{"id":22807,"date":"2024-10-29T09:55:36","date_gmt":"2024-10-29T01:55:36","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=22807"},"modified":"2024-10-29T09:55:36","modified_gmt":"2024-10-29T01:55:36","slug":"%e9%99%90%e5%a4%a9%e6%b0%94%e6%95%b0%e6%8d%ae%e7%94%9f%e6%88%90%ef%bc%81weatherdg%ef%bc%9avlm%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e7%9b%b4%e6%8e%a5%e7%88%86%e6%8b%8914%e4%b8%aa%e7%82%b9","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/10\/29\/22807\/","title":{"rendered":"\u9650\u5929\u6c14\u6570\u636e\u751f\u6210\uff01WeatherDG\uff1aVLM+\u6269\u6563\u6a21\u578b\u76f4\u63a5\u7206\u62c914\u4e2a\u70b9"},"content":{"rendered":"<div><img data-dominant-color=\"837e79\" data-has-transparency=\"false\" style=\"--dominant-color: #837e79;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-22809\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/8445fb010d286508db22398e1b6d9a97c2d12f-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/8445fb010d286508db22398e1b6d9a97c2d12f-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/8445fb010d286508db22398e1b6d9a97c2d12f-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u4eca\u5929\u4e3a\u5927\u5bb6\u5206\u4eab\u82f1\u56fd\u5229\u5179\u5927\u5b66&amp;\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u6700\u65b0\u7684\u5de5\u4f5c\u2014WeatherDG\uff01\u57fa\u4e8eVLM\u7684\u65e0\u9650\u5929\u6c14\u6570\u636e\u751f\u6210\u65b9\u6848\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" 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decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202410\/29\/93e3a52330805814f86035683d2ff3ebe3f9a5.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h2>1. \u5f15\u8a00<\/h2>\n<p class=\"js_darkmode__31\">\u8bed\u4e49\u5206\u5272\u662f\u81ea\u52a8\u9a7e\u9a76\u7684\u57fa\u672c\u4efb\u52a1\u3002\u5c3d\u7ba1\u5728\u8fd9\u4e00\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6210\u5c31\uff0c\u73b0\u6709\u6a21\u578b\u5728\u90e8\u7f72\u5230\u672a\u77e5\u9886\u57df\u65f6\u4ecd\u9762\u4e34\u4e25\u91cd\u6311\u6218\uff0c\u8fd9\u6e90\u4e8e\u4f17\u6240\u5468\u77e5\u7684\u9886\u57df\u504f\u79fb\u95ee\u9898\u3002\u6b64\u5916\uff0c\u5f53\u672a\u89c1\u9886\u57df\u5177\u6709\u6076\u52a3\u5929\u6c14\u6761\u4ef6\u65f6\uff0c\u8fd9\u4e00\u95ee\u9898\u4f1a\u66f4\u52a0\u4e25\u91cd\uff0c\u5982\u96fe\u5929\u3001\u96e8\u5929\u3001\u96ea\u5929\u548c\u591c\u665a\u573a\u666f\u3002<br 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Diffusion\uff08SD\uff09\u5c55\u793a\u4e86\u751f\u6210\u903c\u771f\u3001\u591a\u6837\u5316\u9ad8\u8d28\u91cf\u56fe\u50cf\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u6fc0\u53d1\u4e86\u6211\u4eec\u5229\u7528SD\u6765\u89e3\u51b3\u4ee5\u5f80\u6570\u636e\u589e\u5f3a\u65b9\u6cd5\u5728\u9886\u57df\u6cdb\u5316\u4e2d\u7684\u4e0d\u8db3\u3002\u7136\u800c\uff0c\u76f4\u63a5\u5c06SD\u5e94\u7528\u4e8e\u6211\u4eec\u7684\u4efb\u52a1\u4f1a\u4ea7\u751f\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u751f\u6210\u7684\u6837\u5f0f\u548c\u5e03\u5c40\u4e0e\u9a7e\u9a76\u573a\u666f\u6837\u672c\u5dee\u5f02\u8f83\u5927\uff08\u89c1\u56fe2b\uff09\u3002\u7531\u4e8eSD\u7684\u8bad\u7ec3\u6570\u636e\u5305\u542b\u5404\u79cd\u7c7b\u578b\u7684\u56fe\u50cf\uff0c\u800c\u4e0d\u662f\u4e13\u95e8\u9488\u5bf9\u9a7e\u9a76\u573a\u666f\uff0c\u5bfc\u81f4\u65e0\u6cd5\u751f\u6210\u5177\u6709\u9a7e\u9a76\u5c4f\u5e55\u7279\u5f81\u7684\u6837\u672c\uff0c\u7f3a\u4e4f\u7ec6\u81f4\u548c\u660e\u786e\u7684\u6307\u5bfc\u3002<\/p>\n<h2>2. 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class=\"js_darkmode__36\">DGSS\u65e8\u5728\u8bad\u7ec3\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u4f7f\u5176\u5728\u591a\u4e2a\u672a\u89c1\u9886\u57df\u7684\u8bed\u4e49\u5206\u5272\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\u3002\u73b0\u6709\u7684DGSS\u65b9\u6cd5\u901a\u8fc7\u5f52\u4e00\u5316\u6216\u6570\u636e\u589e\u5f3a\u6765\u89e3\u51b3\u9886\u57df\u5dee\u5f02\u95ee\u9898\u3002\u5f52\u4e00\u5316\u65b9\u6cd5\u901a\u8fc7\u5bf9\u6e90\u7279\u5f81\u7684\u5747\u503c\u548c\u6807\u51c6\u5dee\u8fdb\u884c\u5f52\u4e00\u5316\u8bad\u7ec3\uff0c\u6216\u901a\u8fc7\u767d\u5316\u8fd9\u4e9b\u7279\u5f81\u7684\u534f\u65b9\u5dee\u6765\u89e3\u51b3\u95ee\u9898\u3002\u57fa\u4e8e\u6570\u636e\u589e\u5f3a\u7684\u65b9\u6cd5\u5219\u5c06\u6e90\u56fe\u50cf\u8f6c\u5316\u4e3a\u968f\u673a\u98ce\u683c\u5316\u7684\u7248\u672c\uff0c\u4ee5\u5f15\u5bfc\u6a21\u578b\u6355\u6349\u9886\u57df\u4e0d\u53d8\u7684\u5f62\u72b6\u7279\u5f81\uff0c\u56e0\u4e3a\u7eb9\u7406\u63d0\u793a\u88ab\u968f\u673a\u98ce\u683c\u66ff\u4ee3\u3002<\/p>\n<h3>\u65e0\u76d1\u7763\u9886\u57df\u81ea\u9002\u5e94\uff08UDA\uff09<\/h3>\n<p class=\"js_darkmode__40\">UDA\u65e8\u5728\u63d0\u5347\u6a21\u578b\u5728\u9886\u57df\u7279\u5b9a\u6570\u636e\u4e0a\u7684\u8868\u73b0\uff0c\u800c\u65e0\u9700\u6807\u6ce8\u7684\u793a\u4f8b\u3002\u73b0\u6709\u7684UDA\u6280\u672f\u53ef\u4ee5\u5206\u4e3a\u4e09\u7c7b\uff1a\u5dee\u5f02\u6700\u5c0f\u5316\u3001\u5bf9\u6297\u6027\u8bad\u7ec3\u548c\u81ea\u8bad\u7ec3\u3002\u6700\u8fd1\uff0cDATUM [27] \u63d0\u51fa\u4e86\u4e00\u79cd\u5355\u6b21\u57df\u81ea\u9002\u5e94\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u4f7f\u7528\u76ee\u6807\u57df\u4e2d\u7684\u5355\u4e2a\u56fe\u50cf\u751f\u6210\u6570\u636e\u96c6\uff0c\u5e76\u7ed3\u5408\u65e0\u76d1\u7763\u57df\u81ea\u9002\u5e94\u8bad\u7ec3\u65b9\u6cd5\u6765\u5f25\u5408\u6a21\u62df\u5230\u73b0\u5b9e\u7684\u5dee\u8ddd\u3002\u6b64\u5916\uff0cPODA [28] 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\u5c06\u5408\u6210\u56fe\u50cf\u8f6c\u6362\u4e3a\u73b0\u5b9e\u4e16\u754c\u98ce\u683c\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u901a\u5e38\u7f3a\u4e4f\u771f\u5b9e\u611f\uff0c\u5e76\u91cd\u590d\u8bad\u7ec3\u6570\u636e\u7684\u7a7a\u95f4\u5e03\u5c40\uff0c\u9650\u5236\u4e86\u591a\u6837\u6027\u3002<\/p>\n<p class=\"js_darkmode__45\">\u53e6\u4e00\u65b9\u9762\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e5f\u53d1\u6325\u7740\u5173\u952e\u4f5c\u7528\u3002CuPL [31] \u5229\u7528 GPT-3 [32] \u751f\u6210\u6587\u672c\u63cf\u8ff0\uff0c\u589e\u5f3a\u96f6\u6837\u672c\u56fe\u50cf\u5206\u7c7b\u3002CLOUDS [9] \u4f7f\u7528 Llama [33] \u521b\u5efa\u7528\u4e8e\u6269\u6563\u6a21\u578b\u7684\u63d0\u793a\u3002\u7136\u800c\uff0c\u5b83\u4eec\u672a\u80fd\u5145\u5206\u8003\u8651\u56e0\u5929\u6c14\u548c\u5149\u7167\u6761\u4ef6\u53d8\u5316\u5e26\u6765\u7684\u590d\u6742\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u91c7\u7528\u4e86\u4e00\u7cfb\u5217\u4f5c\u4e3a\u4ee3\u7406\u7684LLM\uff0c\u4e0d\u4ec5\u80fd\u591f\u4e3a\u590d\u6742\u7684\u73b0\u5b9e\u573a\u666f\u751f\u6210\u8be6\u7ec6\u63cf\u8ff0\uff0c\u8fd8\u5b9e\u65bd\u4e86\u5b9a\u5236\u7684\u751f\u6210\u7b56\u7565\u3002\u8fd9\u6837\u4fdd\u8bc1\u4e86\u751f\u6210\u7684\u56fe\u50cf\u65e2\u591a\u6837\u53c8\u771f\u5b9e\uff0c\u4e14\u80fd\u591f\u89e3\u51b3\u5728\u590d\u6742\u6761\u4ef6\u4e0b\u7684\u7c7b\u522b\u4e0d\u5e73\u8861\u95ee\u9898\u3002<\/p>\n<h2>3. \u63d0\u51fa\u7684\u65b9\u6cd5<\/h2>\n<p class=\"js_darkmode__47\">WeatherDG\u65e8\u5728\u751f\u6210\u9002\u7528\u4e8e\u7279\u5b9a\u5929\u6c14\u7684\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u56fe\u50cf\uff0c\u4ee5\u589e\u5f3a\u6076\u52a3\u6761\u4ef6\u4e0b\u7684\u8bed\u4e49\u5206\u5272\u6027\u80fd\u3002\u6211\u4eec\u9996\u5148\u901a\u8fc7\u5fae\u8c03\u6269\u6563\u6a21\u578b\u6765\u9002\u5e94\u6e90\u9886\u57df\u7684\u573a\u666f\u5148\u9a8c\uff0c\u786e\u4fdd\u751f\u6210\u7684\u56fe\u50cf\u7b26\u5408\u9a7e\u9a76\u573a\u666f\u3002\u63a5\u7740\uff0c\u6211\u4eec\u91c7\u7528\u7a0b\u5e8f\u5316\u7684\u63d0\u793a\u751f\u6210\u65b9\u6cd5\uff0c\u521b\u5efa\u8be6\u7ec6\u7684\u63d0\u793a\uff0c\u4f7f\u6269\u6563\u6a21\u578b\u80fd\u591f\u751f\u6210\u903c\u771f\u4e14\u591a\u6837\u5316\u7684\u5929\u6c14\u548c\u5149\u7167\u6548\u679c\u3002\u6700\u540e\uff0c\u6211\u4eec\u5229\u7528UDA\u8bad\u7ec3\u65b9\u6cd5\u6765\u4f7f\u7528\u751f\u6210\u7684\u56fe\u50cf\u8fdb\u884c\u8bed\u4e49\u5206\u5272\u6a21\u578b\u7684\u8bad\u7ec3\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202410\/29\/37f03194868e2ba9dad304265e89e6f1399cc5.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h3>3.1 SD\u5fae\u8c03<\/h3>\n<p class=\"js_darkmode__52\">\u9996\u5148\uff0c\u4f7f\u7528\u6e90\u6570\u636e\u5bf9Stable Diffusion\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u786e\u4fdd\u751f\u6210\u7684\u56fe\u50cf\u80fd\u591f\u66f4\u597d\u5730\u4e0e\u771f\u5b9e\u7684\u9a7e\u9a76\u573a\u666f\u5bf9\u9f50\u3002\u6211\u4eec\u5728\u63d0\u793a\u4e2d\u4f7f\u7528\u4e00\u4e2a\u552f\u4e00\u6807\u8bc6\u7b26\uff0c\u5c06\u5148\u9a8c\u77e5\u8bc6\u4e0e\u4ece\u6e90\u57df\u6570\u636e\u96c6\u4e2d\u9009\u62e9\u7684\u4e00\u5f20\u56fe\u50cf\u5173\u8054\u8d77\u6765\u3002\u4f8b\u5982\uff0c\u63d0\u793a\u8bed\u53e5&#8221;A photo of V* driving scene&#8221;\u4f1a\u4e0e\u4ece\u9009\u5b9a\u56fe\u50cf\u4e2d\u88c1\u526a\u51fa\u7684\u56fe\u50cf\u5757\u76f8\u5173\u8054\uff0c\u5176\u4e2dV* \u6807\u8bc6\u8be5\u573a\u666f\uff0c\u800c\u201c\u9a7e\u9a76\u573a\u666f\u201d\u5bf9\u5176\u8fdb\u884c\u5bbd\u6cdb\u63cf\u8ff0\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u9632\u6b62\u8bed\u8a00\u6f02\u79fb\uff0c\u5e76\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u3002\u8bad\u7ec3\u8fc7\u7a0b\u5982\u56fe4a\u6240\u793a\u3002\u8bad\u7ec3\u7ed3\u675f\u540e\uff0c\u6a21\u578b\u901a\u8fc7\u552f\u4e00\u6807\u8bc6\u7b26V*\u6355\u6349\u573a\u666f\u5148\u9a8c\uff0c\u5e76\u80fd\u591f\u5728\u7c7b\u4f3c\u7684\u4e0a\u4e0b\u6587\u4e2d\u751f\u6210\u65b0\u7684\u5b9e\u4f8b\uff0c\u5982\u56fe4b\u6240\u793a\uff0c\u5e94\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u6570\u636e\u96c6\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202410\/29\/d42786e3491b7240f7e5774765706652f71ece.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202410\/29\/15aa0fe767e6100f0878622f88c6c3401029c1.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h3>3.2 \u7a0b\u5e8f\u5316\u63d0\u793a\u751f\u6210<\/h3>\n<p class=\"js_darkmode__58\">\u5176\u6b21\uff0c\u5229\u7528LLMs\u4e4b\u95f4\u7684\u534f\u4f5c\u751f\u6210\u8be6\u7ec6\u548c\u591a\u6837\u7684\u573a\u666f\u63d0\u793a\uff1b\u6700\u540e\uff0c\u5229\u7528\u8fd9\u4e9b\u4e30\u5bcc\u7684\u63d0\u793a\u521b\u9020\u591a\u6837\u7684\u8bad\u7ec3\u6837\u672c\u3002\u4e3a\u4e86\u4f7f\u6269\u6563\u6a21\u578b\u751f\u6210\u5929\u6c14\u548c\u5149\u7167\u6548\u679c\uff0c\u5fc5\u987b\u5c06\u5177\u4f53\u7684\u5929\u6c14\u6761\u4ef6\u548c\u4e00\u5929\u4e2d\u7684\u65f6\u95f4\u6574\u5408\u5230\u63d0\u793a\u4e2d\u3002\u7136\u800c\uff0c\u7b80\u5355\u7684\u6a21\u677f\u5982\u201cA photo of [CLS], [WEATHER], [TIME]\u201d\u5f80\u5f80\u65e0\u6cd5\u63d0\u4f9b\u8db3\u591f\u7684\u591a\u6837\u6027\u548c\u7ec6\u8282\uff0c\u56e0\u6b64\u9700\u8981\u66f4\u7ec6\u81f4\u7684\u63cf\u8ff0\u3002\u624b\u52a8\u7f16\u5199\u8fd9\u4e9b\u63cf\u8ff0\u975e\u5e38\u8017\u65f6\uff0c\u56e0\u6b64\u6211\u4eec\u8003\u8651\u91c7\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6765\u81ea\u52a8\u5316\u8fd9\u4e00\u8fc7\u7a0b\u3002\u6b64\u5916\uff0c\u9274\u4e8e\u6076\u52a3\u5929\u6c14\u6761\u4ef6\u4e0b\u52a8\u6001\u5bf9\u8c61\u6837\u672c\u7684\u7a00\u7f3a\u6027\uff0c\u6211\u4eec\u9700\u8981\u5728\u63d0\u793a\u751f\u6210\u8fc7\u7a0b\u4e2d\u91c7\u7528\u5e73\u8861\u751f\u6210\u7b56\u7565\uff0c\u4ee5\u4e30\u5bcc\u8fd9\u4e9b\u5bf9\u8c61\u7684\u6837\u672c\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5bf9\u751f\u6210\u63d0\u793a\u7684\u8981\u6c42\u6709\u4e09\u70b9\uff1a1) \u5e94\u8be5\u91c7\u7528\u5e73\u8861\u7684\u751f\u6210\u7b56\u7565\uff0c2) \u5f15\u5165\u4e0d\u540c\u7684\u5929\u6c14\u548c\u5149\u7167\u6761\u4ef6\uff0c3) \u63d0\u4f9b\u8be6\u7ec6\u7684\u63cf\u8ff0\u3002\u6700\u91cd\u8981\u7684\u662f\uff0c\u6240\u6709\u7684\u63d0\u793a\u90fd\u7531LLM\u6a21\u578b\u81ea\u52a8\u751f\u6210\uff0c\u4ee5\u51cf\u5c11\u4eba\u5de5\u5e72\u9884\u3002<\/p>\n<p class=\"js_darkmode__59\">\u5728\u5b9e\u73b0\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u76f4\u63a5\u4e3a\u5355\u4e2aLLM\u6a21\u578b\u63d0\u4f9b\u4e00\u6761\u6307\u4ee4\u5e76\u4e0d\u80fd\u6ee1\u8db3\u6211\u4eec\u6240\u6709\u7684\u9700\u6c42\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u751f\u6210\u7684\u63d0\u793a\u5f80\u5f80\u4e0e\u6211\u4eec\u8bbe\u8ba1\u7684\u751f\u6210\u7b56\u7565\u4e0d\u7b26\uff0c\u6216\u8005\u672a\u8fbe\u5230\u6211\u4eec\u671f\u671b\u7684\u8be6\u7ec6\u63cf\u8ff0\u6c34\u5e73\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u79cd\u7a0b\u5e8f\u5316\u7684\u63d0\u793a\u751f\u6210\u65b9\u6cd5\uff0c\u6d89\u53ca\u4e09\u4e2aLLM\u4ee3\u7406\uff0c\u5206\u522b\u662f\u5b9e\u4f8b\u91c7\u6837\u5668\u3001\u573a\u666f\u521b\u4f5c\u8005\u548c\u573a\u666f\u63cf\u8ff0\u5668\u3002\u8fd9\u79cd\u5206\u5c42\u7684\u65b9\u6cd5\u4f7f\u6211\u4eec\u80fd\u591f\u7cbe\u786e\u5730\u751f\u6210\u7528\u4e8e\u56fe\u50cf\u751f\u6210\u7684\u6587\u672c\u63d0\u793a\uff0c\u786e\u4fdd\u6bcf\u4e2a\u63d0\u793a\u7684\u5404\u4e2a\u65b9\u9762\u90fd\u4e0e\u6211\u4eec\u9884\u671f\u7684\u7ed3\u679c\u4e00\u81f4\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202410\/29\/d29916e8014a9f0c406099ac32804a17445677.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h3>4 \u5b9e\u9a8c<\/h3>\n<p class=\"js_darkmode__64\">\u6211\u4eec\u53ef\u89c6\u5316\u56fe\u7247\u751f\u6210\u7ed3\u679c\uff0c\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u4e30\u5bcc\u7684\u5929\u6c14\u573a\u666f\u7684\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u3002\u56fe6\u4e2d\u7684\u7ed3\u679c\u8868\u660e\uff0c\u666e\u901a\u7684Stable Diffusion\u503e\u5411\u4e8e\u751f\u6210\u5177\u6709\u827a\u672f\u98ce\u683c\u6216\u7535\u5f71\u6444\u5f71\u6548\u679c\u7684\u56fe\u50cf\uff0c\u5982\u5728\u201c\u5361\u8f66\u201d\u3001\u201c\u81ea\u884c\u8f66\u201d\u3001\u201c\u6469\u6258\u8f66\u201d\u548c\u201c\u516c\u4ea4\u8f66\u201d\u7b49\u7c7b\u522b\u4e2d\u6240\u89c1\u3002\u5bf9\u4e8e\u201c\u6c7d\u8f66\u201d\u548c\u201c\u706b\u8f66\u201d\u7c7b\u522b\uff0c\u56fe\u50cf\u5c55\u793a\u4e86\u4e0d\u540c\u7684\u6444\u5f71\u89c6\u89d2\uff0c\u4f8b\u5982\u9e1f\u77b0\u89c6\u89d2\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u201c\u7ea2\u7eff\u706f\u201d\u3001\u201c\u4ea4\u901a\u6807\u5fd7\u201d\u548c\u201c\u884c\u4eba\u201d\uff0c\u6a21\u578b\u8868\u73b0\u51fa\u8fc7\u5ea6\u7684\u521b\u9020\u6027\uff0c\u751f\u6210\u4e86\u8fc7\u4e8e\u98ce\u683c\u5316\u7684\u7ea2\u7eff\u706f\uff0c\u5e76\u5c06\u201c\u884c\u4eba\u201d\u6e32\u67d3\u6210\u8349\u56fe\u7684\u5f62\u5f0f\u3002\u5bf9\u4e8e\u201c\u9a91\u884c\u8005\u201d\u7c7b\u522b\uff0cStable Diffusion\u6a21\u578b\u751a\u81f3\u60f3\u8c61\u6210\u4e86\u6d77\u4e0a\u7684\u51b2\u6d6a\u8005\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202410\/29\/78db3b989ee28f825340817ae2564fc9a3d8ed.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p 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