{"id":10006477,"date":"2022-09-14T13:03:02","date_gmt":"2022-09-14T05:03:02","guid":{"rendered":"https:\/\/ityet.com\/?p=10006477"},"modified":"2022-09-14T13:03:02","modified_gmt":"2022-09-14T05:03:02","slug":"%e5%bd%93-ai-%e9%82%82%e9%80%85%e7%bb%98%e7%94%bb%e8%89%ba%e6%9c%af%ef%bc%8c%e8%83%bd%e8%bf%b8%e5%8f%91%e5%87%ba%e6%80%8e%e6%a0%b7%e7%9a%84%e7%81%ab%e8%8a%b1%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10006477","title":{"rendered":"\u5f53 AI \u9082\u9005\u7ed8\u753b\u827a\u672f\uff0c\u80fd\u8ff8\u53d1\u51fa\u600e\u6837\u7684\u706b\u82b1\uff1f"},"content":{"rendered":"<p>\u7b80\u4ecb\uff1a\u00a02021\u5e74\u521d\uff0cOpenAI \u56e2\u961f\u53d1\u5e03\u4e86\u80fd\u591f\u6839\u636e\u6587\u672c\u63cf\u8ff0\u751f\u6210\u56fe\u50cf\u7684 DALL-E \u6a21\u578b\u3002\u7531\u4e8e\u5176\u5f3a\u5927\u7684\u8de8\u6a21\u6001\u56fe\u50cf\u751f\u6210\u80fd\u529b\uff0c\u5f15\u8d77\u81ea\u7136\u8bed\u8a00\u548c\u89c6\u89c9\u5708\u6280\u672f\u7231\u597d\u8005\u7684\u5f3a\u70c8\u8ffd\u6367\u3002\u4ec5\u4ec5\u4e00\u5e74\u591a\u7684\u65f6\u95f4\uff0c\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u6280\u672f\u5982\u96e8\u540e\u6625\u7b0b\u822c\u5f00\u59cb\u6d8c\u73b0\u3002\u672c\u6587\u4ece\u6280\u672f\u5174\u8da3\u51fa\u53d1\uff0c\u5bf9\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u6280\u672f\u4e0e\u7ecf\u5178\u5de5\u4f5c\u8fdb\u884c\u4ecb\u7ecd\uff0c\u6700\u540e\u63a2\u7d22\u5982\u4f55\u4f7f\u7528\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u8fdb\u884c\u795e\u5947\u7684 AI \u7ed8\u753b\u827a\u672f\u521b\u4f5c\u3002<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476743\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u4f5c\u8005 | \u5fc3\u8bda \u7141\u5149\u6765\u6e90 | \u963f\u91cc\u5f00\u53d1\u8005\u516c\u4f17\u53f7\u524d\u8a00\u4ec0\u4e48\u662f AI\uff1f\u5728\u4f60\u7684\u8111\u6d77\u4e2d\u53ef\u80fd\u6d6e\u73b0\u7531\u4e00\u4e2a\u4e2a\u795e\u7ecf\u5143\u5806\u53e0\u8d77\u6765\u7684\u795e\u7ecf\u7f51\u7edc\u3002\u90a3\u4ec0\u4e48\u662f\u7ed8\u753b\u827a\u672f\uff1f\u662f\u8fbe\u82ac\u5947\u7684\u300a\u8499\u5a1c\u4e3d\u838e\u7684\u5fae\u7b11\u300b\uff0c\u662f\u68b5\u9ad8\u7684\u300a\u661f\u7a7a\u591c\u300b\u3001\u300a\u5411\u65e5\u8475\u300b\uff0c\u8fd8\u662f\u7ea6\u7ff0\u5185\u65af\u00b7\u7ef4\u7c73\u5c14\u7684\u300a\u6234\u73cd\u73e0\u8033\u73af\u7684\u5c11\u5973\u300b\uff1f\u5f53 AI \u9047\u4e0a\u7ed8\u753b\u827a\u672f\uff0c\u5b83\u4eec\u4e4b\u95f4\u80fd\u64e6\u51fa\u4ec0\u4e48\u6837\u7684\u706b\u82b1\u5462\uff1f2021\u5e74\u521d\uff0cOpenAI \u56e2\u961f\u53d1\u5e03\u4e86\u80fd\u591f\u6839\u636e\u6587\u672c\u63cf\u8ff0\u751f\u6210\u56fe\u50cf\u7684 DALL-E \u6a21\u578b\u3002\u7531\u4e8e\u5176\u5f3a\u5927\u7684\u8de8\u6a21\u6001\u56fe\u50cf\u751f\u6210\u80fd\u529b\uff0c\u5f15\u8d77\u81ea\u7136\u8bed\u8a00\u548c\u89c6\u89c9\u5708\u6280\u672f\u7231\u597d\u8005\u7684\u5f3a\u70c8\u8ffd\u6367\u3002\u4ec5\u4ec5\u4e00\u5e74\u591a\u7684\u65f6\u95f4\uff0c\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u6280\u672f\u5982\u96e8\u540e\u6625\u7b0b\u822c\u5f00\u59cb\u6d8c\u73b0\uff0c\u671f\u95f4\u4e5f\u8bde\u751f\u4e86\u8bb8\u591a\u5229\u7528\u8fd9\u4e9b\u6280\u672f\u8fdb\u884c AI \u827a\u672f\u521b\u4f5c\u7684\u5e94\u7528\uff0c\u6bd4\u5982\u6700\u8fd1\u706b\u5f97\u4e00\u584c\u7cca\u6d82\u7684 Disco Diffusion\u3002\u5982\u4eca\uff0c\u8fd9\u4e9b\u5e94\u7528\u6b63\u9010\u6e10\u8d70\u8fdb\u827a\u672f\u521b\u4f5c\u8005\u548c\u666e\u901a\u5927\u4f17\u7684\u89c6\u91ce\uff0c\u6210\u4e3a\u4e86\u5f88\u591a\u4eba\u53e3\u4e2d\u7684\u201c\u795e\u7b14\u9a6c\u826f\u201d\u3002\u672c\u6587\u4ece\u6280\u672f\u5174\u8da3\u51fa\u53d1\uff0c\u5bf9\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u6280\u672f\u4e0e\u7ecf\u5178\u5de5\u4f5c\u8fdb\u884c\u4ecb\u7ecd\uff0c\u6700\u540e\u63a2\u7d22\u5982\u4f55\u4f7f\u7528\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u8fdb\u884c\u795e\u5947\u7684 AI \u7ed8\u753b\u827a\u672f\u521b\u4f5c\u3002<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476744\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u7b14\u8005\u4f7f\u7528 Disco Diffusion \u521b\u4f5c\u7684 AI \u7ed8\u753b\u827a\u672f\u4f5c\u54c1\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u6982\u5ff5\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\uff08Multi-Modal Image Generation\uff09\u65e8\u5728\u5229\u7528\u6587\u672c\u3001\u97f3\u9891\u7b49\u6a21\u6001\u4fe1\u606f\u4f5c\u4e3a\u6307\u5bfc\u6761\u4ef6\uff0c\u751f\u6210\u5177\u6709\u81ea\u7136\u7eb9\u7406\u7684\u903c\u771f\u56fe\u50cf\u3002\u4e0d\u50cf\u4f20\u7edf\u7684\u6839\u636e\u566a\u58f0\u751f\u6210\u56fe\u50cf\u7684\u5355\u6a21\u6001\u751f\u6210\u6280\u672f\uff0c\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u4e00\u76f4\u4ee5\u6765\u5c31\u662f\u4e00\u4ef6\u5f88\u6709\u6311\u6218\u7684\u4efb\u52a1\uff0c\u8981\u89e3\u51b3\u7684\u95ee\u9898\u4e3b\u8981\u5305\u62ec\uff1a\uff081\uff09\u5982\u4f55\u8de8\u8d8a\u201c\u8bed\u4e49\u9e3f\u6c9f\u201d\uff0c\u6253\u7834\u5404\u6a21\u6001\u4e4b\u95f4\u56fa\u6709\u7684\u9694\u9602\uff1f\uff082\uff09\u5982\u4f55\u751f\u6210\u5408\u4e4e\u903b\u8f91\u7684\uff0c\u591a\u6837\u6027\u7684\uff0c\u4e14\u9ad8\u5206\u8fa8\u7387\u7684\u56fe\u50cf\uff1f\u8fd1\u4e24\u5e74\uff0c\u968f\u7740 Transformer \u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08\u5982 GPT\uff09\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\uff08\u5982 ViT\uff09\u3001\u591a\u6a21\u6001\u9884\u8bad\u7ec3\uff08\u5982 CLIP\uff09\u7b49\u9886\u57df\u7684\u6210\u529f\u5e94\u7528\uff0c\u4ee5\u53ca\u4ee5 VAE\u3001GAN \u4e3a\u4ee3\u8868\u7684\u56fe\u50cf\u751f\u6210\u6280\u672f\u6709\u9010\u6e10\u88ab\u540e\u8d77\u4e4b\u79c0\u2014\u2014\u6269\u6563\u6a21\u578b\uff08Diffusion Model\uff09\u8d76\u8d85\u4e4b\u52bf\uff0c\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u7684\u53d1\u5c55\u4e00\u53d1\u4e0d\u53ef\u6536\u62fe\u3002\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u6280\u672f\u4e0e\u7ecf\u5178\u5de5\u4f5c\u5206\u7c7b\u6309\u7167\u8bad\u7ec3\u65b9\u5f0f\u91c7\u7528\u7684\u662f Transformer \u81ea\u56de\u5f52\u8fd8\u662f\u6269\u6563\u6a21\u578b\u7684\u65b9\u5f0f\uff0c\u8fd1\u4e24\u5e74\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u91cd\u70b9\u5de5\u4f5c\u5206\u7c7b\u5982\u4e0b\uff1a<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476745\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>Transformer \u81ea\u56de\u5f52\u91c7\u53d6 Transformer \u81ea\u56de\u5f52\u65b9\u5f0f\u7684\u505a\u6cd5\u5f80\u5f80\u5c06\u6587\u672c\u548c\u56fe\u50cf\u5206\u522b\u8f6c\u5316\u6210 tokens \u5e8f\u5217\uff0c\u7136\u540e\u5229\u7528\u751f\u6210\u5f0f\u7684 Transformer \u67b6\u6784\u4ece\u6587\u672c\u5e8f\u5217\uff08\u548c\u53ef\u9009\u56fe\u50cf\u5e8f\u5217\uff09\u4e2d\u9884\u6d4b\u56fe\u50cf\u5e8f\u5217\uff0c\u6700\u540e\u4f7f\u7528\u56fe\u50cf\u751f\u6210\u6280\u672f\uff08VAE\u3001GAN\u7b49\uff09\u5bf9\u56fe\u50cf\u5e8f\u5217\u8fdb\u884c\u89e3\u7801\uff0c\u5f97\u5230\u6700\u7ec8\u751f\u6210\u56fe\u50cf\u3002\u4ee5 DALL-E \uff08OpenAI\uff09[1] \u4e3a\u4f8b\uff1a<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476746\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u56fe\u50cf\u548c\u6587\u672c\u901a\u8fc7\u5404\u81ea\u7f16\u7801\u5668\u8f6c\u5316\u6210\u5e8f\u5217\uff0c\u62fc\u63a5\u5230\u4e00\u8d77\u9001\u5165\u5230 Transformer\uff08\u8fd9\u91cc\u7528\u7684\u662f GPT3\uff09\u8fdb\u884c\u81ea\u56de\u5f52\u5e8f\u5217\u751f\u6210\u3002\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u4f7f\u7528\u9884\u8bad\u7ec3\u597d\u7684 CLIP \u8ba1\u7b97\u6587\u672c\u4e0e\u751f\u6210\u56fe\u50cf\u7684\u76f8\u4f3c\u5ea6\uff0c\u8fdb\u884c\u6392\u5e8f\u540e\u5f97\u5230\u6700\u7ec8\u751f\u6210\u56fe\u50cf\u7684\u8f93\u51fa\u3002\u4e0e DALL-E \u7c7b\u4f3c\uff0c\u6e05\u534e\u7684 CogView \u7cfb\u5217 [2, 3] \u4e0e\u767e\u5ea6\u7684 ERNIE-ViLG [4] \u540c\u6837\u4f7f\u7528 VQ-VAE + Transformer \u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u8c37\u6b4c\u7684 Parti [5] \u5219\u5c06\u56fe\u50cf\u7f16\u89e3\u7801\u5668\u6362\u6210\u4e86 ViT-VQGAN\u3002\u800c\u5fae\u8f6f\u7684 NUWA-Infinity [6] \u4f7f\u7528\u81ea\u56de\u5f52\u65b9\u5f0f\u53ef\u4ee5\u505a\u5230\u65e0\u9650\u89c6\u89c9\u751f\u6210\u3002\u6269\u6563\u6a21\u578b\u6269\u6563\u6a21\u578b\uff08Diffusion Model\uff09\u662f\u4e00\u79cd\u56fe\u50cf\u751f\u6210\u6280\u672f\uff0c\u6700\u8fd1\u4e00\u5e74\u53d1\u5c55\u8fc5\u901f\uff0c\u88ab\u55bb\u4e3a GAN \u7684\u7ec8\u7ed3\u8005\u3002\u5982\u56fe\u6240\u793a\uff0c\u6269\u6563\u6a21\u578b\u5206\u4e3a\u4e24\u9636\u6bb5\uff1a\uff081\uff09\u52a0\u566a\uff1a\u6cbf\u7740\u6269\u6563\u7684\u9a6c\u5c14\u53ef\u592b\u94fe\u8fc7\u7a0b\uff0c\u9010\u6e10\u5411\u56fe\u50cf\u4e2d\u6dfb\u52a0\u968f\u673a\u566a\u58f0\uff1b\uff082\uff09\u53bb\u566a\uff1a\u5b66\u4e60\u9006\u6269\u6563\u8fc7\u7a0b\u6062\u590d\u56fe\u50cf\u3002\u5e38\u89c1\u53d8\u4f53\u6709\u53bb\u566a\u6269\u6563\u6982\u7387\u6a21\u578b\uff08DDPM\uff09\u7b49\u3002<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476747\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u91c7\u53d6\u6269\u6563\u6a21\u578b\u65b9\u5f0f\u7684\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u505a\u6cd5\uff0c\u4e3b\u8981\u662f\u901a\u8fc7\u5e26\u6761\u4ef6\u5f15\u5bfc\u7684\u6269\u6563\u6a21\u578b\u5b66\u4e60\u6587\u672c\u7279\u5f81\u5230\u56fe\u50cf\u7279\u5f81\u7684\u6620\u5c04\uff0c\u5e76\u5bf9\u56fe\u50cf\u7279\u5f81\u8fdb\u884c\u89e3\u7801\u5f97\u5230\u6700\u7ec8\u751f\u6210\u56fe\u50cf\u3002\u4ee5 DALL-E-2\uff08OpenAI\uff09[7] \u4e3e\u4f8b\uff0c\u5176\u867d\u7136\u662f DALL-E \u7684\u7eed\u4f5c\uff0c\u4f46\u662f\u91c7\u53d6\u7684\u6280\u672f\u8def\u7ebf\u4e0e DALL-E \u622a\u7136\u4e0d\u540c\uff0c\u5176\u539f\u7406\u66f4\u50cf\u662f GLIDE [8]\uff08\u6709\u4eba\u79f0 GLIDE \u4e3a DALL-E-1.5\uff09\u3002DALL-E-2 \u7684\u6574\u4f53\u67b6\u6784\u5982\u56fe\u6240\u793a\uff1a<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476748\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>DALL-E-2 \u4f7f\u7528 CLIP \u5bf9\u6587\u672c\u8fdb\u884c\u7f16\u7801\uff0c\u5e76\u4f7f\u7528\u6269\u6563\u6a21\u578b\u5b66\u4e60\u4e00\u4e2a\u5148\u9a8c\uff08prior\uff09\u8fc7\u7a0b\uff0c\u5f97\u5230\u6587\u672c\u7279\u5f81\u5230\u56fe\u50cf\u7279\u5f81\u7684\u4e00\u4e2a\u6620\u5c04\uff1b\u6700\u540e\u5b66\u4e60\u4e00\u4e2a\u53cd\u8f6c CLIP \u7684\u8fc7\u7a0b\uff0c\u5c06\u56fe\u50cf\u7279\u5f81\u89e3\u7801\u6210\u6700\u7ec8\u7684\u56fe\u50cf\u3002\u76f8\u6bd4\u4e8e DALL-E-2\uff0c\u8c37\u6b4c\u7684 Imagen [9] \u5219\u4f7f\u7528\u9884\u8bad\u7ec3\u597d\u7684 T5-XXL \u6765\u53d6\u4ee3 CLIP \u8fdb\u884c\u6587\u672c\u7f16\u7801\uff0c\u7136\u540e\u4f7f\u7528\u8d85\u5206\u6269\u6563\u6a21\u578b\uff08U-Net \u67b6\u6784\uff09\u589e\u5927\u56fe\u50cf\u5c3a\u5bf8\uff0c\u5f97\u5230 1024\u2716\ufe0f1024 \u9ad8\u6e05\u7684\u751f\u6210\u56fe\u50cf\u3002\u5c0f\u7ed3\u81ea\u56de\u5f52 Transformer \u7684\u5f15\u5165\u4e0e CLIP \u5bf9\u6bd4\u5b66\u4e60\u7684\u65b9\u5f0f\uff0c\u5efa\u7acb\u4e86\u6587\u672c\u548c\u56fe\u50cf\u4e4b\u95f4\u7684\u6865\u6881\uff1b\u540c\u65f6\u57fa\u4e8e\u5e26\u6761\u4ef6\u5f15\u5bfc\u7684\u6269\u6563\u6a21\u578b\uff0c\u4e3a\u751f\u6210\u591a\u6837\u6027\u4e14\u9ad8\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u7136\u800c\uff0c\u8bc4\u4f30\u56fe\u50cf\u751f\u6210\u8d28\u91cf\u5f80\u5f80\u5e26\u6709\u4e3b\u89c2\u56e0\u7d20\uff0c\u56e0\u6b64\u5728\u8fd9\u91cc\u6bd4\u8f83 Transformer \u81ea\u56de\u5f52\u8fd8\u662f\u6269\u6563\u6a21\u578b\u7684\u6280\u672f\u8c01\u66f4\u80dc\u4e00\u7b79\u662f\u4e00\u4ef6\u56f0\u96be\u7684\u4e8b\u60c5\u3002\u5e76\u4e14\u50cf DALL-E \u7cfb\u5217\u3001Imagen \u4ee5\u53ca Parti \u7b49\u6a21\u578b\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u4f7f\u7528\u4f1a\u5b58\u5728\u4f26\u7406\u95ee\u9898\u4ee5\u53ca\u793e\u4f1a\u504f\u89c1\uff0c\u56e0\u6b64\u8fd9\u4e9b\u6a21\u578b\u5c1a\u672a\u5f00\u6e90\u3002\u4f46\u662f\u8fd8\u662f\u6709\u5f88\u591a\u7231\u597d\u8005\u5728\u5c1d\u8bd5\u4f7f\u7528\u5176\u4e2d\u7684\u6280\u672f\uff0c\u671f\u95f4\u4e5f\u4ea7\u751f\u4e86\u5f88\u591a\u53ef\u73a9\u7684\u5e94\u7528\u3002AI \u827a\u672f\u521b\u4f5c\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u6280\u672f\u7684\u53d1\u5c55\uff0c\u4e3a AI \u827a\u672f\u521b\u4f5c\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u53ef\u80fd\u3002\u76ee\u524d\uff0c\u88ab\u5e7f\u6cdb\u4f7f\u7528\u7684 AI \u521b\u4f5c\u5e94\u7528\u53ca\u5de5\u5177\u5305\u62ec CLIPDraw\uff0cVQGAN-CLIP\uff0cDisco Diffusion\uff0cDALL-E Mini\uff0cMidjourney\uff08\u9700\u88ab\u9080\u8bf7\u8d44\u683c\uff09\uff0cDALL-E-2\uff08\u9700\u5185\u6d4b\u8d44\u683c\uff09\uff0cDream By Wombo\uff08App\uff09\uff0cMeta \u201dMake-A-Scene\u201d\uff0cTiktok \u201cAI \u7eff\u5e55\u201d \u529f\u80fd\uff0cStable Diffusion [10]\uff0c\u767e\u5ea6\u201c\u4e00\u683c\u201d\u7b49\u3002\u672c\u6587\u4e3b\u8981\u5229\u7528\u5728\u827a\u672f\u521b\u4f5c\u5708\u706b\u7206\u7684 Disco Diffusion \u8fdb\u884c AI \u827a\u672f\u521b\u4f5c\u3002Disco Diffusion \u7b80\u4ecbDisco Diffusion [11] \u662f\u4e00\u4e2a\u5728 Github \u4e0a\u7531\u4f17\u591a\u6280\u672f\u7231\u597d\u8005\u5171\u540c\u7ef4\u62a4\u7684 AI \u827a\u672f\u521b\u4f5c\u5e94\u7528\uff0c\u76ee\u524d\u5df2\u7ecf\u8fed\u4ee3\u4e86\u591a\u4e2a\u7248\u672c\u3002\u4ece Disco Diffusion \u7684\u540d\u5b57\u4e0d\u96be\u770b\u51fa\uff0c\u5176\u91c7\u7528\u7684\u6280\u672f\u4e3b\u8981\u662f\u7528 CLIP \u5f15\u5bfc\u7684\u6269\u6563\u6a21\u578b\u3002Disco Diffusion \u53ef\u4ee5\u6839\u636e\u6307\u5b9a\u7684\u6587\u672c\u63cf\u8ff0\uff08\u548c\u53ef\u9009\u5e95\u56fe\uff09\u6765\u751f\u6210\u827a\u672f\u56fe\u50cf\u6216\u89c6\u9891\u3002\u6bd4\u5982\u8f93\u5165\u201c\u82b1\u6d77\u201d\uff0c\u6a21\u578b\u5c31\u4f1a\u968f\u673a\u4ea7\u751f\u4e00\u5f20\u566a\u58f0\u56fe\u50cf\uff0c\u901a\u8fc7 Diffusion \u7684\u53bb\u566a\u6269\u6563\u8fc7\u7a0b\u4e00\u6b65\u6b65\u8fed\u4ee3\uff0c\u8fbe\u5230\u4e00\u5b9a\u6b65\u6570\u540e\u5c31\u80fd\u6e32\u67d3\u51fa\u4e00\u5f20\u7f8e\u4e3d\u7684\u56fe\u50cf\u3002\u5f97\u76ca\u4e8e\u6269\u6563\u6a21\u578b\u591a\u6837\u5316\u7684\u751f\u6210\u65b9\u5f0f\uff0c\u6bcf\u6b21\u8fd0\u884c\u7a0b\u5e8f\u90fd\u4f1a\u5f97\u5230\u4e0d\u540c\u7684\u56fe\u50cf\uff0c\u8fd9\u79cd\u201c\u5f00\u76f2\u76d2\u201d\u7684\u4f53\u9a8c\u7740\u5b9e\u8ba9\u4eba\u7740\u8ff7\u3002Disco Diffsion \u5b58\u5728\u95ee\u9898\u57fa\u4e8e\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u6a21\u578b Disco Diffusion\uff08DD\uff09\u8fdb\u884c AI \u521b\u4f5c\u76ee\u524d\u5b58\u5728\u4ee5\u4e0b\u51e0\u4e2a\u95ee\u9898\uff1a\uff081\uff09\u751f\u6210\u56fe\u50cf\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\uff1a\u6839\u636e\u751f\u6210\u4efb\u52a1\u7684\u96be\u6613\u7a0b\u5ea6\uff0c\u7c97\u7565\u4f30\u7b97\u63cf\u8ff0\u5185\u5bb9\u8f83\u96be\u7684\u751f\u6210\u4efb\u52a1\u826f\u54c1\u7387 20%\uff5e30%\uff0c\u63cf\u8ff0\u5185\u5bb9\u8f83\u5bb9\u6613\u7684\u751f\u6210\u4efb\u52a1\u826f\u54c1\u7387 60%\uff5e70%\uff0c\u5927\u591a\u6570\u4efb\u52a1\u826f\u54c1\u7387\u5728 30\uff5e40% \u4e4b\u95f4\u3002\uff082\uff09\u751f\u6210\u901f\u5ea6\u8f83\u6162+\u5185\u5b58\u6d88\u8017\u8f83\u5927\uff1a\u4ee5\u8fed\u4ee3 250 steps \u751f\u6210\u4e00\u5f20 1280*768 \u56fe\u50cf\u4e3a\u4f8b\uff0c\u9700\u8981\u5927\u7ea6\u82b1\u8d39 6\u5206\u949f\uff0c\u4ee5\u53ca\u4f7f\u7528 V100 16G \u663e\u5b58\u3002\uff083\uff09\u4e25\u91cd\u4f9d\u8d56\u4e13\u5bb6\u7ecf\u9a8c\uff1a\u9009\u53d6\u4e00\u7ec4\u5408\u9002\u7684\u63cf\u8ff0\u8bcd\u9700\u8981\u7ecf\u8fc7\u5927\u91cf\u6587\u672c\u5185\u5bb9\u8bd5\u9519\u53ca\u6743\u91cd\u8bbe\u7f6e\u3001\u753b\u5bb6\u753b\u98ce\u53ca\u827a\u672f\u793e\u533a\u7684\u4e86\u89e3\u4ee5\u53ca\u6587\u672c\u4fee\u9970\u8bcd\u7684\u9009\u53d6\u7b49\uff1b\u8c03\u6574\u53c2\u6570\u9700\u8981\u5bf9 DD \u5305\u542b\u7684 CLIP \u5f15\u5bfc\u6b21\u6570\/\u9971\u548c\u5ea6\/\u5bf9\u6bd4\u5ea6\/\u566a\u70b9\/\u5207\u5272\u6b21\u6570\/\u5185\u5916\u5207\/\u68af\u5ea6\u5927\u5c0f\/\u5bf9\u79f0\/&#8230; \u7b49\u6982\u5ff5\u6df1\u523b\u4e86\u89e3\uff0c\u540c\u65f6\u8981\u6709\u4e00\u5b9a\u7684\u7f8e\u672f\u529f\u5e95\u3002\u4f17\u591a\u7684\u53c2\u6570\u4e5f\u610f\u5473\u7740\u9700\u8981\u8f83\u5f3a\u7684\u4e13\u5bb6\u7ecf\u9a8c\u624d\u80fd\u83b7\u5f97\u4e00\u5f20\u8fd8\u4e0d\u9519\u7684\u751f\u6210\u56fe\u50cf\u3002\u6280\u80fd\u50a8\u5907\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u6211\u4eec\u505a\u4e86\u4e00\u4e9b\u6570\u636e\u4e0e\u6280\u672f\u50a8\u5907\uff0c\u540c\u65f6 YY \u4e86\u4e00\u4e9b\u672a\u6765\u53ef\u80fd\u7684\u5e94\u7528\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff1a<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476749\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u9488\u5bf9\u7b2c\u4e00\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u4ece\u827a\u672f\u521b\u4f5c\u793e\u533a\u722c\u53d6\u4e86\u8fd1 2w \u5f20 AI \u751f\u6210\u7684\u827a\u672f\u4f5c\u54c1\uff0c\u4ece\u751f\u6210\u56fe\u50cf\u7684\u57fa\u7840\u5c5e\u6027\u4ee5\u53ca\u5185\u5bb9\u5408\u7406\u6027\u8fdb\u884c\u4e09\u5206\u7c7b\u6253\u6807\uff1a\u8d28\u91cf\u597d\/\u8d28\u91cf\u4e00\u822c\/\u8d28\u91cf\u5dee\uff0c\u8bad\u7ec3\u4e00\u4e2a\u827a\u672f\u4f5c\u54c1\u8d28\u91cf\u8bc4\u4f30\u6a21\u578b\u3002\u8be5\u6a21\u578b\u80fd\u81ea\u52a8\u8bc4\u4f30 AI \u751f\u6210\u56fe\u50cf\u7684\u8d28\u91cf\u5e76\u6311\u9009\u51fa\u826f\u54c1\u7387\u9ad8\u7684\u56fe\u50cf\uff0c\u89e3\u51b3\u624b\u52a8\u6311\u9009\u9ad8\u8d28\u91cf\u56fe\u50cf\u6548\u7387\u4f4e\u7684\u95ee\u9898\u3002\u9488\u5bf9\u7b2c\u4e8c\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u901a\u8fc7\u51cf\u5c11\u8fed\u4ee3\u6b21\u6570+\u751f\u6210\u5c0f\u5c3a\u5bf8\u56fe\u50cf\uff0c\u7136\u540e\u5229\u7528\u8d85\u5206\u8fa8\u7387\u7b97\u6cd5 ESRGAN \u8fdb\u884c\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u91cd\u5efa\u7684\u65b9\u5f0f\uff0c\u6765\u63d0\u9ad8 DD \u7684\u751f\u6210\u6548\u7387\u3002\u8be5\u65b9\u6cd5\u80fd\u8fbe\u5230\u4e0e DD \u6b63\u5e38\u8fed\u4ee3\u751f\u6210\u7684\u56fe\u50cf\u6548\u679c\uff0c\u751f\u6210\u6548\u7387\u4e0e\u663e\u5b58\u4f18\u5316\u81f3\u5c11\u63d0\u5347\u4e86\u4e00\u500d\u3002\u9488\u5bf9\u7b2c\u4e09\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u6c89\u6dc0\u4e86\u4e00\u5957\u5e95\u56fe\u9884\u5904\u7406\u903b\u8f91\uff0c\u5305\u62ec\u8272\u6e29\u8272\u8c03\u8c03\u6574\/\u524d\u80cc\u666f\u8c03\u8272\/\u6dfb\u52a0\u566a\u70b9\u7b49\uff0c\u80fd\u5feb\u901f\u5e94\u7528\u4e0d\u540c\u5e95\u56fe\u751f\u6210\u4efb\u52a1\uff1b\u540c\u65f6\uff0c\u6211\u4eec\u4e5f\u79ef\u7d2f\u4e86\u6d77\u91cf\u7684\u6587\u672c\u63d0\u793a\u8bcd\uff0c\u8fdb\u884c\u4e86\u5927\u91cf\u7684 DD \u8c03\u53c2\u8bd5\u9519\uff0c\u4f9d\u8d56\u4e13\u5bb6\u7ecf\u9a8c\u751f\u6210\u4e2a\u6027\u5316\u3001\u591a\u6837\u5316\u7684\u9ad8\u8d28\u91cf\u56fe\u50cf\u3002\u5229\u7528\u8fd9\u4e9b\u6570\u636e\u4e0e\u6280\u672f\u50a8\u5907\uff0c\u6211\u4eec\u5df2\u7ecf\u79ef\u7d2f\u4e86\u624b\u673a\/\u7535\u8111\u58c1\u7eb8\u3001\u827a\u672f\u59d3\/\u540d\u3001\u5730\u6807\u57ce\u5e02\u98ce\u683c\u5316\u3001\u6570\u5b57\u85cf\u54c1\u7b49\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u5e94\u7528\u65b9\u5f0f\u3002\u4e0b\u9762\u6211\u4eec\u5c06\u5c55\u793a\u5177\u4f53\u7684 AI \u751f\u6210\u827a\u672f\u4f5c\u54c1\u3002AI \u827a\u672f\u4f5c\u54c1\u57ce\u5e02\u5730\u6807\u5efa\u7b51\u98ce\u683c\u5316\u901a\u8fc7\u8f93\u5165\u6587\u672c\u63cf\u8ff0\u4e0e\u5730\u6807\u57ce\u5e02\u5e95\u56fe\uff0c\u751f\u6210\u4e0d\u540c\u98ce\u683c\u7684\u753b\u4f5c\uff08\u52a8\u6f2b\u98ce\u683c \/ \u8d5b\u535a\u670b\u514b\u98ce\u683c \/ \u50cf\u7d20\u753b\u98ce\u683c\uff09\uff1a(1) A building with anime style, by makoto shinkai and beeple, Trending on artstation.(2) A building with cyberpunk style, by Gregory Grewdson, Trending on artstation.(3) A building with pixel style, by Stefan Bogdanovi, Trending on artstation.<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476750\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476751\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u6570\u5b57\u85cf\u54c1\u901a\u8fc7\u8f93\u5165\u6587\u672c\u63cf\u8ff0\u4e0e\u5e95\u56fe\uff0c\u5728\u5e95\u56fe\u4e0a\u8fdb\u884c\u521b\u4f5c\u3002\u8682\u8681 Logo \u7cfb\u5217\uff08\u8682\u8681\u68ee\u6797 \/ \u8682\u8681\u5c0f\u5c4b \/ \u8682\u8681\u98de\u8239\uff09\uff1a(1) A landscape with vegetation and lake, by RAHDS and beeple, Trending on artstation.(2) Enchanted cottage on the edge of a cliff foreboding ominous fantasy landscape, by RAHDS and beeple, Trending on artstation.(3) A spacecraft by RAHDS and beeple, Trending on artstation.<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476752\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u8682\u8681\u5c0f\u9e21\u7cfb\u5217\uff08\u5c0f\u9e21\u4e4b\u53d8\u5f62\u91d1\u521a \/ \u5c0f\u9e21\u4e4b\u6d77\u7ef5\u5b9d\u5b9d\uff09\uff1a(1) Transformers with machine armor, by Alex Milne, Trending on artstation.(2) Spongebob by RAHDS and beeple, Trending on artstation.<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476753\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u624b\u673a\/\u7535\u8111\u58c1\u7eb8\u901a\u8fc7\u8f93\u5165\u6587\u672c\u63cf\u8ff0\uff0c\u751f\u6210\u624b\u673a\u58c1\u7eb8\uff1a(1) The esoteric dreamscape by Dan Luvisi, trending on Artstation, matte painting vast landscape.(2) Scattered terraces, winter, snow, by Makoto Shinka, trending on Artstation, 4k wallpaper.(3) A beautiful cloudpunk painting of Atlantis arising from the abyss heralded by steampunk whales by Pixar rococo style, Artstation, volumetric lighting.<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476754\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>(4~8) A scenic view of the planets rotating through chantilly cream by Ernst Haeckel and Pixar trending on Artstation, 4k wallpaper.<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476755\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u901a\u8fc7\u8f93\u5165\u6587\u672c\u63cf\u8ff0\uff0c\u751f\u6210\u7535\u8111\u58c1\u7eb8\uff1a(1) Fine, beautiful country fields, super wide angle, overlooking, morning by Makoto Shinkai.(2) A beautiful painting of a starry night, shining its light across a sunflower sea by James Gurney, Trending on artstation.(3) Fairy tale steam country by greg rutkowski and thomas kinkade Trending on artstation.(4) A beautiful render of a magical building in a dreamy landscape by daniel merriam, soft lighting, 4k hd wallpaper, Trending on artstation and behance.<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476756\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>AI \u827a\u672f\u59d3\u901a\u8fc7\u8f93\u5165\u6587\u672c\u63cf\u8ff0\u4e0e\u59d3\u6c0f\u5e95\u56fe\uff0c\u751f\u6210\u4e0d\u540c\u98ce\u683c\u7684\u827a\u672f\u59d3\uff1a(1) Large-scale military factories, mech testing machines, Semi-finished mechs, engineering vehicles, automation management, indicators, future, sci-fi, light effect, high-definition picture.(2) A beautiful painting of mashroom, tree, artstation, Artstation, 4k hd wallpaper.(3) A beautiful painting of sunflowers, fog, unreal engine, shining its light across a tumultuous sea of blood by greg rutkowski and thomas kinkade, Artstation, Andreas Rocha, Greg Rutkowski.(4) A beautiful painting of the pavilion on the water presents a reflection, by John Howe, Albert Bierstadt, Alena Aenami, and dan mumford concept art wallpaper 4k, trending on artstation, concept art, cinematic, unreal engine, trending on behance.(5) A beautiful landscape of a lush jungle with exotic plants and trees, by John Howe, Albert Bierstadt, Alena Aenami, and dan mumford concept art wallpaper 4k, trending on artstation, concept art, cinematic, unreal engine, trending on behance.(6) Contra Force, Red fortress, spacecraft, by Ernst Haeckel and Pixar, wallpaper hd 4k, trending on artstation.<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476757\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u5176\u4ed6 AI \u827a\u672f\u521b\u4f5c\u5e94\u7528Stable Diffusion [10, 12] \u5c55\u73b0\u4e86\u6bd4 Disco Diffusion [11] \u66f4\u52a0\u9ad8\u6548\u4e14\u7a33\u5b9a\u7684\u521b\u4f5c\u80fd\u529b\uff0c\u5c24\u5176\u662f\u5728\u201c\u7269\u201d\u7684\u523b\u753b\u4e0a\u66f4\u52a0\u7a81\u51fa\u3002\u4e0b\u56fe\u662f\u7b14\u8005\u5229\u7528 Stable Diffusion\uff0c\u6839\u636e\u6587\u672c\u521b\u4f5c\u7684 AI \u7ed8\u753b\u4f5c\u54c1\uff1a<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042476758\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u603b\u7ed3\u5c55\u671b\u672c\u6587\u4e3b\u8981\u4ecb\u7ecd\u4e86\u8fd1\u4e24\u5e74\u6765\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u6280\u672f\u53ca\u76f8\u5173\u7684\u8fdb\u5c55\u5de5\u4f5c\uff0c\u5e76\u5c1d\u8bd5\u4f7f\u7528\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u8fdb\u884c\u591a\u79cd AI \u827a\u672f\u521b\u4f5c\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u8fd8\u5c06\u63a2\u7d22\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u6280\u672f\u5728\u6d88\u8d39\u7ea7 CPU \u4e0a\u8fd0\u884c\u7684\u53ef\u80fd\u6027\uff0c\u4ee5\u53ca\u7ed3\u5408\u4e1a\u52a1\u4e3a AI \u667a\u80fd\u521b\u4f5c\u8d4b\u80fd\uff0c\u5e76\u5c1d\u8bd5\u66f4\u591a\u5982\u7535\u5f71\u3001\u52a8\u6f2b\u4e3b\u9898\u5c01\u9762\uff0c\u6e38\u620f\uff0c\u5143\u5b87\u5b99\u5185\u5bb9\u521b\u4f5c\u7b49\u66f4\u591a\u76f8\u5173\u5e94\u7528\u3002\u4f7f\u7528\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210\u6280\u672f\u8fdb\u884c\u827a\u672f\u521b\u4f5c\u53ea\u662f AI \u81ea\u4e3b\u751f\u4ea7\u5185\u5bb9\uff08AIGC\uff0cAI generated content\uff09\u7684\u4e00\u79cd\u5e94\u7528\u65b9\u5f0f\u3002\u5f97\u76ca\u4e8e\u5f53\u524d\u6d77\u91cf\u6570\u636e\u4e0e\u9884\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u53d1\u5c55\uff0cAIGC \u80fd\u591f\u52a0\u901f\u843d\u5730\uff0c\u4e3a\u4eba\u7c7b\u63d0\u4f9b\u66f4\u591a\u4f18\u8d28\u5185\u5bb9\u3002\u6216\u8bb8\uff0c\u901a\u7528\u4eba\u5de5\u667a\u80fd\u53c8\u8fc8\u8fdb\u4e86\u4e00\u5c0f\u6b65\uff1f\u5982\u679c\u4f60\u5bf9\u672c\u6587\u6d89\u53ca\u5230\u7684\u6280\u672f\u6216\u8005\u5e94\u7528\u611f\u5174\u8da3\uff0c\u6b22\u8fce\u5171\u521b\u4ea4\u6d41\u3002\u53c2\u8003\u6587\u732e[1] Ramesh A, Pavlov M, Goh G, et al. Zero-shot text-to-image generation[C]\/\/International Conference on Machine Learning. PMLR, 2021: 8821-8831.[2] Ding M, Yang Z, Hong W, et al. Cogview: Mastering text-to-image generation via transformers[J]. Advances in Neural Information Processing Systems, 2021, 34: 19822-19835.[3] Ding M, Zheng W, Hong W, et al. CogView2: Faster and Better Text-to-Image Generation via Hierarchical Transformers[J]. arXiv preprint arXiv:2204.14217, 2022.[4] Zhang H, Yin W, Fang Y, et al. ERNIE-ViLG: Unified generative pre-training for bidirectional vision-language generation[J]. arXiv preprint arXiv:2112.15283, 2021.[5] Yu J, Xu Y, Koh J Y, et al. Scaling Autoregressive Models for Content-Rich Text-to-Image Generation[J]. arXiv preprint arXiv:2206.10789, 2022.[6] Wu C, Liang J, Hu X, et al. NUWA-Infinity: Autoregressive over Autoregressive Generation for Infinite Visual Synthesis[J]. arXiv preprint arXiv:2207.09814, 2022.[7] Ramesh A, Dhariwal P, Nichol A, et al. Hierarchical text-conditional image generation with clip latents[J]. arXiv preprint arXiv:2204.06125, 2022.[8] Nichol A, Dhariwal P, Ramesh A, et al. Glide: Towards photorealistic image generation and editing with text-guided diffusion models[J]. arXiv preprint arXiv:2112.10741, 2021.[9] Saharia C, Chan W, Saxena S, et al. Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding[J]. arXiv preprint arXiv:2205.11487, 2022.[10] Rombach R, Blattmann A, Lorenz D, et al. High-resolution image synthesis with latent diffusion models[C]\/\/Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition. 2022: 10684-10695.[11] Github:\u00a0<a href=\"https:\/\/link.segmentfault.com\/?enc=eIILEE4UTwhcFb2uIEASEQ%3D%3D.7dHAJETqvcoqXJh3OuqKejnLeLrlZNYIOjcAF%2B4Bzo0nCCRmDVT3uFhvMxz4kEfx\" rel=\"nofollow\">https:\/\/github.com\/alembics\/d&#8230;<\/a>[12] Github:\u00a0<a href=\"https:\/\/link.segmentfault.com\/?enc=pVPUYbbYJrFs9H90rNgSYA%3D%3D.czMBFDD87cgknDVtVHQqhDpKbL0DzmirY1wCfzkNewe6XJRzMEcDcC%2BMBMJbzAXm\" rel=\"nofollow\">https:\/\/github.com\/CompVis\/st&#8230;<\/a>\u63a8\u8350\u9605\u8bfb1.\u4ee3\u7801\u5708\u590d\u6742\u5ea6\u6cbb\u7406\u5c0f\u7ed32.\u5982\u4f55\u5199\u51fa\u6709\u6548\u7684\u5355\u5143\u6d4b\u8bd53. java\u5e94\u7528\u63d0\u901f(\u901f\u5ea6\u4e0e\u6fc0\u60c5)\u00a0\u5927\u6570\u636e&#038;AI\u5b9e\u6218\u6d3e \u7b2c1\u671f\u00a0\u300a\u5927\u6570\u636e&#038;AI\u5b9e\u6218\u6d3e\u300b\u7cfb\u5217\u7535\u5b50\u4e66\u7531\u963f\u91cc\u4e91\u5f00\u53d1\u8005\u793e\u533a\u4e0e\u963f\u91cc\u7075\u6770\u5171\u540c\u6253\u9020\uff0c\u8986\u76d6\u6570\u636e\u8ba1\u7b97\u3001\u6570\u636e\u5206\u6790\u3001\u6570\u636e\u6e56\/\u6e56\u4ed3\u4e00\u4f53\u3001\u673a\u5668\u5b66\u4e60\u7b49\u591a\u4e2a\u9886\u57df\uff0c\u89e3\u8bfb\u5404\u6280\u672f\u9886\u57df\u57fa\u7840\u539f\u7406\uff0c\u5256\u6790\u884c\u4e1a\u5b9e\u8df5\u6848\u4f8b\u3002\u7535\u5b50\u4e66\u7b2c1\u671f\u4ee5\u300a\u963f\u91cc\u4e91\u5927\u6570\u636e\u77e5\u8bc6\u56fe\u8c31\u300b\u4e3a\u6838\u5fc3\uff0c\u901a\u8fc7\u963f\u91cc\u4e91\u5927\u6570\u636e&#038;AI\u4ea7\u54c1\u80fd\u529b\u4ecb\u7ecd\u7ed3\u5408\u64cd\u4f5c\u5b9e\u8df5\uff0c\u57f9\u517b\u5927\u6570\u636e\u5f00\u53d1\u8005\u4ece\u201c\u751f\u4ea7-\u91c7\u96c6-\u5b58\u50a8-\u5206\u6790-\u5f00\u53d1-\u6cbb\u7406-\u4ef7\u503c\u4f53\u73b0\u201d\u7684\u6280\u672f\u80fd\u529b\u3002\u70b9\u51fb\u8fd9\u91cc\uff0c\u67e5\u770b\u8be6\u60c5\u3002\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=FOsn1IzJyKywq5XQ9H34xA%3D%3D.dOCVB7AxPrGGELXVTzXOASHt9slqHVWxD8PXKT33lDY9AJs%2BDJXVEOtXugW6Wc4s\" rel=\"nofollow\">https:\/\/click.aliyun.com\/m\/10&#8230;<\/a>\u672c\u6587\u4e3a\u963f\u91cc\u4e91\u539f\u521b\u5185\u5bb9\uff0c\u672a\u7ecf\u5141\u8bb8\u4e0d\u5f97\u8f6c\u8f7d\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000042476741\">https:\/\/segmentfault.com\/a\/1190000042476741<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b80\u4ecb\uff1a\u00a02021\u5e74\u521d\uff0cOpenAI \u56e2\u961f\u53d1\u5e03\u4e86\u80fd\u591f\u6839\u636e\u6587\u672c\u63cf\u8ff0\u751f\u6210\u56fe\u50cf\u7684 DALL-E \u6a21\u578b\u3002\u7531\u4e8e\u5176\u5f3a\u5927\u7684\u8de8\u6a21 [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-10006477","post","type-post","status-publish","format-standard","hentry"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006477","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10006477"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006477\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10006477"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10006477"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10006477"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}