{"id":1146,"date":"2026-06-10T12:16:10","date_gmt":"2026-06-10T04:16:10","guid":{"rendered":"https:\/\/imgedits.net\/"},"modified":"2026-06-10T12:17:45","modified_gmt":"2026-06-10T04:17:45","slug":"understanding-ai-image","status":"publish","type":"post","link":"https:\/\/imgedits.net\/zh\/post\/understanding-ai-image\/","title":{"rendered":"Understanding the Foundations of AI Image Generation"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u4eba\u5de5\u667a\u80fd\u6839\u636e\u7b80\u5355\u7684\u6587\u672c\u63d0\u793a\u751f\u6210\u903c\u771f\u56fe\u50cf\u3001\u590d\u6742\u827a\u672f\u54c1\u548c\u7cbe\u7ec6\u89c6\u89c9\u8bbe\u8ba1\u7684\u80fd\u529b\uff0c\u662f\u4e8c\u5341\u4e00\u4e16\u7eaa\u6700\u4e86\u4e0d\u8d77\u7684\u6280\u672f\u98de\u8dc3\u4e4b\u4e00\u3002\u51e0\u5341\u5e74\u6765\uff0c\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u4e25\u683c\u4f9d\u8d56\u4e8e\u7a0b\u5e8f\u7b97\u6cd5\u3001\u51e0\u4f55\u5efa\u6a21\u4ee5\u53ca\u4eba\u7c7b\u827a\u672f\u5bb6\u7684\u624b\u52a8\u64cd\u4f5c\u3002\u5982\u4eca\uff0c\u751f\u6210\u5f0f AI \u6a21\u578b\u53ef\u4ee5\u5728\u51e0\u79d2\u949f\u5185\u5408\u6210\u5168\u65b0\u7684\u89c6\u89c9\u5185\u5bb9\u3002\u8fd9\u79cd\u8303\u5f0f\u8f6c\u79fb\u5e76\u975e\u6e90\u4e8e\u5bf9\u827a\u672f\u7684\u67d0\u79cd\u9b54\u5e7b\u7406\u89e3\uff0c\u800c\u662f\u6e90\u4e8e\u5148\u8fdb\u7684\u6570\u5b66\u6846\u67b6\u3001\u5e9e\u5927\u7684\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u4ee5\u53ca\u5bf9\u89c6\u89c9\u6570\u636e\u7684\u6df1\u5ea6\u7edf\u8ba1\u5206\u6790\u3002\u8981\u771f\u6b63\u7406\u89e3 AI \u662f\u5982\u4f55\u751f\u6210\u56fe\u50cf\u7684\uff0c\u4eba\u4eec\u5fc5\u987b\u900f\u8fc7\u7528\u6237\u754c\u9762\uff0c\u53bb\u63a2\u7d22\u795e\u7ecf\u7f51\u7edc\u3001\u8868\u5f81\u7a7a\u95f4\u548c\u6982\u7387\u5efa\u6a21\u7684\u5e95\u5c42\u67b6\u6784\u3002\u6240\u6709\u751f\u6210\u5f0f AI \u7684\u6838\u5fc3\u5728\u4e8e\u5927\u6570\u636e\u673a\u5668\u5b66\u4e60\u7684\u6982\u5ff5\u3002\u5728\u4e00\u4e2a\u7cfb\u7edf\u80fd\u591f\u751f\u6210\u4e00\u5f20\u201c\u91d1\u6bdb\u5bfb\u56de\u72ac\u5728\u516c\u56ed\u65e5\u843d\u65f6\u5206\u73a9\u800d\u201d\u7684\u9ad8\u8d28\u91cf\u56fe\u50cf\u4e4b\u524d\uff0c\u5b83\u5fc5\u987b\u9996\u5148\u5206\u6790\u6570\u767e\u4e07\u751a\u81f3\u6570\u5341\u4ebf\u5f20\u73b0\u6709\u7684\u56fe\u50cf\u53ca\u5176\u5bf9\u5e94\u7684\u6587\u5b57\u63cf\u8ff0\u3002\u8fd9\u4e2a\u9636\u6bb5\u88ab\u79f0\u4e3a\u201c\u8bad\u7ec3\u201d\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u795e\u7ecf\u7f51\u7edc\u2014\u2014\u4e00\u79cd\u53d7\u4eba\u8111\u795e\u7ecf\u5143\u76f8\u4e92\u8fde\u63a5\u542f\u53d1\u7684\u590d\u6742\u8ba1\u7b97\u7ed3\u6784\u2014\u2014\u4f1a\u626b\u63cf\u6570\u636e\u96c6\uff0c\u4ee5\u8bc6\u522b\u6a21\u5f0f\u3001\u7eb9\u7406\u3001\u5f62\u72b6\u548c\u989c\u8272\u3002\u7f51\u7edc\u5b66\u4f1a\u5c06\u7279\u5b9a\u7684\u50cf\u7d20\u6392\u5217\u4e0e\u8bed\u4e49\u6982\u5ff5\u8054\u7cfb\u8d77\u6765\uff0c\u4f8b\u5982\u52a8\u7269\u76ae\u6bdb\u7684\u84ec\u677e\u8d28\u611f\u3001\u6c34\u7684\u53cd\u5c04\u7279\u6027\uff0c\u6216\u662f\u665a\u971e\u7279\u6709\u7684\u6e29\u6696\u8272\u8c03\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u7cfb\u7edf\u4ece\u5355\u7eaf\u7684\u8bc6\u522b\u5bf9\u8c61\uff0c\u8f6c\u53d8\u4e3a\u7406\u89e3\u5bf9\u8c61\u4e4b\u95f4\u7684\u7edf\u8ba1\u5173\u7cfb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/imgedits.net\/wp-content\/uploads\/2026\/06\/imgi_253_rs7349gijon-2007-1024x576.jpg\" alt=\"\u4e00\u5e45\u7531\u827a\u672f\u5bb6\u54c8\u7f57\u5fb7\u00b7\u79d1\u6069\uff08Harold Cohen\uff09\u5f00\u53d1\u7684\u5f00\u521b\u6027 AI \u827a\u672f\u7cfb\u7edf AARON \u6240\u521b\u4f5c\u7684\u62bd\u8c61\u3001\u8272\u5f69\u4e30\u5bcc\u7684\u6570\u5b57\u827a\u672f\u4f5c\u54c1\uff0c\u5c55\u73b0\u4e86\u590d\u6742\u7684\u690d\u7269\u548c\u51e0\u4f55\u5f62\u72b6\u3002\" class=\"wp-image-1149\" srcset=\"\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"\" \/><figcaption class=\"wp-element-caption\">\u4e00\u5e45\u7531\u827a\u672f\u5bb6\u54c8\u7f57\u5fb7\u00b7\u79d1\u6069\uff08Harold Cohen\uff09\u5f00\u53d1\u7684\u5f00\u521b\u6027 AI \u827a\u672f\u7cfb\u7edf AARON \u6240\u521b\u4f5c\u7684\u62bd\u8c61\u3001\u8272\u5f69\u4e30\u5bcc\u7684\u6570\u5b57\u827a\u672f\u4f5c\u54c1\uff0c\u5c55\u73b0\u4e86\u590d\u6742\u7684\u690d\u7269\u548c\u51e0\u4f55\u5f62\u72b6\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u800c\uff0cAI \u6a21\u578b\u5e76\u4e0d\u662f\u7b80\u5355\u5730\u5728\u5185\u5b58\u4e2d\u5b58\u50a8\u6d77\u91cf\u56fe\u50cf\u6570\u636e\u5e93\uff0c\u4ee5\u4fbf\u65e5\u540e\u8fdb\u884c\u590d\u5236\u7c98\u8d34\u3002\u8fd9\u79cd\u65b9\u6cd5\u6781\u5176\u4f4e\u6548\uff0c\u4e14\u65e0\u6cd5\u521b\u4f5c\u51fa\u771f\u6b63\u539f\u521b\u7684\u827a\u672f\u4f5c\u54c1\u3002\u76f8\u53cd\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u8feb\u4f7f\u6a21\u578b\u5c06\u8fd9\u7247\u6d69\u701a\u7684\u89c6\u89c9\u4fe1\u606f\u6d77\u6d0b\u538b\u7f29\u6210\u4e00\u4e2a\u88ab\u79f0\u4e3a\u201c\u6f5c\u7a7a\u95f4\u201d\uff08latent space\uff09\u7684\u6570\u5b66\u7ec4\u7ec7\u6982\u5ff5\u3002\u6f5c\u7a7a\u95f4\u53ef\u4ee5\u88ab\u6784\u60f3\u4e3a\u4e00\u4e2a\u9690\u5f62\u7684\u3001\u591a\u7ef4\u7684\u5750\u6807\u7cfb\uff0c\u5176\u4e2d\u76f8\u4f3c\u7684\u6982\u5ff5\u88ab\u5f52\u7c7b\u5728\u4e00\u8d77\u3002\u4f8b\u5982\uff0c\u5728\u8fd9\u4e2a\u9690\u85cf\u7684\u6570\u5b66\u9886\u57df\u4e2d\uff0c\u4ee3\u8868\u201c\u72d7\u201d\u7684\u5411\u91cf\u4f4d\u4e8e\u4ee3\u8868\u201c\u732b\u201d\u7684\u5411\u91cf\u9644\u8fd1\uff0c\u5f52\u5c5e\u4e8e\u201c\u52a8\u7269\u201d\u8fd9\u4e00\u66f4\u5e7f\u6cdb\u7684\u96c6\u7fa4\uff1b\u800c\u201c\u65e5\u843d\u201d\u7684\u5750\u6807\u5219\u4f4d\u4e8e\u201c\u65e5\u51fa\u201d\u548c\u201c\u9ec4\u660f\u201d\u9644\u8fd1\u3002\u5f53\u7528\u6237\u8f93\u5165\u63d0\u793a\u8bcd\u65f6\uff0cAI \u4f1a\u5728\u8fd9\u4e00\u6570\u5b66\u7a7a\u95f4\u4e2d\u5bfc\u822a\uff0c\u627e\u5230\u6240\u8bf7\u6c42\u6982\u5ff5\u7684\u7cbe\u786e\u4ea4\u96c6\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u8f93\u51fa\u7684\u84dd\u56fe\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u67b6\u6784\u7684\u6f14\u53d8\uff1a\u4ece GAN \u5230\u53d8\u5206\u81ea\u7f16\u7801\u5668<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u7406\u89e3 AI \u56fe\u50cf\u751f\u6210\u7684\u73b0\u72b6\uff0c\u8ffd\u8e2a\u5176\u6838\u5fc3\u67b6\u6784\u7684\u8fdb\u5316\u5386\u7a0b\u81f3\u5173\u91cd\u8981\u3002\u4ee4\u4eba\u4fe1\u670d\u7684\u56fe\u50cf\u5408\u6210\u6280\u672f\u7684\u6700\u521d\u7a81\u7834\uff0c\u59cb\u4e8e\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08Generative Adversarial Networks\uff0c\u7b80\u79f0 GAN\uff09\u7684\u5f15\u5165\u3002GAN \u6784\u601d\u4e8e 2014 \u5e74\uff0c\u5176\u8fd0\u4f5c\u539f\u7406\u57fa\u4e8e\u4e00\u79cd\u5de7\u5999\u7684\u7ade\u4e89\u673a\u5236\uff0c\u6d89\u53ca\u4e24\u4e2a\u622a\u7136\u4e0d\u540c\u7684\u3001\u76f8\u4e92\u5bf9\u6297\u7684\u795e\u7ecf\u7f51\u7edc\uff1a\u751f\u6210\u5668\uff08Generator\uff09\u548c\u5224\u522b\u5668\uff08Discriminator\uff09\u3002\u751f\u6210\u5668\u7684\u552f\u4e00\u76ee\u6807\u662f\u4ece\u968f\u673a\u7684\u6570\u5b66\u566a\u58f0\u4e2d\u521b\u5efa\u56fe\u50cf\uff0c\u800c\u5224\u522b\u5668\u7684\u89d2\u8272\u5219\u662f\u5c06\u8be5\u56fe\u50cf\u4e0e\u771f\u5b9e\u7684\u4eba\u9020\u7167\u7247\u6570\u636e\u96c6\u8fdb\u884c\u6bd4\u5bf9\uff0c\u5e76\u5224\u65ad\u751f\u6210\u7684\u56fe\u50cf\u662f\u201c\u771f\u5b9e\u7684\u201d\u8fd8\u662f\u201c\u865a\u5047\u7684\u201d\u3002<\/p>\n\n\n\n<article style=\"line-height: 1.8; color: #333; font-family: sans-serif; max-width: 800px; margin: auto;\">\n\n\n    <div style=\"background-color: #ffffff; border-radius: 16px; box-shadow: 0 10px 30px rgba(255, 128, 102, 0.1); padding: 30px; margin: 40px 0; border: 1px solid rgba(255, 128, 102, 0.15);\">\n        <h3 style=\"color: #ff8066; text-align: center; margin-top: 0;\">GAN \u67b6\u6784\u6d41\u7a0b<\/h3>\n        \n        <div style=\"display: flex; align-items: center; justify-content: space-between; margin-bottom: 20px;\">\n            <div style=\"background: #fff0ed; border: 1px dashed #ff8066; color: #ff8066; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 25%;\">\u968f\u673a\u566a\u58f0<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #ff8066; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 25%;\">\u751f\u6210\u5668<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #fff3f0; border: 1px solid #ffb3a6; color: #e65c40; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 25%;\">\u865a\u5047\u56fe\u50cf<\/div>\n        <\/div>\n        <div style=\"width: 2px; height: 20px; background: #ffb3a6; margin: 0 auto;\"><\/div>\n        <div style=\"display: flex; align-items: center; justify-content: center; margin: 5px 0;\">\n            <div style=\"background: #e65c40; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%; margin-right: 20px;\">\u5224\u522b\u5668<\/div>\n            <div style=\"height: 2px; width: 40px; background: #ffb3a6; position: relative; margin-right: 20px;\"><div style=\"position: absolute; left: 0; top: -4px; border-right: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #333333; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u771f\u5b9e\u56fe\u50cf<\/div>\n        <\/div>\n        <div style=\"margin-top: 25px; text-align: center; border-top: 2px dashed #ffb3a6; padding-top: 15px;\">\n            <span style=\"background: #fff0ed; border: 1px solid #ff8066; color: #e65c40; padding: 8px 15px; border-radius: 20px; font-size: 12px; font-weight: bold;\">\n                \ud83d\udd04 \u53cd\u9988\u5faa\u73af\uff1a\u771f\u5b9e\/\u865a\u5047\n            <\/span>\n        <\/div>\n    <\/div>\n\n \n<\/article>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u5bf9\u6297\u5173\u7cfb\u89e6\u53d1\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u53cd\u9988\u5faa\u73af\u3002\u8d77\u521d\uff0c\u751f\u6210\u5668\u53ea\u80fd\u4ea7\u751f\u6beb\u65e0\u610f\u4e49\u7684\u6742\u4e71\u566a\u58f0\u3002\u7136\u800c\uff0c\u7531\u4e8e\u5224\u522b\u5668\u80fd\u591f\u8f7b\u6613\u53d1\u73b0\u8fd9\u4e9b\u7f3a\u9677\u5e76\u62d2\u7edd\u8fd9\u4e9b\u8f93\u51fa\uff0c\u751f\u6210\u5668\u88ab\u8feb\u8c03\u6574\u5176\u5185\u90e8\u53c2\u6570\uff0c\u4ee5\u521b\u5efa\u66f4\u5177\u8bf4\u670d\u529b\u7684\u7ed3\u6784\u3002\u53cd\u4e4b\uff0c\u968f\u7740\u751f\u6210\u5668\u5728\u6a21\u62df\u771f\u5b9e\u65b9\u9762\u53d8\u5f97\u66f4\u52a0\u719f\u7ec3\uff0c\u5224\u522b\u5668\u4e5f\u5fc5\u987b\u53d8\u5f97\u66f4\u52a0\u8001\u7ec3\uff0c\u4ee5\u8bc6\u522b\u51fa\u7ec6\u5fae\u7684\u4e0d\u4e00\u81f4\u4e4b\u5904\u3002\u8fd9\u79cd\u6301\u7eed\u7684\u201c\u519b\u5907\u7ade\u8d5b\u201d\u6700\u7ec8\u4f7f GAN \u80fd\u591f\u751f\u6210\u6781\u5176\u6e05\u6670\u3001\u9ad8\u5206\u8fa8\u7387\u7684\u4eba\u8138\u548c\u7269\u4f53\u3002\u5c3d\u7ba1\u53d6\u5f97\u4e86\u6210\u529f\uff0c\u4f46 GAN \u4ecd\u5b58\u5728\u663e\u8457\u7684\u5c40\u9650\u6027\uff0c\u4f8b\u5982\u201c\u6a21\u5f0f\u5d29\u6e83\u201d\uff08mode collapse\uff09\u2014\u2014\u8fd9\u662f\u4e00\u79cd\u751f\u6210\u5668\u627e\u5230\u5355\u4e00\u8f93\u51fa\u5373\u53ef\u6b3a\u9a97\u5224\u522b\u5668\uff0c\u4ece\u800c\u53cd\u590d\u751f\u6210\u5b8c\u5168\u76f8\u540c\u56fe\u50cf\u7684\u6545\u969c\u6a21\u5f0f\uff0c\u8fd9\u4e25\u91cd\u9650\u5236\u4e86\u521b\u4f5c\u7684\u591a\u6837\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0e\u6b64\u540c\u65f6\uff0c\u7814\u7a76\u4eba\u5458\u63a2\u7d22\u4e86\u53e6\u4e00\u79cd\u88ab\u79f0\u4e3a\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08Variational Autoencoders\uff0c\u7b80\u79f0 VAEs\uff09\u7684\u57fa\u7840\u67b6\u6784\u3002\u4e0e GAN \u7684\u7ade\u4e89\u6846\u67b6\u4e0d\u540c\uff0cVAEs \u6781\u5ea6\u4fa7\u91cd\u4e8e\u6570\u636e\u538b\u7f29\u548c\u91cd\u5efa\u3002VAE \u7531\u4e00\u4e2a\u7f16\u7801\u5668\u7ec4\u6210\uff0c\u5b83\u63a5\u6536\u8f93\u5165\u56fe\u50cf\u5e76\u5c06\u5176\u538b\u7f29\u4e3a\u4e00\u79cd\u9ad8\u6548\u7684\u3001\u4f4e\u7ef4\u7684\u6f5c\u7a7a\u95f4\u8868\u793a\uff0c\u4ec5\u6355\u6349\u6700\u5173\u952e\u7684\u7ed3\u6784\u7279\u5f81\u3002\u7b2c\u4e8c\u4e2a\u7ec4\u4ef6\u5373\u89e3\u7801\u5668\uff0c\u968f\u540e\u83b7\u53d6\u8fd9\u79cd\u538b\u7f29\u8868\u793a\uff0c\u5e76\u5c1d\u8bd5\u5c06\u5176\u5c3d\u53ef\u80fd\u51c6\u786e\u5730\u8fd8\u539f\u56de\u539f\u59cb\u56fe\u50cf\u3002\u901a\u8fc7\u5bf9\u8fd9\u79cd\u538b\u7f29\u7a7a\u95f4\u8fdb\u884c\u6b63\u5219\u5316\uff0cVAEs \u786e\u4fdd\u4e86\u6f5c\u7a7a\u95f4\u666f\u89c2\u7684\u5e73\u6ed1\u548c\u8fde\u7eed\uff0c\u8fd9\u610f\u5473\u7740\u5982\u679c\u4f60\u5728\u201c\u5706\u5f62\u201d\u548c\u201c\u65b9\u5f62\u201d\u7684\u5750\u6807\u4e4b\u95f4\u9009\u53d6\u4e00\u4e2a\u968f\u673a\u70b9\uff0c\u89e3\u7801\u5668\u5c06\u5e73\u6ed1\u5730\u6e32\u67d3\u51fa\u4e00\u4e2a\u5706\u89d2\u65b9\u5f62\u3002\u867d\u7136 VAEs \u63d0\u4f9b\u4e86\u51fa\u8272\u7684\u7a33\u5b9a\u6027\u548c\u591a\u6837\u6027\uff0c\u4f46\u5176\u6700\u7ec8\u8f93\u51fa\u901a\u5e38\u5e26\u6709\u660e\u663e\u7684\u6a21\u7cca\u611f\uff0c\u96be\u4ee5\u6355\u6349\u4eba\u7c7b\u89c2\u4f17\u5bf9\u9ad8\u4fdd\u771f\u827a\u672f\u6240\u671f\u5f85\u7684\u90a3\u79cd\u6e05\u6670\u3001\u590d\u6742\u7684\u7ec6\u8282\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u73b0\u4ee3\u8d85\u7ea7\u529b\u91cf\uff1a\u6269\u6563\u6a21\u578b\u4e0e\u566a\u58f0\u673a\u5236<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u4ee3 AI \u56fe\u50cf\u751f\u6210\u9886\u57df\u2014\u2014\u7531 Midjourney\u3001DALL-E \u548c Stable Diffusion \u7b49\u4e1a\u754c\u9886\u5148\u7cfb\u7edf\u6240\u4e3b\u5bfc\u2014\u2014\u662f\u7531\u4e00\u79cd\u5b8c\u5168\u4e0d\u540c\u7684\u7a81\u7834\u6027\u6280\u672f\u6240\u9a71\u52a8\u7684\uff0c\u8fd9\u5c31\u662f\u6269\u6563\u6a21\u578b\uff08Diffusion Models\uff09\u3002\u53d7\u975e\u5e73\u8861\u6001\u70ed\u529b\u5b66\u6982\u5ff5\u7684\u542f\u53d1\uff0c\u6269\u6563\u6a21\u578b\u5f7b\u5e95\u98a0\u8986\u4e86\u4ee5\u5f80\u56fe\u50cf\u5408\u6210\u7684\u8303\u5f0f\u3002\u8fd9\u4e9b\u6a21\u578b\u4e0d\u518d\u8bd5\u56fe\u4e00\u6b21\u6027\u4ece\u96f6\u6784\u5efa\u56fe\u50cf\uff0c\u800c\u662f\u5c06\u95ee\u9898\u8bbe\u5b9a\u4e3a\u4e00\u4e2a\u9010\u6b65\u63d0\u7eaf\u7684\u8fc7\u7a0b\uff0c\u901a\u8fc7\u638c\u63e1\u53d7\u63a7\u7834\u574f\uff08controlled destruction\uff09\u548c\u7cfb\u7edf\u6027\u91cd\u5efa\uff08systematic reconstruction\uff09\u7684\u827a\u672f\uff0c\u5b66\u4e60\u5982\u4f55\u751f\u6210\u590d\u6742\u7684\u89c6\u89c9\u5185\u5bb9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6269\u6563\u6a21\u578b\u7684\u8fd0\u4f5c\u673a\u5236\u5206\u4e3a\u4e24\u4e2a\u4e3b\u8981\u9636\u6bb5\uff1a\u524d\u5411\u6269\u6563\u8fc7\u7a0b\u548c\u53cd\u5411\u6269\u6563\u8fc7\u7a0b\u3002\u5728\u524d\u5411\u8fc7\u7a0b\u4e2d\uff0c\u7cfb\u7edf\u83b7\u53d6\u4e00\u5f20\u5b8c\u5168\u6e05\u6670\u7684\u8bad\u7ec3\u56fe\u50cf\uff0c\u5e76\u5728\u6570\u767e\u4e2a\u6b65\u9aa4\u4e2d\u523b\u610f\u5730\u9010\u6b65\u6ce8\u5165\u9ad8\u65af\u566a\u58f0\u3002\u968f\u7740\u6b65\u9aa4\u7684\u63a8\u8fdb\uff0c\u56fe\u50cf\u7684\u539f\u59cb\u7ed3\u6784\u7f13\u6162\u964d\u89e3\u3002\u5728\u524d\u5411\u94fe\u7684\u672b\u7aef\uff0c\u56fe\u50cf\u88ab\u5b8c\u5168\u7834\u574f\uff0c\u8f6c\u53d8\u4e3a\u4e00\u7247\u6beb\u65e0\u610f\u4e49\u7684\u968f\u673a\u50cf\u7d20\u9759\u6b62\u753b\u9762\uff0c\u7c7b\u4f3c\u4e8e\u65e7\u7535\u89c6\u673a\u5728\u6ca1\u6709\u4fe1\u53f7\u65f6\u51fa\u73b0\u7684\u96ea\u82b1\u566a\u58f0\u3002<\/p>\n\n\n\n<div style=\"background-color: #ffffff; border-radius: 16px; box-shadow: 0 10px 30px rgba(255, 128, 102, 0.1); padding: 30px; margin: 20px 0; border: 1px solid rgba(255, 128, 102, 0.15); font-family: sans-serif;\">\n    <h3 style=\"color: #ff8066; text-align: center; margin-top: 0;\">\u6269\u6563\u8fc7\u7a0b<\/h3>\n\n    <!-- Forward Diffusion -->\n    <div style=\"margin-bottom: 25px;\">\n        <h4 style=\"color: #e65c40; font-size: 14px; margin-bottom: 10px;\">\u524d\u5411\u6269\u6563<\/h4>\n        <div style=\"display: flex; align-items: center; justify-content: space-between;\">\n            <div style=\"background: #fff0ed; border: 1px solid #ff8066; color: #ff8066; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u6e05\u6670\u56fe\u50cf<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #fff3f0; border: 1px solid #ffb3a6; color: #e65c40; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u90e8\u5206\u566a\u58f0<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #333333; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u5b8c\u5168\u9759\u6001\u566a\u58f0<\/div>\n        <\/div>\n    <\/div>\n\n    <!-- Reverse Diffusion -->\n    <div>\n        <h4 style=\"color: #e65c40; font-size: 14px; margin-bottom: 10px;\">\u53cd\u5411\u6269\u6563<\/h4>\n        <div style=\"display: flex; align-items: center; justify-content: space-between;\">\n            <div style=\"background: #333333; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u5b8c\u5168\u9759\u6001\u566a\u58f0<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #fff3f0; border: 1px solid #ffb3a6; color: #e65c40; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u53bb\u566a\u9636\u6bb5<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #ff8066; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u6700\u7ec8\u56fe\u50cf<\/div>\n        <\/div>\n    <\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u771f\u6b63\u7684\u9b54\u6cd5\u53d1\u751f\u5728\u53cd\u5411\u6269\u6563\u8fc7\u7a0b\u4e2d\uff0c\u8fd9\u6b63\u662f\u5b9e\u9645\u751f\u6210\u56fe\u50cf\u7684\u9636\u6bb5\u3002\u795e\u7ecf\u7f51\u7edc\uff08\u901a\u5e38\u4f7f\u7528\u4e00\u79cd\u79f0\u4e3a U-Net \u7684\u67b6\u6784\uff09\u88ab\u8bad\u7ec3\u53bb\u89c2\u5bdf\u4e00\u5f20\u542b\u6709\u7279\u5b9a\u566a\u58f0\u6c34\u5e73\u7684\u56fe\u50cf\uff0c\u5e76\u7cbe\u786e\u9884\u6d4b\u5728\u524d\u4e00\u4e2a\u6b65\u9aa4\u4e2d\u52a0\u5165\u4e86\u591a\u5c11\u566a\u58f0\u3002\u901a\u8fc7\u5728\u6570\u5341\u4ebf\u4e2a\u6837\u672c\u4e0a\u5bf9\u7f51\u7edc\u8fdb\u884c\u8bad\u7ec3\uff0c\u5b83\u5b66\u4f1a\u4e86\u4ee5\u60ca\u4eba\u7684\u51c6\u786e\u5ea6\u51cf\u53bb\u8fd9\u4e9b\u9884\u6d4b\u7684\u566a\u58f0\u3002\u56e0\u6b64\uff0c\u5f53\u7528\u6237\u8bf7\u6c42\u751f\u6210\u4e00\u5f20\u65b0\u56fe\u50cf\u65f6\uff0cAI \u4f1a\u4ece\u4e00\u5f20\u7eaf\u7cb9\u7684\u3001\u968f\u673a\u7684\u6570\u5b66\u9759\u6001\u566a\u58f0\u753b\u5e03\u5f00\u59cb\u3002\u968f\u540e\uff0c\u5b83\u8fed\u4ee3\u5730\u5e94\u7528\u5176\u7ecf\u8fc7\u8bad\u7ec3\u7684 U-Net\uff0c\u4e00\u6b65\u6b65\u5265\u79bb\u566a\u58f0\u5c42\u3002\u968f\u7740\u6bcf\u4e00\u6b21\u8fed\u4ee3\uff0c\u6a21\u7cca\u7684\u5f62\u72b6\u5f00\u59cb\u4ece\u6df7\u6c8c\u4e2d\u9010\u6e10\u6e05\u6670\uff0c\u5c06\u62bd\u8c61\u7684\u8272\u5757\u8f6c\u5316\u4e3a\u8f6e\u5ed3\u5206\u660e\u7684\u8fb9\u7f18\u3001\u7eb9\u7406\uff0c\u6700\u7ec8\u6f14\u53d8\u6210\u4e00\u5f20\u9ad8\u5ea6\u8be6\u7ec6\u4e14\u8fde\u8d2f\u7684\u6700\u7ec8\u56fe\u50cf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6865\u63a5\u6587\u5b57\u4e0e\u50cf\u7d20\uff1a\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\uff08CLIP\uff09\u7684\u4f5c\u7528<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u867d\u7136\u6269\u6563\u6a21\u578b\u5728\u5c06\u968f\u673a\u566a\u58f0\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u89c6\u89c9\u5185\u5bb9\u65b9\u9762\u8868\u73b0\u5f97\u6781\u4e3a\u51fa\u8272\uff0c\u4f46\u5b83\u4eec\u5929\u751f\u7f3a\u4e4f\u7406\u89e3\u4eba\u7c7b\u8bed\u8a00\u6216\u4e66\u9762\u6587\u672c\u7684\u80fd\u529b\u3002\u4e3a\u4e86\u5f25\u5408\u4eba\u7c7b\u8bed\u8a00\u4e0e\u89c6\u89c9\u50cf\u7d20\u4e4b\u95f4\u7684\u9e3f\u6c9f\uff0c\u73b0\u4ee3\u751f\u6210\u7cfb\u7edf\u4f9d\u8d56\u4e8e\u4e00\u4e2a\u5173\u952e\u7684\u7ffb\u8bd1\u5c42\uff0c\u6700\u8457\u540d\u7684\u4f8b\u5b50\u4fbf\u662f OpenAI \u7684\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5373 CLIP\u3002\u5982\u679c\u6ca1\u6709\u50cf CLIP \u8fd9\u6837\u7684\u673a\u5236\uff0c\u6269\u6563\u6a21\u578b\u867d\u7136\u80fd\u591f\u751f\u6210\u7cbe\u7f8e\u4f46\u968f\u673a\u7684\u98ce\u666f\u6216\u7269\u4f53\uff0c\u5374\u65e0\u6cd5\u77e5\u9053\u5982\u4f55\u5c06\u8fd9\u4e9b\u521b\u4f5c\u4e0e\u7528\u6237\u660e\u786e\u7684\u4e66\u9762\u6307\u4ee4\u5bf9\u9f50\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CLIP \u662f\u5728\u4e00\u4e2a\u4ece\u4e92\u8054\u7f51\u4e0a\u641c\u96c6\u7684\u5e9e\u5927\u56fe\u50cf-\u6587\u672c\u5bf9\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\u3002\u5176\u4e3b\u8981\u76ee\u6807\u662f\u5b66\u4e60\u4e00\u4e2a\u5171\u4eab\u7684\u5d4c\u5165\u7a7a\u95f4\uff08shared embedding space\uff09\uff0c\u4f7f\u4e00\u6bb5\u6587\u672c\u63cf\u8ff0\u4e0e\u5176\u5bf9\u5e94\u7684\u56fe\u50cf\u88ab\u6620\u5c04\u5230\u540c\u4e00\u4e2a\u6570\u5b66\u5411\u91cf\u4e2d\u3002\u4f8b\u5982\uff0c\u201c\u4e00\u4e2a\u5145\u6ee1\u672a\u6765\u611f\u7684\u8d5b\u535a\u670b\u514b\u57ce\u5e02\u5929\u9645\u7ebf\u201d\u8fd9\u53e5\u8bdd\uff0c\u4e0e\u4e00\u5f20\u53d1\u5149\u7684\u9713\u8679\u90fd\u5e02\u6570\u5b57\u7ed8\u753b\uff0c\u4f1a\u88ab\u5f15\u5bfc\u81f3\u8fd9\u4e2a\u591a\u7ef4\u7a7a\u95f4\u4e2d\u7684\u540c\u4e00\u5750\u6807\u3002\u6a21\u578b\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\uff08contrastive learning\uff09\u6765\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u5373\u5728\u6700\u5927\u5316\u5339\u914d\u5bf9\u4e4b\u95f4\u7684\u6570\u5b66\u5bf9\u9f50\u5ea6\u7684\u540c\u65f6\uff0c\u79ef\u6781\u6700\u5c0f\u5316\u4e0d\u76f8\u5173\u6587\u672c\u4e0e\u56fe\u50cf\u4e4b\u95f4\u7684\u5bf9\u9f50\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/imgedits.net\/wp-content\/uploads\/2026\/06\/imgi_195_meta-launches-web-n-your-i_ceff.1920-1024x576.jpg\" alt=\"\u4e00\u4e2a\u5145\u6ee1\u6d3b\u529b\u7684\u3001\u7531 AI \u751f\u6210\u7684\u5947\u5e7b\u573a\u666f\uff0c\u753b\u9762\u4e2d\u4e00\u53ea\u53d1\u5149\u7684\u51e4\u51f0\u5728\u795e\u79d8\u68ee\u6797\u4e2d\u4e00\u4f4d\u5b64\u72ec\u7684\u6218\u58eb\u4e0a\u65b9\u5c55\u5f00\u53cc\u7ffc\uff0c\u5c55\u793a\u4e86\u73b0\u4ee3\u751f\u6210\u5f0f AI \u7684\u80fd\u529b\u3002\" class=\"wp-image-1148\" srcset=\"\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"\" \/><figcaption class=\"wp-element-caption\">\u4e00\u4e2a\u5145\u6ee1\u6d3b\u529b\u7684\u3001\u7531 AI \u751f\u6210\u7684\u5947\u5e7b\u573a\u666f\uff0c\u753b\u9762\u4e2d\u4e00\u53ea\u53d1\u5149\u7684\u51e4\u51f0\u5728\u795e\u79d8\u68ee\u6797\u4e2d\u4e00\u4f4d\u5b64\u72ec\u7684\u6218\u58eb\u4e0a\u65b9\u5c55\u5f00\u53cc\u7ffc\uff0c\u5c55\u793a\u4e86\u73b0\u4ee3\u751f\u6210\u5f0f AI \u7684\u80fd\u529b\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7528\u6237\u5728 AI \u751f\u6210\u5668\u4e2d\u8f93\u5165\u63d0\u793a\u8bcd\u65f6\uff0c\u8fd9\u6bb5\u6587\u672c\u4f1a\u7acb\u5373\u88ab\u8f93\u5165\u5230 CLIP \u7f51\u7edc\u7684\u6587\u672c\u7f16\u7801\u5668\uff08text encoder\uff09\u7ec4\u4ef6\u4e2d\u3002\u7f16\u7801\u5668\u5c06\u5355\u8bcd\u5b57\u7b26\u4e32\u8f6c\u6362\u4e3a\u4e00\u4e2a\u6d53\u7f29\u7684\u6570\u503c\u5411\u91cf\uff0c\u7528\u4ee5\u6982\u62ec\u8bf7\u6c42\u7684\u8bed\u4e49\u542b\u4e49\u3002\u968f\u540e\uff0c\u8be5\u6587\u672c\u5411\u91cf\u4f1a\u4f5c\u4e3a\u4e00\u79cd\u5f15\u5bfc\u529b\u6ce8\u5165\u5230\u53cd\u5411\u6269\u6563\u8fc7\u7a0b\u4e2d\uff0c\u901a\u5e38\u901a\u8fc7\u4e00\u79cd\u79f0\u4e3a\u201c\u4ea4\u53c9\u6ce8\u610f\u529b\u201d\uff08cross-attention\uff09\u7684\u673a\u5236\u6765\u5b9e\u73b0\u3002\u5f53 U-Net \u67b6\u6784\u52aa\u529b\u4ece\u6700\u521d\u7684\u9759\u6001\u753b\u5e03\u4e2d\u5265\u79bb\u566a\u58f0\u65f6\uff0c\u5b83\u4f1a\u4e0d\u65ad\u6839\u636e CLIP \u6587\u672c\u5411\u91cf\u6765\u68c0\u67e5\u751f\u6210\u8fdb\u5ea6\u3002\u6ce8\u610f\u529b\u673a\u5236\u5f15\u5bfc\u7740\u53bb\u566a\u8fc7\u7a0b\uff0c\u786e\u4fdd\u4ece\u9759\u6001\u566a\u58f0\u4e2d\u6d6e\u73b0\u51fa\u7684\u7ed3\u6784\uff0c\u80fd\u591f\u4e0e\u7528\u6237\u63d0\u793a\u8bcd\u4e2d\u6240\u8bf7\u6c42\u7684\u6982\u5ff5\u3001\u98ce\u683c\u548c\u5bf9\u8c61\u7cbe\u786e\u5bf9\u9f50\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6f5c\u7a7a\u95f4\u6269\u6563\u4e0e\u4f18\u5316\uff1a\u8ba9\u9ad8\u5206\u8fa8\u7387\u89e6\u624b\u53ef\u53ca<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6269\u6563\u6a21\u578b\u53d1\u5c55\u7684\u65e9\u671f\u9636\u6bb5\uff0c\u751f\u6210\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u6240\u9700\u7684\u8ba1\u7b97\u8d44\u6e90\u662f\u60ca\u4eba\u7684\u3002\u901a\u8fc7\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u6570\u767e\u4e2a\u6b65\u9aa4\u6765\u5904\u7406 1024\u00d71024 \u56fe\u50cf\u7684\u6bcf\u4e00\u4e2a\u50cf\u7d20\uff0c\u9700\u8981\u6d77\u91cf\u7684\u663e\u5b58\u548c\u5de8\u5927\u7684\u5904\u7406\u80fd\u529b\uff0c\u8fd9\u4f7f\u5f97\u5b83\u5bf9\u4e8e\u6d88\u8d39\u7ea7\u786c\u4ef6\u6216\u5927\u89c4\u6a21\u516c\u4f17\u90e8\u7f72\u6765\u8bf4\u5b8c\u5168\u4e0d\u5207\u5b9e\u9645\u3002\u8fd9\u4e00\u74f6\u9888\u4fc3\u6210\u4e86\u6f5c\u7a7a\u95f4\u6269\u6563\u6a21\u578b\uff08Latent Diffusion Models, LDMs\uff09\u7684\u53d1\u660e\uff0c\u8fd9\u662f\u4e00\u79cd\u9769\u547d\u6027\u7684\u4f18\u5316\u6280\u672f\uff0c\u6784\u6210\u4e86\u50cf Stable Diffusion \u8fd9\u6837\u7684\u5f00\u6e90\u6a21\u578b\u7684\u4e3b\u5e72\u3002\u6f5c\u7a7a\u95f4\u6269\u6563\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\uff0c\u6574\u4e2a\u53bb\u566a\u8fc7\u7a0b\u5e76\u975e\u53d1\u751f\u5728\u5e9e\u5927\u7684\u3001\u9ad8\u7ef4\u7684\u5b9e\u9645\u50cf\u7d20\u7a7a\u95f4\u4e2d\u3002\u76f8\u53cd\uff0c\u7cfb\u7edf\u5229\u7528\u4e00\u4e2a\u5f3a\u5927\u7684\u81ea\u52a8\u7f16\u7801\u5668\uff08Autoencoder\uff09\uff0c\u5728\u4efb\u4f55\u6269\u6563\u8fc7\u7a0b\u53d1\u751f\u4e4b\u524d\uff0c\u5c06\u521d\u59cb\u56fe\u50cf\u538b\u7f29\u6210\u4e00\u4e2a\u66f4\u5c0f\u3001\u7ef4\u5ea6\u66f4\u4f4e\u7684\u6f5c\u7a7a\u95f4\uff08latent space\uff09\u3002\u4f8b\u5982\uff0c\u4e00\u5f20\u901a\u5e38\u7531\u6570\u767e\u4e07\u4e2a\u7ea2\u3001\u7eff\u3001\u84dd\u50cf\u7d20\u503c\u7ec4\u6210\u7684\u56fe\u50cf\uff0c\u88ab\u538b\u7f29\u6210\u4e00\u4e2a\u7d27\u51d1\u7684\u6570\u5b66\u8868\u793a\uff0c\u5176\u5927\u5c0f\u4ec5\u4e3a\u539f\u59cb\u56fe\u50cf\u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u4f46\u5374\u4fdd\u7559\u4e86\u6240\u6709\u5fc5\u8981\u7684\u8bed\u4e49\u548c\u7ed3\u6784\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65e6\u56fe\u50cf\u88ab\u5b89\u5168\u5730\u201c\u6298\u53e0\u201d\u8fdb\u8fd9\u4e2a\u9ad8\u6548\u7684\u6f5c\u7a7a\u95f4\uff08latent space\uff09\u4e2d\uff0c\u524d\u5411\u548c\u53cd\u5411\u6269\u6563\u8fc7\u7a0b\u4fbf\u4f1a\u968f\u4e4b\u5c55\u5f00\u3002\u7531\u4e8e\u795e\u7ecf\u7f51\u7edc\u64cd\u7eb5\u7684\u4ec5\u4ec5\u662f\u9ad8\u5ea6\u538b\u7f29\u7684\u6570\u5b66\u62bd\u8c61\uff0c\u800c\u975e\u6570\u767e\u4e07\u4e2a\u72ec\u7acb\u7684\u50cf\u7d20\uff0c\u8ba1\u7b97\u8d1f\u8f7d\u4fbf\u5927\u5e45\u964d\u4f4e\u4e86\u3002\u8fd9\u4f7f\u5f97\u8be5\u6a21\u578b\u80fd\u591f\u5728\u6807\u51c6\u7684\u6d88\u8d39\u7ea7\u663e\u5361\u4e0a\u9ad8\u6548\u8fd0\u884c\u3002\u5f53\u53cd\u5411\u6269\u6563\u8fc7\u7a0b\u5b8c\u6210\uff0c\u4e14\u6f5c\u7a7a\u95f4\u5185\u7684\u566a\u58f0\u88ab\u6210\u529f\u79fb\u9664\u540e\uff0c\u6700\u7ec8\u4f18\u5316\u540e\u7684\u6f5c\u5411\u91cf\uff08latent vector\uff09\u4f1a\u88ab\u4f20\u9001\u5230\u81ea\u52a8\u7f16\u7801\u5668\uff08Autoencoder\uff09\u7684\u89e3\u7801\u5668\u7ec4\u4ef6\u4e2d\u3002\u89e3\u7801\u5668\u5c06\u8fd9\u4e9b\u62bd\u8c61\u7684\u6570\u5b57\u7ffb\u8bd1\u56de\u50cf\u7d20\u9886\u57df\uff0c\u77ac\u95f4\u5c06\u7d27\u51d1\u7684\u5411\u91cf\u201c\u81a8\u80c0\u201d\u6210\u4e00\u5f20\u5e7f\u9614\u3001\u6e05\u6670\u3001\u9ad8\u5206\u8fa8\u7387\u7684\u56fe\u50cf\uff0c\u5448\u73b0\u7ed9\u7528\u6237\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f26\u7406\u3001\u771f\u5b9e\u611f\u4e0e\u5408\u6210\u5a92\u4f53\u7684\u672a\u6765<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u6570\u5b66\u548c\u67b6\u6784\u6846\u67b6\u65e5\u8d8b\u6210\u719f\uff0c\u5408\u6210\u5a92\u4f53\u4e0e\u73b0\u5b9e\u4e16\u754c\u4e4b\u95f4\u7684\u754c\u9650\u6b63\u5728\u8fc5\u901f\u6d88\u878d\u3002\u6269\u6563\u6a21\u578b\u3001\u6f5c\u7a7a\u95f4\u4ee5\u53ca\u8de8\u6ce8\u610f\u529b\u6587\u672c\u5bf9\u9f50\uff08cross-attention text alignment\uff09\u7684\u5e95\u5c42\u539f\u7406\u5df2\u7ecf\u6f14\u8fdb\u5230\u8db3\u4ee5\u8ba9 AI \u6a21\u578b\u771f\u5b9e\u518d\u73b0\u590d\u6742\u5149\u5f71\u73b0\u8c61\u7684\u5730\u6b65\uff0c\u4f8b\u5982\u6b21\u8868\u9762\u6563\u5c04\u3001\u5168\u5c40\u5149\u7167\u4ee5\u53ca\u590d\u6742\u7684\u666f\u6df1\u6548\u679c\u3002\u8d77\u521d\uff0c\u8fd9\u53ea\u662f\u5b66\u672f\u5b9e\u9a8c\u5ba4\u91cc\u4e00\u7cfb\u5217\u4f4e\u5206\u8fa8\u7387\u7684\u5b9e\u9a8c\uff0c\u5982\u4eca\u5df2\u53d1\u5c55\u6210\u4e3a\u4e00\u573a\u5f71\u54cd\u5e73\u9762\u8bbe\u8ba1\u3001\u7535\u5f71\u5236\u4f5c\u3001\u5efa\u7b51\u8bbe\u8ba1\u548c\u7535\u5b50\u6e38\u620f\u5f00\u53d1\u7b49\u9886\u57df\u7684\u4ea7\u4e1a\u9769\u547d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u800c\uff0c\u8fd9\u4e9b\u5e95\u5c42\u539f\u5219\u6240\u5e26\u6765\u7684\u5de8\u5927\u529b\u91cf\u4e5f\u5f15\u53d1\u4e86\u91cd\u5927\u7684\u793e\u4f1a\u548c\u4f26\u7406\u8003\u91cf\u3002\u7531\u4e8e\u8fd9\u4e9b\u7f51\u7edc\u662f\u901a\u8fc7\u5bfb\u627e\u4eba\u7c7b\u521b\u5efa\u7684\u6570\u636e\u96c6\u4e2d\u7684\u7edf\u8ba1\u6a21\u5f0f\u6765\u8fdb\u884c\u5b66\u4e60\u7684\uff0c\u56e0\u6b64\u5b83\u4eec\u6781\u6613\u5438\u6536\u5e76\u653e\u5927\u8bad\u7ec3\u6570\u636e\u4e2d\u5b58\u5728\u7684\u4efb\u4f55\u793e\u4f1a\u504f\u89c1\u3001\u523b\u677f\u5370\u8c61\u6216\u5386\u53f2\u4e0d\u51c6\u786e\u6027\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u5982\u6b64\u8f7b\u6613\u5730\u64cd\u7eb5\u53cd\u5411\u6269\u6563\u8fc7\u7a0b\u6765\u751f\u6210\u5b8c\u7f8e\u65e0\u7455\u7684\u771f\u4eba\u5408\u6210\u5f71\u50cf\uff0c\u5f15\u53d1\u4e86\u4eba\u4eec\u5bf9\u6570\u5b57\u771f\u5b9e\u6027\u3001\u865a\u5047\u4fe1\u606f\u3001\u77e5\u8bc6\u4ea7\u6743\u4ee5\u53ca\u89c6\u89c9\u5a92\u4f53\u4fe1\u4efb\u5ea6\u5168\u9762\u6d41\u5931\u7684\u6df1\u5207\u62c5\u5fe7\u3002\u5c55\u671b\u672a\u6765\uff0cAI \u56fe\u50cf\u751f\u6210\u7684\u53d1\u5c55\u6b63\u4ece\u9759\u6001\u7684 2D \u56fe\u50cf\u8f6c\u5411\u52a8\u6001\u7684\u591a\u7ef4\u7a7a\u95f4\u6269\u5c55\u3002\u76ee\u524d\uff0c\u6587\u751f\u56fe\u5408\u6210\u7684\u76f8\u540c\u57fa\u7840\u539f\u5219\u6b63\u88ab\u6539\u7f16\uff0c\u4ee5\u9a71\u52a8\u5148\u8fdb\u7684\u6587\u751f\u89c6\u9891\u67b6\u6784\u3001\u81ea\u52a8\u5316 3D \u8d44\u4ea7\u751f\u6210\u548c\u4ea4\u4e92\u5f0f\u865a\u62df\u73af\u5883\u3002\u901a\u8fc7\u5c06\u65f6\u95f4\u548c\u6df1\u5ea6\u89c6\u4e3a\u6f5c\u7a7a\u95f4\u5185\u7684\u989d\u5916\u6570\u5b66\u7ef4\u5ea6\uff0c\u795e\u7ecf\u7f51\u7edc\u6b63\u5728\u5b66\u4e60\u5982\u4f55\u5728\u5e27\u4e0e\u5e27\u4e4b\u95f4\u4fdd\u6301\u7ed3\u6784\u548c\u65f6\u95f4\u7684\u4e00\u81f4\u6027\u3002\u968f\u7740\u8ba1\u7b97\u6548\u7387\u7684\u63d0\u9ad8\u548c\u7b97\u6cd5\u67b6\u6784\u7684\u4e0d\u65ad\u5b8c\u5584\uff0c\u4ece\u4eba\u7c7b\u60f3\u8c61\u529b\u6fc0\u53d1\u51fa\u7684\u4e00\u70b9\u706b\u82b1\u5230\u5b8c\u5168\u5b9e\u73b0\u7684\u8d85\u903c\u771f\u6570\u5b57\u73b0\u5b9e\uff0c\u8fd9\u6bb5\u8ddd\u79bb\u5c06\u6301\u7eed\u7f29\u77ed\uff0c\u5e76\u6c38\u8fdc\u6539\u53d8\u4eba\u7c7b\u521b\u9020\u529b\u548c\u6280\u672f\u8868\u8fbe\u7684\u683c\u5c40\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>The ability of artificial intelligence to generate photorealistic imagery, intricate artwork, and complex visual designs from simple textual prompts stands as one of the most remarkable technological leaps of the twenty-first century. For decades, computer graphics relied strictly on procedural algorithms, geometric modeling, and manual manipulation by human artists. Today, generative AI models can synthesize [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1148,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_seopress_titles_title":"How Does AI Create Images? A Simple Guide to Generative Art","_seopress_titles_desc":"Curious about how AI turns text into stunning images? Learn how diffusion models, latent space, and AI \"translators\" work together to turn your prompts into reality.","_seopress_robots_index":"","_seopress_robots_follow":"","_seopress_robots_imageindex":"","_seopress_robots_snippet":"","_seopress_robots_primary_cat":"","_seopress_robots_breadcrumbs":"","_seopress_robots_freeze_modified_date":"","_seopress_robots_custom_modified_date":"","_seopress_robots_canonical":"","_seopress_social_fb_title":"","_seopress_social_fb_desc":"","_seopress_social_fb_img":"","_seopress_social_fb_img_attachment_id":0,"_seopress_social_fb_img_width":0,"_seopress_social_fb_img_height":0,"_seopress_social_twitter_title":"","_seopress_social_twitter_desc":"","_seopress_social_twitter_img":"","_seopress_social_twitter_img_attachment_id":0,"_seopress_social_twitter_img_width":0,"_seopress_social_twitter_img_height":0,"_seopress_redirections_value":"","_seopress_redirections_enabled":"","_seopress_redirections_enabled_regex":"","_seopress_redirections_logged_status":"","_seopress_redirections_param":"","_seopress_redirections_type":0,"_seopress_analysis_target_kw":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-1146","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-post"],"_links":{"self":[{"href":"https:\/\/imgedits.net\/zh\/wp-json\/wp\/v2\/posts\/1146","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/imgedits.net\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/imgedits.net\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/imgedits.net\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/imgedits.net\/zh\/wp-json\/wp\/v2\/comments?post=1146"}],"version-history":[{"count":4,"href":"https:\/\/imgedits.net\/zh\/wp-json\/wp\/v2\/posts\/1146\/revisions"}],"predecessor-version":[{"id":1153,"href":"https:\/\/imgedits.net\/zh\/wp-json\/wp\/v2\/posts\/1146\/revisions\/1153"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/imgedits.net\/zh\/wp-json\/wp\/v2\/media\/1148"}],"wp:attachment":[{"href":"https:\/\/imgedits.net\/zh\/wp-json\/wp\/v2\/media?parent=1146"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/imgedits.net\/zh\/wp-json\/wp\/v2\/categories?post=1146"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/imgedits.net\/zh\/wp-json\/wp\/v2\/tags?post=1146"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}