\u9886\u57df\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u53ca\u65f6\u3001\u5168\u9762\u5730\u4e86\u89e3\u81ea\u56de\u5f52\u6a21\u578b\u7684\u7814\u7a76\u73b0\u72b6\u548c\u8fdb\u5c55\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u672c\u6587\u65e8\u5728\u5bf9\u89c6\u89c9\u9886\u57df\u4e2d\u7684\u81ea\u56de\u5f52\u6a21\u578b\u8fdb\u884c\u5168\u9762\u7efc\u8ff0\uff0c\u4e3a\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u4e00\u4e2a\u6e05\u6670\u7684\u53c2\u8003\u6846\u67b6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9cf127de94e9be29da39e78d10058b94.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9cf127de94e9be29da39e78d10058b94.png\"><\/a><\/p>\n<ul>\n<li>\u8bba\u6587\u6807\u9898\uff1aAutoregressive Models in Vision: A Survey<\/li>\n<li>\u8bba\u6587\u94fe\u63a5: https:\/\/arxiv.org\/abs\/2411.05902<\/li>\n<li>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/ChaofanTao\/Autoregressive-Models-in-Vision-Survey<\/li>\n<\/ul>\n<p>\u7814\u7a76\u7684\u4e3b\u8981\u4eae\u70b9\u5982\u4e0b\uff1a<\/p>\n<p><strong>\u6700\u65b0\u6700\u5168\u7684\u6587\u732e\u7efc\u8ff0\uff1a<\/strong>\u672c\u6587\u5bf9\u89c6\u89c9\u9886\u57df\u4e2d\u7684\u81ea\u56de\u5f52\u6a21\u578b\u8fdb\u884c\u4e86\u5168\u9762\u7684\u6587\u732e\u7efc\u8ff0\uff0c\u6db5\u76d6\u4e86\u7ea6 250 \u7bc7\u76f8\u5173\u53c2\u8003\u6587\u732e\uff0c\u5305\u62ec\u4e00\u4e9b\u65b0\u5174\u9886\u57df\u7684\u76f8\u5173\u6587\u732e\uff0c\u6bd4\u5982 3D \u533b\u7597\u3001\u5177\u8eab\u667a\u80fd\u7b49\u3002\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u6587\u732e\u7684\u6574\u7406\u548c\u5206\u6790\uff0c\u672c\u6587\u80fd\u591f\u4e3a\u8bfb\u8005\u63d0\u4f9b\u4e00\u4e2a\u7cfb\u7edf\u7684\u4e86\u89e3\u81ea\u56de\u5f52\u6a21\u578b\u5728\u89c6\u89c9\u9886\u57df\u7684\u53d1\u5c55\u5386\u7a0b\u548c\u7814\u7a76\u73b0\u72b6\u7684\u6709\u6548\u5e2e\u52a9\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a93f5471f5af45c0cdec2581b0619234.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a93f5471f5af45c0cdec2581b0619234.png\"><\/a><\/p>\n<p><strong>\u57fa\u4e8e\u5e8f\u5217\u8868\u5f81\u7684\u5206\u7c7b\uff1a<\/strong>\u672c\u6587\u6839\u636e\u5e8f\u5217\u8868\u793a\u7b56\u7565\u5bf9\u81ea\u56de\u5f52\u6a21\u578b\u8fdb\u884c\u4e86\u5206\u7c7b\uff0c\u5305\u62ec\u57fa\u4e8e pixel\u3001\u57fa\u4e8e token \u548c\u57fa\u4e8e scale \u7684\u89c6\u89c9\u81ea\u56de\u5f52\u6a21\u578b\u3002\u540c\u65f6\uff0c\u672c\u6587\u8fd8\u5bf9\u4e0d\u540c\u7c7b\u578b\u7684\u81ea\u56de\u5f52\u6a21\u578b\u5728\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u30013D \u751f\u6210\u548c\u591a\u6a21\u6001\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u8fdb\u884c\u4e86\u6bd4\u8f83\u548c\u5206\u6790\u3002\u901a\u8fc7\u8fd9\u4e9b\u5206\u7c7b\u548c\u6bd4\u8f83\uff0c\u672c\u6587\u80fd\u591f\u5e2e\u52a9\u8bfb\u8005\u66f4\u597d\u5730\u7406\u89e3\u4e0d\u540c\u7c7b\u578b\u7684\u81ea\u56de\u5f52\u6a21\u578b\u7684\u7279\u70b9\u548c\u4f18\u52bf\uff0c\u4e3a\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u63d0\u4f9b\u53c2\u8003\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bf57e07a30e114d1f44ae3c385774ea8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bf57e07a30e114d1f44ae3c385774ea8.png\"><\/a><\/p>\n<p>\u5de6\u8fb9\u56fe\u5c55\u793a\u7684\u662f 3 \u79cd\u4e3b\u6d41\u7684\u7528\u4e8e\u81ea\u56de\u5f52\u89c6\u89c9\u6a21\u578b\u7684\u8868\u5f81\u65b9\u6cd5\u3002\u53f3\u8fb9\u56fe\u5c55\u793a\u7684\u662f\u81ea\u56de\u5f52\u89c6\u89c9\u6a21\u578b\u7684\u4e3b\u8981\u7ec4\u6210\uff1a\u5e8f\u5217\u8868\u5f81\u65b9\u6cd5\u548c\u81ea\u56de\u5f52\u5e8f\u5217\u5efa\u6a21\u65b9\u5f0f\u3002<\/p>\n<p><strong>\u5404\u79cd\u9886\u57df\u7684\u5e94\u7528\u603b\u7ed3\uff1a<\/strong>\u672c\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u81ea\u56de\u5f52\u6a21\u578b\u5728\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u30013D \u751f\u6210\u548c\u591a\u6a21\u6001\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u3002\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u5e94\u7528\u7684\u603b\u7ed3\u548c\u5206\u6790\uff0c\u672c\u6587\u80fd\u591f\u4e3a\u8bfb\u8005\u5c55\u793a\u81ea\u56de\u5f52\u6a21\u578b\u5728\u4e0d\u540c\u9886\u57df\u7684\u5e94\u7528\u6f5c\u529b\u548c\u5b9e\u9645\u6548\u679c\uff0c\u4e3a\u8fdb\u4e00\u6b65\u63a8\u52a8\u81ea\u56de\u5f52\u6a21\u578b\u7684\u5e94\u7528\u63d0\u4f9b\u53c2\u8003\u3002\u4e0b\u9762\u662f\u672c\u6587\u7684\u6587\u732e\u5206\u7c7b\u6846\u67b6\u56fe\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dee8922c836cd9aec9c93eeffc73dd47.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dee8922c836cd9aec9c93eeffc73dd47.png\"><\/a><\/p>\n<p><strong>\u6311\u6218\u4e0e\u5c55\u671b\uff1a<\/strong>\u672c\u6587\u8ba8\u8bba\u4e86\u81ea\u56de\u5f52\u6a21\u578b\u5728\u89c6\u89c9\u9886\u57df\u9762\u4e34\u7684\u6311\u6218\uff0c\u5982\u8ba1\u7b97\u590d\u6742\u5ea6\u3001\u6a21\u5f0f\u5d29\u6e83\u7b49\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u4e9b\u6f5c\u5728\u7684\u7814\u7a76\u65b9\u5411\u3002\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u6311\u6218\u548c\u5c55\u671b\u7684\u8ba8\u8bba\uff0c\u672c\u6587\u80fd\u591f\u4e3a\u8bfb\u8005\u63d0\u4f9b\u4e00\u4e2a\u601d\u8003\u548c\u63a2\u7d22\u7684\u65b9\u5411\uff0c\u4fc3\u8fdb\u81ea\u56de\u5f52\u6a21\u578b\u5728\u89c6\u89c9\u9886\u57df\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002<\/p>\n<p><strong>2. \u89c6\u89c9\u81ea\u56de\u5f52\u6a21\u578b<\/strong><\/p>\n<p><strong>\u57fa\u7840\u77e5\u8bc6<\/strong><\/p>\n<p>\u89c6\u89c9\u81ea\u56de\u5f52\u6a21\u578b\u6709\u4e24\u4e2a\u6838\u5fc3\u7684\u7ec4\u6210\u90e8\u5206\uff1a\u5e8f\u5217\u8868\u793a\u548c\u81ea\u56de\u5f52\u5e8f\u5217\u5efa\u6a21\u65b9\u6cd5\u3002\u9996\u5148\uff0c\u8ba9\u6211\u4eec\u6765\u4e86\u89e3\u8fd9\u4e24\u4e2a\u5173\u952e\u65b9\u9762\uff1a<\/p>\n<p>\u5e8f\u5217\u8868\u793a\uff1a\u5c06\u89c6\u89c9\u6570\u636e\u8f6c\u5316\u4e3a\u79bb\u6563\u5143\u7d20\u5e8f\u5217\uff0c\u5982\u50cf\u7d20\u3001\u89c6\u89c9\u8bcd\u5143\u7b49\u3002\u8fd9\u79cd\u8868\u793a\u65b9\u6cd5\u7c7b\u4f3c\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4e2d\u7684\u6587\u672c\u751f\u6210\u4e2d\u628a\u8bcd\u5206\u6210\u8bcd\u5143\u8fdb\u884c\u540e\u7eed\u5904\u7406\uff0c\u4e3a\u81ea\u56de\u5f52\u6a21\u578b\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u5e94\u7528\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0c\u5bf9\u4e8e\u56fe\u50cf\u6570\u636e\uff0c\u53ef\u4ee5\u5c06\u5176\u5212\u5206\u4e3a\u50cf\u7d20\u5e8f\u5217\u6216\u8005\u56fe\u50cf\u5757\u5e8f\u5217\uff0c\u6bcf\u4e2a\u50cf\u7d20\u6216\u56fe\u50cf\u5757\u4f5c\u4e3a\u5e8f\u5217\u4e2d\u7684\u4e00\u4e2a\u5143\u7d20\u3002\u8fd9\u6837\uff0c\u5c31\u53ef\u4ee5\u5229\u7528\u81ea\u56de\u5f52\u6a21\u578b\u4f9d\u6b21\u9884\u6d4b\u6bcf\u4e2a\u5143\u7d20\uff0c\u4ece\u800c\u5b9e\u73b0\u56fe\u50cf\u7684\u751f\u6210\u6216\u91cd\u5efa\u3002<\/p>\n<p>\u81ea\u56de\u5f52\u5e8f\u5217\u5efa\u6a21\uff1a\u57fa\u4e8e\u5148\u524d\u751f\u6210\u7684\u5143\u7d20\uff0c\u901a\u8fc7\u6761\u4ef6\u6982\u7387\u4f9d\u6b21\u9884\u6d4b\u6bcf\u4e2a\u5143\u7d20\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u5e8f\u5217\u4e2d\u7684\u7b2c t \u4e2a\u5143\u7d20\uff0c\u81ea\u56de\u5f52\u6a21\u578b\u4f1a\u6839\u636e\u524d\u9762 t-1 \u4e2a\u5143\u7d20\u7684\u4fe1\u606f\u6765\u9884\u6d4b\u7b2c t \u4e2a\u5143\u7d20\u7684\u6982\u7387\u5206\u5e03\u3002\u8bad\u7ec3\u76ee\u6807\u662f\u6700\u5c0f\u5316\u8d1f\u5bf9\u6570\u4f3c\u7136\u635f\u5931\u3002\u901a\u8fc7\u4e0d\u65ad\u8c03\u6574\u6a21\u578b\u53c2\u6570\uff0c\u4f7f\u5f97\u6a21\u578b\u9884\u6d4b\u7684\u6982\u7387\u5206\u5e03\u5c3d\u53ef\u80fd\u63a5\u8fd1\u771f\u5b9e\u6570\u636e\u7684\u5206\u5e03\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p><strong>2.1 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Flows\uff09\uff1a<\/strong>\u901a\u8fc7\u4e00\u7cfb\u5217\u53ef\u9006\u53d8\u6362\u5c06\u7b80\u5355\u5206\u5e03\u6620\u5c04\u5230\u590d\u6742\u6570\u636e\u5206\u5e03\uff0c\u4e0e\u81ea\u56de\u5f52\u6a21\u578b\u90fd\u53ef\u901a\u8fc7\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\u76f4\u63a5\u4f18\u5316\u3002\u4f46\u5f52\u4e00\u5316\u6d41\u9700\u4fdd\u8bc1\u53ef\u9006\u6027\uff0c\u81ea\u56de\u5f52\u6a21\u578b\u5219\u901a\u8fc7\u79bb\u6563\u5316\u6570\u636e\u548c\u987a\u5e8f\u9884\u6d4b\u66f4\u5177\u7075\u6d3b\u6027\u3002\u5f52\u4e00\u5316\u6d41\u9700\u8981\u8bbe\u8ba1\u53ef\u9006\u7684\u53d8\u6362\u51fd\u6570\uff0c\u8fd9\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u53ef\u80fd\u4f1a\u6bd4\u8f83\u56f0\u96be\u3002\u800c\u81ea\u56de\u5f52\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u79bb\u6563\u5316\u6570\u636e\u548c\u987a\u5e8f\u9884\u6d4b\u7684\u65b9\u5f0f\uff0c\u66f4\u52a0\u7075\u6d3b\u5730\u6355\u6349\u6570\u636e\u7684\u5206\u5e03\u7279\u5f81\u3002<\/p>\n<p><strong>\u6269\u6563\u6a21\u578b \uff08Diffusion Models\uff09\uff1a<\/strong>\u4e0e\u81ea\u56de\u5f52\u6a21\u578b\u7c7b\u4f3c\uff0c\u4e24\u7c7b\u6a21\u578b\u90fd\u80fd\u751f\u6210\u9ad8\u8d28\u91cf\u6837\u672c\uff0c\u4f46\u662f\u4e24\u8005\u5728\u751f\u6210\u8303\u5f0f\u4e0a\u6709\u6839\u672c\u533a\u522b\u3002\u5f53\u524d\u81ea\u56de\u5f52\u6a21\u578b\u5df2\u7ecf\u9010\u6e10\u5728\u6027\u80fd\u4e0a\u8ffd\u8d76\u4e0a\u6269\u6563\u6a21\u578b\uff0c\u4e14\u5c55\u73b0\u4e86\u5f88\u597d\u7684scaling\u5230\u66f4\u5927\u6a21\u578b\u7684\u6f5c\u529b\u3002\u8fd1\u671f\u7814\u7a76\u5c1d\u8bd5\u7ed3\u5408\u4e24\u8005\u7684\u4f18\u52bf\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u751f\u6210\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p><strong>\u63a9\u7801\u81ea\u7f16\u7801\u5668\uff08MAEs\uff09\uff1a<\/strong>MAEs \u901a\u8fc7\u968f\u673a\u63a9\u7801\u8f93\u5165\u6570\u636e\u5e76\u91cd\u5efa\u6765\u5b66\u4e60\u6570\u636e\u8868\u793a\uff0c\u4e0e\u81ea\u56de\u5f52\u6a21\u578b\u6709\u76f8\u4f3c\u4e4b\u5904\uff0c\u4f46\u8bad\u7ec3\u65b9\u5f0f\u548c\u6ce8\u610f\u529b\u673a\u5236\u4e0d\u540c\u3002\u4f8b\u5982\uff0cMAEs \u5728\u8bad\u7ec3\u65f6\u968f\u673a\u63a9\u7801\u4e00\u90e8\u5206\u8f93\u5165\u6570\u636e\uff0c\u7136\u540e\u901a\u8fc7\u91cd\u5efa\u88ab\u63a9\u7801\u7684\u90e8\u5206\u6765\u5b66\u4e60\u6570\u636e\u7684\u8868\u793a\u3002\u81ea\u56de\u5f52\u6a21\u578b\u5219\u662f\u901a\u8fc7\u987a\u5e8f\u9884\u6d4b\u7684\u65b9\u5f0f\u6765\u5b66\u4e60\u6570\u636e\u7684\u5206\u5e03\u3002\u4e24\u8005\u5728\u8bad\u7ec3\u65b9\u5f0f\u548c\u6ce8\u610f\u529b\u673a\u5236\u4e0a\u5b58\u5728\u5dee\u5f02\u3002<\/p>\n<p><strong>3\uff0e\u89c6\u89c9\u81ea\u56de\u5f52\u6a21\u578b\u7684\u5e94\u7528<\/strong><\/p>\n<p>\u81ea\u56de\u5f52\u6a21\u578b\u5728\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u30013D \u751f\u6210\u548c\u591a\u6a21\u6001\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u90fd\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u7ed3\u5408\u7ecf\u5178\u7684\u548c\u6700\u65b0\u7684\u76f8\u5173\u5de5\u4f5c\uff0c\u6211\u4eec\u505a\u51fa\u4ee5\u4e0b\u7684\u5206\u7c7b\uff0c\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u5728\u8bba\u6587\u4e2d\u9605\u8bfb\u6bcf\u4e2a\u5b50\u7c7b\u7684\u8be6\u60c5\u3002<\/p>\n<p><strong>3.1 \u56fe\u50cf\u751f\u6210<\/strong><\/p>\n<ul>\n<li>\u65e0\u6761\u4ef6\u56fe\u50cf\u751f\u6210\uff1a\u50cf\u7d20\u7ea7\u751f\u6210\u9010\u4e2a\u50cf\u7d20\u6784\u5efa\u56fe\u50cf\uff0c\u5982 PixelRNN \u548c PixelCNN \u7b49\u3002\u89c6\u89c9\u8bcd\u5143\u7ea7\u751f\u6210\u5c06\u56fe\u50cf\u89c6\u4e3a\u89c6\u89c9\u8bcd\u5143\u5e8f\u5217\uff0c\u5982 VQ-VAE \u53ca\u5176\u6539\u8fdb\u65b9\u6cd5\u3002\u5c3a\u5ea6\u7ea7\u751f\u6210\u4ece\u4f4e\u5230\u9ad8\u5206\u8fa8\u7387\u9010\u6b65\u751f\u6210\u56fe\u50cf\uff0c\u5982 VAR\u3002<\/li>\n<li>\u6587\u672c\u5230\u56fe\u50cf\u5408\u6210\uff1a\u6839\u636e\u6587\u672c\u6761\u4ef6\u751f\u6210\u56fe\u50cf\uff0c\u5982 DALL\u30fbE\u3001CogView \u7b49\u3002\u8fd1\u671f\u7814\u7a76\u8fd8\u63a2\u7d22\u4e86\u4e0e\u6269\u6563\u6a21\u578b\u3001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7ed3\u5408\uff0c\u4ee5\u53ca\u5411\u65b0\u4efb\u52a1\u7684\u6269\u5c55\u3002<\/li>\n<li>\u56fe\u50cf\u6761\u4ef6\u5408\u6210\uff1a\u5305\u62ec\u56fe\u50cf\u4fee\u590d\u3001\u591a\u89c6\u56fe\u751f\u6210\u548c\u89c6\u89c9\u4e0a\u4e0b\u6587\u5b66\u4e60\u7b49\uff0c\u5982 QueryOTR \u7528\u4e8e\u56fe\u50cf\u5916\u7ed8\uff0cMIS \u7528\u4e8e\u591a\u89c6\u56fe\u751f\u6210\uff0cMAE-VQGAN \u548c VICL \u7528\u4e8e\u89c6\u89c9\u4e0a\u4e0b\u6587\u5b66\u4e60\u3002<\/li>\n<li>\u56fe\u50cf\u7f16\u8f91\uff1a\u5206\u4e3a\u6587\u672c\u9a71\u52a8\u548c\u56fe\u50cf\u9a71\u52a8\u7684\u56fe\u50cf\u7f16\u8f91\u3002\u6587\u672c\u9a71\u52a8\u5982 VQGAN-CLIP \u548c Make-A-Scene\uff0c\u53ef\u6839\u636e\u6587\u672c\u8f93\u5165\u4fee\u6539\u56fe\u50cf\u3002\u56fe\u50cf\u9a71\u52a8\u5982 ControlAR\u3001ControlVAR \u7b49\uff0c\u901a\u8fc7\u63a7\u5236\u673a\u5236\u5b9e\u73b0\u66f4\u7cbe\u786e\u7684\u56fe\u50cf\u7f16\u8f91\u3002<\/li>\n<\/ul>\n<p><strong>3.2 \u89c6\u9891\u751f\u6210<\/strong><\/p>\n<ul>\n<li>\u65e0\u6761\u4ef6\u89c6\u9891\u751f\u6210\uff1a\u4ece\u65e0\u5230\u6709\u521b\u5efa\u89c6\u9891\u5e8f\u5217\uff0c\u5982 Video Pixel Networks\u3001MoCoGAN \u7b49\u3002\u8fd1\u671f\u65b9\u6cd5\u5982 LVT\u3001VideoGPT \u7b49\u7ed3\u5408 VQ-VAE \u548c Transformer \u63d0\u9ad8\u4e86\u751f\u6210\u8d28\u91cf\u3002<\/li>\n<li>\u6761\u4ef6\u89c6\u9891\u751f\u6210\uff1a\u6839\u636e\u7279\u5b9a\u8f93\u5165\u751f\u6210\u89c6\u9891\uff0c\u5305\u62ec\u6587\u672c\u5230\u89c6\u9891\u5408\u6210\u3001\u89c6\u89c9\u6761\u4ef6\u89c6\u9891\u751f\u6210\u548c\u591a\u6a21\u6001\u6761\u4ef6\u89c6\u9891\u751f\u6210\u3002\u5982 IRC-GAN\u3001CogVideo \u7b49\u7528\u4e8e\u6587\u672c\u5230\u89c6\u9891\u5408\u6210\uff0cConvolutional LSTM Network\u3001PredRNN \u7b49\u7528\u4e8e\u89c6\u89c9\u6761\u4ef6\u89c6\u9891\u751f\u6210\uff0cMAGE \u7528\u4e8e\u591a\u6a21\u6001\u6761\u4ef6\u89c6\u9891\u751f\u6210\u3002<\/li>\n<li>\u5177\u8eab\u667a\u80fd\uff1a\u89c6\u9891\u751f\u6210\u5728\u5177\u8eab\u667a\u80fd\u4e2d\u7528\u4e8e\u8bad\u7ec3\u548c\u589e\u5f3a\u667a\u80fd\u4f53\uff0c\u5982\u5b66\u4e60\u52a8\u4f5c\u6761\u4ef6\u89c6\u9891\u9884\u6d4b\u6a21\u578b\u3001\u6784\u5efa\u901a\u7528\u4e16\u754c\u6a21\u578b\u7b49\u3002<\/li>\n<\/ul>\n<p><strong>3.3 3D \u751f\u6210<\/strong><\/p>\n<p>\u5728\u8fd0\u52a8\u751f\u6210\u3001\u70b9\u4e91\u751f\u6210\u3001\u573a\u666f\u751f\u6210\u548c 3D \u533b\u5b66\u751f\u6210\u7b49\u65b9\u9762\u53d6\u5f97\u8fdb\u5c55\u3002\u5982 T2M-GPT \u7528\u4e8e\u8fd0\u52a8\u751f\u6210\uff0cCanonicalVAE \u7528\u4e8e\u70b9\u4e91\u751f\u6210\uff0cMake-A-Scene \u7528\u4e8e\u573a\u666f\u751f\u6210\uff0cSynthAnatomy \u548c BrainSynth \u7528\u4e8e 3D \u533b\u5b66\u751f\u6210\u3002<\/p>\n<p><strong>3.4 \u591a\u6a21\u6001\uff1a<\/strong><\/p>\n<ul>\n<li>\u591a\u6a21\u6001\u7406\u89e3\u6846\u67b6\uff1a\u901a\u8fc7\u79bb\u6563\u56fe\u50cf\u89c6\u89c9\u8bcd\u5143\u63a9\u7801\u56fe\u50cf\u5efa\u6a21\u65b9\u6cd5\u5b66\u4e60\u89c6\u89c9\u8868\u793a\uff0c\u5982 BEiT \u53ca\u5176\u53d8\u4f53\u3002<\/li>\n<li>\u7edf\u4e00\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u6846\u67b6\uff1a\u5c06\u89c6\u89c9\u548c\u6587\u672c\u8f93\u51fa\u751f\u6210\u76f8\u7ed3\u5408\uff0c\u5982 OFA\u3001CogView \u7b49\u65e9\u671f\u6a21\u578b\uff0c\u4ee5\u53ca NEXTGPT\u3001SEED \u7b49\u8fd1\u671f\u6a21\u578b\u3002\u6700\u8fd1\u8fd8\u51fa\u73b0\u4e86\u539f\u751f\u591a\u6a21\u6001\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u5982 Chameleon \u548c Transfusion\u3002<\/li>\n<\/ul>\n<p><strong>3. \u8bc4\u4f30\u6307\u6807<\/strong><\/p>\n<p>\u8bc4\u4f30\u89c6\u89c9\u81ea\u56de\u5f52\u6a21\u578b\u7684\u6027\u80fd\u9700\u8981\u7efc\u5408\u8003\u8651\u591a\u4e2a\u65b9\u9762\u7684\u6307\u6807\u3002\u6211\u4eec\u4ece\u89c6\u89c9\u5206\u8bcd\u5668\u91cd\u5efa\u548c\u6a21\u578b\u751f\u6210\u7684\u89d2\u5ea6\u5206\u522b\u8fdb\u884c\u5ea6\u91cf\uff1a<\/p>\n<p><strong>\u89c6\u89c9\u5206\u8bcd\u5668\u91cd\u5efa\u8bc4\u4f30\uff1a<\/strong>\u4e3b\u8981\u5173\u6ce8\u91cd\u5efa\u4fdd\u771f\u5ea6\uff0c\u5e38\u7528\u6307\u6807\u5305\u62ec PSNR\u3001SSIM\u3001LPIPS \u548c rFID \u7b49\u3002\u4f8b\u5982\uff0cPSNR\uff08\u5cf0\u503c\u4fe1\u566a\u6bd4\uff09\u7528\u4e8e\u8861\u91cf\u91cd\u5efa\u56fe\u50cf\u4e0e\u539f\u59cb\u56fe\u50cf\u4e4b\u95f4\u7684\u50cf\u7d20\u5dee\u5f02\uff0cSSIM\uff08\u7ed3\u6784\u76f8\u4f3c\u6027\u6307\u6570\uff09\u5219\u8003\u8651\u4e86\u56fe\u50cf\u7684\u7ed3\u6784\u4fe1\u606f\u548c\u4eae\u5ea6\u3001\u5bf9\u6bd4\u5ea6\u7b49\u56e0\u7d20\u3002<\/p>\n<p><strong>\u89c6\u89c9\u81ea\u56de\u5f52\u751f\u6210\u8bc4\u4f30\uff1a<\/strong>\u5305\u62ec\u89c6\u89c9\u8d28\u91cf\uff08\u5982\u8d1f\u5bf9\u6570\u4f3c\u7136\u3001Inception Score\u3001Fr\u00e9chet Inception Distance \u7b49\uff09; \u591a\u6837\u6027\uff08\u5982 Precision \u548c Recall\u3001MODE Score \u7b49\uff09; \u8bed\u4e49\u4e00\u81f4\u6027\uff08\u5982 CLIP Score\u3001R-precision \u7b49\uff09; \u65f6\u95f4\u4e00\u81f4\u6027\uff08\u5982 Warping Errors\u3001CLIPSIM-Temp \u7b49\uff09; \u4ee5\u4eba\u4e3a\u4e2d\u5fc3\u7684\u8bc4\u4f30\uff08\u5982\u4eba\u7c7b\u504f\u597d\u5206\u6570\u3001Quality ELO Score \u7b49\uff09\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u6211\u4eec\u5728\u8bba\u6587\u4e2d\u603b\u7ed3\u4e86\u81ea\u56de\u5f52\u6a21\u578b\u3001Diffusion\u3001GAN\u3001MAE \u7b49\u751f\u6210\u65b9\u6cd5\u5728\u56db\u4e2a\u5e38\u7528\u7684\u56fe\u50cf\u751f\u6210\u57fa\u51c6\u4e0a\uff08\u4f8b\u5982 MSCOCO\uff09\u7684\u8868\u73b0\uff0c\u63ed\u793a\u4e86\u5f53\u524d\u81ea\u56de\u5f52\u89c6\u89c9\u751f\u6210\u65b9\u6cd5\u4e0e SOTA \u65b9\u6cd5\u7684\u5dee\u8ddd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b51d46c0a7cc0674219154a1f1268b83.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b51d46c0a7cc0674219154a1f1268b83.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a7553a0bd77ed96b4906001141abefd2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a7553a0bd77ed96b4906001141abefd2.png\"><\/a><\/p>\n<p><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-be72db062d4127b6057a8a064926537f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-be72db062d4127b6057a8a064926537f.png\"><\/a><\/p>\n<p><strong>5. \u6311\u6218\u4e0e\u672a\u6765\u5de5\u4f5c<\/strong><\/p>\n<p>\u81ea\u56de\u5f52\u6a21\u578b\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u867d\u7136\u53d6\u5f97\u4e86\u4e00\u5b9a\u7684\u6210\u679c\uff0c\u4f46\u4e5f\u9762\u4e34\u7740\u4e00\u4e9b\u6311\u6218:<\/p>\n<p><strong>5.1 \u89c6\u89c9\u5206\u8bcd\u5668\u8bbe\u8ba1\uff1a<\/strong>\u8bbe\u8ba1\u80fd\u6709\u6548\u538b\u7f29\u56fe\u50cf\u6216\u89c6\u9891\u7684\u89c6\u89c9\u5206\u8bcd\u5668\u662f\u5173\u952e\u6311\u6218\uff0c\u5982 VQGAN \u53ca\u5176\u6539\u8fdb\u65b9\u6cd5\uff0c\u4ee5\u53ca\u5229\u7528\u5c42\u6b21\u591a\u5c3a\u5ea6\u7279\u6027\u63d0\u9ad8\u538b\u7f29\u6548\u679c\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u901a\u8fc7\u6539\u8fdb\u5411\u91cf\u91cf\u5316\u7b97\u6cd5\u3001\u5f15\u5165\u6ce8\u610f\u529b\u673a\u5236\u7b49\u65b9\u5f0f\uff0c\u63d0\u9ad8\u89c6\u89c9\u5206\u8bcd\u5668\u7684\u6027\u80fd\u548c\u538b\u7f29\u6548\u679c\u3002<\/p>\n<p><strong>5.2 \u79bb\u6563\u4e0e\u8fde\u7eed\u8868\u5f81\u7684\u9009\u62e9\uff1a<\/strong>\u81ea\u56de\u5f52\u6a21\u578b\u4f20\u7edf\u4e0a\u91c7\u7528\u79bb\u6563\u8868\u793a\uff0c\u4f46\u8fde\u7eed\u8868\u793a\u5728\u7b80\u5316\u89c6\u89c9\u6570\u636e\u538b\u7f29\u5668\u8bad\u7ec3\u65b9\u9762\u6709\u4f18\u52bf\uff0c\u540c\u65f6\u4e5f\u5e26\u6765\u65b0\u6311\u6218\uff0c\u5982\u635f\u5931\u51fd\u6570\u8bbe\u8ba1\u548c\u591a\u6a21\u6001\u9002\u5e94\u6027\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u63a2\u7d22\u8fde\u7eed\u8868\u793a\u4e0b\u7684\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u8bbe\u8ba1\u5408\u9002\u7684\u635f\u5931\u51fd\u6570\uff0c\u63d0\u9ad8\u6a21\u578b\u5728\u591a\u6a21\u6001\u6570\u636e\u4e0a\u7684\u9002\u5e94\u6027\u3002<\/p>\n<p><strong>5.3 \u81ea\u56de\u5f52\u6a21\u578b\u67b6\u6784\u4e2d\u7684\u5f52\u7eb3\u504f\u5dee\uff1a<\/strong>\u63a2\u7d22\u9002\u5408\u89c6\u89c9\u4fe1\u53f7\u7684\u5f52\u7eb3\u504f\u5dee\u67b6\u6784\uff0c\u5982 VAR \u5229\u7528\u5c42\u6b21\u591a\u5c3a\u5ea6\u89c6\u89c9\u8bcd\u5143\u5316\uff0c\u4ee5\u53ca\u53cc\u5411\u6ce8\u610f\u529b\u7684\u4f18\u52bf\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u7814\u7a76\u4e0d\u540c\u7684\u5f52\u7eb3\u504f\u5dee\u67b6\u6784\u5bf9\u81ea\u56de\u5f52\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u5bfb\u627e\u6700\u9002\u5408\u89c6\u89c9\u4fe1\u53f7\u7684\u67b6\u6784\u3002<\/p>\n<p><strong>5.4 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