{"id":156,"date":"2026-06-21T10:16:41","date_gmt":"2026-06-21T10:16:41","guid":{"rendered":"https:\/\/blog.joezhou.top\/ai-stable-diffusion\/"},"modified":"2026-06-21T10:16:41","modified_gmt":"2026-06-21T10:16:41","slug":"ai-stable-diffusion","status":"publish","type":"post","link":"https:\/\/www.joezhou.top\/?p=156","title":{"rendered":"AI\u56fe\u50cf\u751f\u6210\u6280\u672f\u2014\u2014\u4ece\u6269\u6563\u6a21\u578b\u5230Stable Diffusion\u7684\u6df1\u5ea6\u89e3\u6790"},"content":{"rendered":"

2022\u5e74\u5e95Stable Diffusion\u7684\u5f00\u6e90\u53d1\u5e03\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86AI\u56fe\u50cf\u751f\u6210\u7684\u683c\u5c40\u3002\u5728\u6b64\u4e4b\u524d\uff0cDALL\u00b7E 2\u548cMidjourney\u867d\u7136\u60ca\u8273\uff0c\u4f46\u90fd\u662f\u5c01\u95ed\u670d\u52a1\uff1bStable Diffusion\u8ba9\u6bcf\u4e2a\u4eba\u90fd\u80fd\u5728\u81ea\u5df1\u7684\u7535\u8111\u4e0a\u8fd0\u884c\u6587\u672c\u751f\u6210\u56fe\u50cf\uff0c\u4ece\u6b64AI\u7ed8\u753b\u4ece\u300c\u5c1d\u9c9c\u300d\u8d70\u5411\u300c\u666e\u53ca\u300d\u3002\u4eca\u5929\u6211\u4eec\u4ece\u6280\u672f\u539f\u7406\u5230\u5de5\u7a0b\u5b9e\u8df5\uff0c\u6df1\u5ea6\u89e3\u6790\u4ee5\u6269\u6563\u6a21\u578b\u4e3a\u6838\u5fc3\u7684AI\u56fe\u50cf\u751f\u6210\u6280\u672f\u3002<\/p>\n

\u6269\u6563\u6a21\u578b\u7684\u7269\u7406\u76f4\u89c9\uff1a\u5148\u6bc1\u6389\u4e00\u5f20\u56fe\uff0c\u518d\u5b66\u4f1a\u590d\u539f<\/strong><\/p>\n

\u8981\u7406\u89e3\u6269\u6563\u6a21\u578b\uff0c\u6700\u7b80\u5355\u7684\u65b9\u5f0f\u662f\u9006\u5411\u601d\u8003\u3002\u60f3\u8c61\u4e00\u4e0b\uff1a\u4f60\u6709\u4e00\u5f20\u6e05\u6670\u7684\u732b\u7684\u7167\u7247\uff0c\u7136\u540e\u9010\u6b65\u5411\u8fd9\u5f20\u7167\u7247\u6dfb\u52a0\u566a\u58f0\uff0c\u76f4\u5230\u5b8c\u5168\u53d8\u6210\u4e00\u5768\u968f\u673a\u7684\u96ea\u82b1\u70b9\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u53eb\u300c\u6b63\u5411\u6269\u6563\u8fc7\u7a0b\u300d\u3002<\/p>\n

\u6269\u6563\u6a21\u578b\u7684\u6838\u5fc3\u601d\u8def\u662f\uff1a\u5982\u679c\u6211\u4eec\u80fd\u5b66\u4f1a\u300c\u53cd\u5411\u8fc7\u7a0b\u300d\u2014\u2014\u4ece\u7eaf\u566a\u58f0\u9010\u6b65\u53bb\u566a\u8fd8\u539f\u51fa\u539f\u59cb\u56fe\u50cf\uff0c\u90a3\u6211\u4eec\u5c31\u62e5\u6709\u4e86\u4e00\u53f0\u300c\u4ece\u65e0\u5e8f\u5230\u6709\u5e8f\u300d\u7684\u751f\u6210\u5f15\u64ce\u3002<\/p>\n

\u6570\u5b66\u4e0a\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u7531\u9a6c\u5c14\u53ef\u592b\u94fe\u5efa\u6a21\u3002\u6b63\u5411\u8fc7\u7a0b q(xt|xt-1) \u9010\u6b65\u6dfb\u52a0\u9ad8\u65af\u566a\u58f0\uff0c\u53cd\u5411\u8fc7\u7a0b p\u03b8(xt-1|xt) \u7531\u795e\u7ecf\u7f51\u7edc\uff08\u901a\u5e38\u662fUNet\u67b6\u6784\uff09\u5b66\u4e60\u53bb\u566a\u3002\u8bad\u7ec3\u76ee\u6807\u662f\u6700\u5927\u5316\u53d8\u5206\u4e0b\u754c\uff0c\u8ba9\u6a21\u578b\u5b66\u4f1a\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u9884\u6d4b\u51fa\u6dfb\u52a0\u7684\u566a\u58f0\uff0c\u7136\u540e\u51cf\u53bb\u5b83\u3002<\/p>\n

\u5b9e\u9645\u5b9e\u73b0\u4e2d\uff0c\u6a21\u578b\u5e76\u4e0d\u76f4\u63a5\u9884\u6d4b\u56fe\u50cf\uff0c\u800c\u662f\u9884\u6d4b\u6bcf\u4e2a\u65f6\u95f4\u6b65\u6dfb\u52a0\u7684\u566a\u58f0 \u03b5\u03b8(xt, t)\uff0c\u7136\u540e\u7528\u516c\u5f0f\u4ece\u542b\u566a\u56fe\u50cf\u4e2d\u51cf\u53bb\u9884\u6d4b\u7684\u566a\u58f0\uff0c\u5f97\u5230\u66f4\u6e05\u6670\u7684\u56fe\u50cf\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u8fed\u4ee3\u8fdb\u884c\u2014\u2014\u901a\u5e3850~100\u6b65\u2014\u2014\u4ece\u7eaf\u9ad8\u65af\u566a\u58f0\u4e00\u6b65\u6b65\u5f97\u5230\u6700\u7ec8\u7684\u751f\u6210\u56fe\u50cf\u3002<\/p>\n

Stable Diffusion\u7684\u67b6\u6784\u521b\u65b0\uff1a\u5728\u6f5c\u7a7a\u95f4\u91cc\u505a\u6587\u7ae0<\/strong><\/p>\n

Stable Diffusion\u76f8\u6bd4\u65e9\u671f\u6269\u6563\u6a21\u578b\uff08\u5982DDPM\uff09\u7684\u6700\u5927\u521b\u65b0\u5728\u4e8e\u300c\u6f5c\u6269\u6563\u300d\u3002\u539f\u59cb\u6269\u6563\u6a21\u578b\u76f4\u63a5\u5728\u50cf\u7d20\u7a7a\u95f4\u4e2d\u64cd\u4f5c\uff0c\u5bf9\u4e8e\u4e00\u5e45512\u00d7512\u7684\u56fe\u50cf\uff0c\u9700\u8981\u5904\u7406256K\u7ef4\u5ea6\u7684\u6570\u636e\uff0c\u8ba1\u7b97\u91cf\u5de8\u5927\uff0c\u8bad\u7ec3\u6162\u3001\u63a8\u7406\u66f4\u6162\u3002<\/p>\n

Stable Diffusion\u5f15\u5165\u4e86\u4e00\u4e2a\u7f16\u7801\u5668-\u89e3\u7801\u5668\u67b6\u6784\uff1a\u5148\u7528\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u81ea\u7f16\u7801\u5668\uff08VQ-VAE\u6216KL-VAE\uff09\u5c06\u56fe\u50cf\u538b\u7f29\u5230\u6f5c\u7a7a\u95f4\u2014\u2014\u5c3a\u5bf8\u7f29\u5c0f\u5230\u539f\u6765\u76841\/8\uff08\u6bd4\u5982512\u00d7512\u538b\u7f29\u4e3a64\u00d764\uff09\uff0c\u7136\u540e\u5728\u6f5c\u7a7a\u95f4\u91cc\u6267\u884c\u6269\u6563\u548c\u53bb\u566a\u8fc7\u7a0b\u3002\u8fd9\u6837\u505a\u7684\u597d\u5904\u662f\u8ba1\u7b97\u91cf\u76f4\u63a5\u964d\u4f4e\u4e86\u4e24\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n

\u6700\u540e\u518d\u901a\u8fc7\u89e3\u7801\u5668\u5c06\u6f5c\u7a7a\u95f4\u7684\u7279\u5f81\u8fd8\u539f\u4e3a\u50cf\u7d20\u7ea7\u56fe\u50cf\u3002\u8fd9\u4e2a\u67b6\u6784\u4f7fStable Diffusion\u80fd\u591f\u5728\u6d88\u8d39\u7ea7GPU\u4e0a\u8fd0\u884c\uff0c\u8fd9\u662f\u5b83\u80fd\u5927\u89c4\u6a21\u666e\u53ca\u7684\u6839\u672c\u539f\u56e0\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u5173\u952e\u7ec4\u4ef6\u662f\u6587\u672c\u6761\u4ef6\u7684\u5f15\u5165\u65b9\u5f0f\u3002Stable Diffusion\u4f7f\u7528CLIP\u6587\u672c\u7f16\u7801\u5668\u5c06\u7528\u6237\u8f93\u5165\u7684\u63d0\u793a\u8bcd\uff08prompt\uff09\u8f6c\u6362\u4e3a\u6587\u672c\u5d4c\u5165\u5411\u91cf\uff0c\u7136\u540e\u901a\u8fc7\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u6ce8\u5165\u5230UNet\u7684\u53bb\u566a\u8fc7\u7a0b\u4e2d\u3002\u4ea4\u53c9\u6ce8\u610f\u529b\u5c42\u8ba9\u6a21\u578b\u5728\u53bb\u566a\u7684\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\u90fd\u80fd\u591f\u300c\u5173\u6ce8\u300d\u6587\u672c\u63cf\u8ff0\u4e2d\u7684\u5bf9\u5e94\u8bed\u4e49\uff0c\u4ece\u800c\u5b9e\u73b0\u6587\u672c\u5230\u56fe\u50cf\u7684\u7cbe\u786e\u5bf9\u9f50\u3002<\/p>\n

\u56fe\u50cf\u751f\u6210\u7684\u5de5\u7a0b\u63a7\u5236\uff1aCFG\u3001\u91c7\u6837\u5668\u548c\u8d1f\u5411\u63d0\u793a\u8bcd<\/strong><\/p>\n

\u7406\u89e3\u57fa\u672c\u539f\u7406\u4e4b\u540e\uff0c\u5b9e\u9645\u4f7f\u7528\u4e2d\u8fd8\u6709\u51e0\u4e2a\u5173\u952e\u53c2\u6570\u76f4\u63a5\u5f71\u54cd\u751f\u6210\u8d28\u91cf\uff1a<\/p>\n

\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u662f\u63a7\u5236\u751f\u6210\u7ed3\u679c\u4e0e\u6587\u672c\u63d0\u793a\u4e00\u81f4\u7a0b\u5ea6\u7684\u5173\u952e\u53c2\u6570\u3002CFG Scale\u7684\u53d6\u503c\u8303\u56f4\u901a\u5e38\u662f120\uff0c\u5176\u4e2d7<\/del>12\u662f\u5e38\u7528\u533a\u95f4\u3002CFG\u503c\u8d8a\u9ad8\uff0c\u56fe\u50cf\u4e0e\u63d0\u793a\u8bcd\u7684\u5bf9\u9f50\u8d8a\u5f3a\uff0c\u4f46\u4ee3\u4ef7\u662f\u591a\u6837\u6027\u548c\u56fe\u50cf\u81ea\u7136\u5ea6\u4e0b\u964d\uff0c\u53ef\u80fd\u51fa\u73b0\u8fc7\u5ea6\u9971\u548c\u6216\u4e0d\u81ea\u7136\u7684\u4f2a\u5f71\u3002\u53cd\u4e4b\uff0cCFG\u503c\u8d8a\u4f4e\uff0c\u751f\u6210\u7ed3\u679c\u8d8a\u591a\u6837\u5316\uff0c\u4f46\u53ef\u80fd\u4e0e\u63d0\u793a\u8bcd\u7684\u8bed\u4e49\u504f\u79bb\u3002<\/p>\n

\u5b9e\u9645\u5de5\u7a0b\u4e2d\uff0c\u901a\u5e38\u7684\u505a\u6cd5\u662f\uff1a\u5bf9\u4e8e\u5199\u5b9e\u98ce\u683c\u7684\u751f\u6210\uff0c\u4f7f\u7528CFG 79\uff1b\u5bf9\u4e8e\u9700\u8981\u7cbe\u786e\u9075\u5b88\u63d0\u793a\u8bcd\u7684\u827a\u672f\u521b\u4f5c\uff0c\u4f7f\u7528CFG 10<\/del>14\u3002\u4f46CFG\u8d85\u8fc715\u901a\u5e38\u4f1a\u4ea7\u751f\u660e\u663e\u7684\u8d28\u91cf\u95ee\u9898\u3002<\/p>\n

\u91c7\u6837\u5668\u9009\u62e9\u662f\u53e6\u4e00\u4e2a\u88ab\u4f4e\u4f30\u7684\u91cd\u8981\u56e0\u7d20\u3002\u76ee\u524d\u4e3b\u6d41\u7684\u91c7\u6837\u5668\u5305\u62ecDDIM\u3001Euler\u3001Heun\u3001DPM++\u7cfb\u5217\u3001LCM\/LCM-LoRA\u7b49\u3002\u4e0d\u540c\u91c7\u6837\u5668\u5728\u751f\u6210\u901f\u5ea6\u3001\u6536\u655b\u6b65\u6570\u548c\u56fe\u50cf\u8d28\u91cf\u4e0a\u5404\u6709\u4f18\u52a3\u3002<\/p>\n

DPM++ 2M Karras\u662f\u76ee\u524dStable Diffusion XL\u63a8\u8350\u7684\u9996\u9009\u91c7\u6837\u5668\uff0c\u5728\u8d28\u91cf\u548c\u6536\u655b\u901f\u5ea6\u4e4b\u95f4\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u5e73\u8861\u3002\u5982\u679c\u8ffd\u6c42\u751f\u6210\u901f\u5ea6\uff0cLCM\u91c7\u6837\u5668\u53ef\u4ee5\u5c06\u63a8\u7406\u6b65\u6570\u4ece\u4f20\u7edf\u76842050\u6b65\u964d\u4f4e\u52304<\/del>8\u6b65\uff0c\u4ee3\u4ef7\u662f\u7ec6\u8282\u548c\u591a\u6837\u6027\u7565\u6709\u4e0b\u964d\u3002<\/p>\n

\u8d1f\u5411\u63d0\u793a\u8bcd\u53ef\u80fd\u662f\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u4f46\u6700\u80fd\u63d0\u5347\u751f\u6210\u8d28\u91cf\u7684\u6280\u5de7\u3002\u901a\u8fc7\u6307\u5b9a\u4e0d\u5e0c\u671b\u51fa\u73b0\u7684\u5185\u5bb9\uff08\u5982\u8d28\u91cf\u4f4e\u52a3\u3001\u626d\u66f2\u7684\u624b\u3001\u591a\u4f59\u7684\u80a2\u4f53\u3001\u66dd\u5149\u8fc7\u5ea6\u7b49\uff09\uff0c\u6a21\u578b\u5728\u53bb\u566a\u8fc7\u7a0b\u4e2d\u4f1a\u907f\u5f00\u8fd9\u4e9b\u7279\u5f81\u3002\u597d\u7684\u8d1f\u5411\u63d0\u793a\u8bcd\u5f80\u5f80\u6bd4\u6b63\u5411\u63d0\u793a\u8bcd\u5199\u5f97\u957f\uff0c\u8fd9\u5728\u5de5\u7a0b\u5b9e\u8df5\u4e2d\u5df2\u7ecf\u6210\u4e3a\u4e00\u4e2a\u5171\u8bc6\u3002<\/p>\n

\u4ece\u9009\u578b\u5230\u90e8\u7f72\uff1aStable Diffusion\u7684\u5de5\u7a0b\u5b9e\u8df5\u8def\u5f84<\/strong><\/p>\n

\u5bf9\u4e8e\u60f3\u8981\u5728\u81ea\u5df1\u7684\u4e1a\u52a1\u4e2d\u90e8\u7f72AI\u56fe\u50cf\u751f\u6210\u80fd\u529b\u7684\u56e2\u961f\uff0c\u6280\u672f\u9009\u578b\u662f\u4e00\u4e2a\u6743\u8861\u8fc7\u7a0b\u3002\u76ee\u524d\u7684\u5f00\u6e90\u751f\u6001\u4e3b\u8981\u5206\u4e3a\u51e0\u4e2a\u68af\u961f\uff1a<\/p>\n

Stable Diffusion 1.5\u53d1\u5e03\u4e8e2022\u5e74\uff0c\u751f\u6001\u6700\u6210\u719f\uff0c\u5927\u91cf\u7684LoRA\u3001ControlNet\u548c\u5fae\u8c03\u6a21\u578b\u90fd\u57fa\u4e8e\u8fd9\u4e2a\u7248\u672c\u3002\u7f3a\u70b9\u662f\u56fe\u50cf\u8d28\u91cf\u4e0d\u5982\u540e\u7eed\u7248\u672c\uff0c\u5206\u8fa8\u7387\u4e0a\u9650\u4f4e\uff08\u901a\u5e38\u662f512\u00d7512\uff09\u3002<\/p>\n

Stable Diffusion XL\u57282023\u5e74\u53d1\u5e03\uff0cPotato\u8d28\u91cf\u663e\u8457\u63d0\u5347\uff0c\u539f\u751f\u652f\u63011024\u00d71024\u5206\u8fa8\u7387\uff0c\u5bf9\u63d0\u793a\u8bcd\u7684\u7406\u89e3\u66f4\u5f3a\u3002\u7f3a\u70b9\u662f\u6a21\u578b\u4f53\u79ef\u5927\uff08~7GB\uff09\uff0c\u63a8\u7406\u901f\u5ea6\u8f83\u6162\uff0c\u7aef\u4fa7\u90e8\u7f72\u56f0\u96be\u3002<\/p>\n

Stable Diffusion 3\u548cFlux\u662f2024\u5e74\u7684\u65b0\u65b9\u5411\u3002SD3\u91c7\u7528\u4e86\u65b0\u7684MMDiT\u67b6\u6784\uff08\u878d\u5408\u4e86Diffusion\u548cTransformer\uff09\uff0cFlux\u5219\u7531\u524dStability AI\u56e2\u961f\u6784\u5efa\uff0c\u4f7f\u7528\u4e86\u66f4\u5927\u7684\u6a21\u578b\u5bb9\u91cf\u3002\u4e24\u8005\u5728\u6587\u5b57\u751f\u6210\u3001\u624b\u90e8\u7ec6\u8282\u548c\u591a\u5bf9\u8c61\u5173\u7cfb\u65b9\u9762\u6709\u663e\u8457\u63d0\u5347\uff0c\u4f46\u5bf9\u786c\u4ef6\u8981\u6c42\u66f4\u9ad8\u3002<\/p>\n

\u5de5\u7a0b\u90e8\u7f72\u65b9\u9762\uff0c\u5bf9\u4e8e\u7b80\u5355\u7684API\u670d\u52a1\uff0c\u4f7f\u7528Hugging Face\u7684diffusers\u5e93\u548c\u90e8\u7f72\u6846\u67b6\u662f\u6700\u5feb\u7684\u8def\u5f84\u3002\u5bf9\u4e8e\u9700\u8981\u9ad8\u6027\u80fd\u63a8\u7406\u7684\u573a\u666f\uff0c\u9700\u8981\u7528\u5230\u591a\u79cd\u63a8\u7406\u4f18\u5316\u65b9\u6848\uff1aTensorRT\u53ef\u4ee5\u5c06\u63a8\u7406\u5ef6\u8fdf\u964d\u4f4e2~3\u500d\uff0cONNX Runtime\u914d\u5408INT8\u91cf\u5316\u53ef\u4ee5\u8fdb\u4e00\u6b65\u51cf\u5c11\u6a21\u578b\u4f53\u79ef\u548c\u63a8\u7406\u65f6\u95f4\uff0c\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u90e8\u7f72\u53ef\u4ee5\u8003\u8651\u4f7f\u7528CoreML\u6216TFLite\u3002<\/p>\n

\u6279\u5904\u7406\u662f\u63d0\u5347\u541e\u5410\u91cf\u7684\u5173\u952e\u3002V100\u6216A100\u4e0a\u7684\u5178\u578b\u914d\u7f6e\u662fbatch_size=4~8\uff0c\u53ef\u4ee5\u5728\u4e0d\u663e\u8457\u589e\u52a0\u5ef6\u8fdf\u7684\u60c5\u51b5\u4e0b\u5c06\u751f\u6210\u541e\u5410\u91cf\u63d0\u5347\u6570\u500d\u3002\u663e\u5b58\u7ba1\u7406\u65b9\u9762\uff0c\u4f7f\u7528enable_attention_slicing()\u548cenable_sequential_cpu_offload()\u53ef\u4ee5\u5728\u663e\u5b58\u53d7\u9650\u7684\u73af\u5883\u4e0b\u8fd0\u884c\u8f83\u5927\u6a21\u578b\u3002<\/p>\n

ControlNet\u548cLoRA\uff1a\u6269\u5c55\u80fd\u529b\u7684\u4e24\u4e2a\u6838\u5fc3\u5de5\u5177<\/strong><\/p>\n

ControlNet\u8ba9AI\u56fe\u50cf\u751f\u6210\u4ece\u300c\u62bd\u5361\u6a21\u5f0f\u300d\u53d8\u6210\u4e86\u300c\u53ef\u63a7\u521b\u4f5c\u300d\u3002\u901a\u8fc7\u6761\u4ef6\u8f93\u5165\uff08Canny\u8fb9\u7f18\u68c0\u6d4b\u3001\u6df1\u5ea6\u56fe\u3001\u59ff\u6001\u9aa8\u9abc\u3001\u8bed\u4e49\u5206\u5272\u56fe\u7b49\uff09\uff0c\u7528\u6237\u53ef\u4ee5\u7cbe\u786e\u63a7\u5236\u751f\u6210\u56fe\u50cf\u7684\u7ed3\u6784\u548c\u5e03\u5c40\uff0c\u800c\u628a\u6750\u8d28\u3001\u8272\u5f69\u548c\u5149\u7167\u4ea4\u7ed9\u6a21\u578b\u53d1\u6325\u3002<\/p>\n

\u5728\u5ba1\u6838\u548c\u5de5\u4e1a\u573a\u666f\u4e2d\uff0cControlNet\u662f\u975e\u5e38\u5b9e\u7528\u7684\u5de5\u5177\u3002\u4f8b\u5982\uff0c\u5728\u6587\u7269\u4fee\u590d\u6a21\u62df\u4e2d\uff0c\u7528Canny\u8fb9\u7f18\u56fe\u63a7\u5236\u6574\u4f53\u5f62\u72b6\uff0c\u6a21\u578b\u81ea\u52a8\u8865\u5168\u7f3a\u5931\u7684\u7eb9\u7406\u548c\u8272\u5f69\uff1b\u5728\u4ea7\u54c1\u8bbe\u8ba1\u4e2d\uff0c\u7528\u6df1\u5ea6\u56fe\u63a7\u5236\u4e09\u7ef4\u7ed3\u6784\uff0c\u6a21\u578b\u63a2\u7d22\u4e0d\u540c\u7684\u6750\u8d28\u65b9\u6848\u3002<\/p>\n

LoRA\u5219\u662f\u8f7b\u91cf\u5316\u7684\u6a21\u578b\u5b9a\u5236\u65b9\u6848\u3002\u901a\u8fc7\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u4e0a\u63d2\u5165\u4f4e\u79e9\u9002\u914d\u77e9\u9635\uff0c\u53ea\u9700\u8981\u51e0\u767eMB\u7684\u8bad\u7ec3\u6570\u636e\u5c31\u53ef\u4ee5\u8ba9\u6a21\u578b\u5b66\u4f1a\u65b0\u7684\u6982\u5ff5\u3001\u89d2\u8272\u6216\u98ce\u683c\u3002\u4e00\u4e2a\u5178\u578b\u7684LoRA\u5fae\u8c03\u6d41\u7a0b\u53ea\u9700\u89815~20\u5f20\u7279\u5b9a\u98ce\u683c\u7684\u56fe\u7247\uff0c\u5728\u6d88\u8d39\u7ea7\u663e\u5361\u4e0a\u8bad\u7ec3\u4e0d\u5230\u534a\u5c0f\u65f6\u3002<\/p>\n

\u5728\u5de5\u4e1a\u90e8\u7f72\u4e2d\uff0cLoRA\u7684\u5b9e\u7528\u6027\u5728\u4e8e\u53ef\u4ee5\u4e3a\u4e0d\u540c\u573a\u666f\u51c6\u5907\u4e0d\u540c\u7684LoRA\u6743\u91cd\uff0c\u8fd0\u884c\u65f6\u52a8\u6001\u52a0\u8f7d\u6216\u5207\u6362\uff0c\u800c\u4e0d\u9700\u8981\u7ef4\u62a4\u591a\u4e2a\u5b8c\u6574\u7684\u57fa\u7840\u6a21\u578b\u526f\u672c\u3002<\/p>\n

\u672a\u6765\u7684\u6280\u672f\u65b9\u5411<\/strong><\/p>\n

AI\u56fe\u50cf\u751f\u6210\u6280\u672f\u4ecd\u5728\u5feb\u901f\u6f14\u8fdb\u3002\u89c6\u9891\u751f\u6210\uff08Sora\u3001CogVideoX\u3001AnimateDiff\uff09\u6b63\u5728\u4ece\u7814\u7a76\u8d70\u5411\u4ea7\u54c1\u5316\uff1b3D\u751f\u6210\uff083D Gaussian Splatting\u3001NeRF\u7ed3\u5408\u6269\u6563\u6a21\u578b\uff09\u6b63\u5728\u6539\u53d8\u6570\u5b57\u5185\u5bb9\u5236\u4f5c\u6d41\u7a0b\uff1b\u5b9e\u65f6\u751f\u6210\uff08LCM\u3001SDXL Turbo\u3001Adversarial Diffusion\uff09\u8ba9\u4ea4\u4e92\u5f0f\u521b\u4f5c\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n

\u5bf9\u8fd9\u4e9b\u6280\u672f\u7684\u53d1\u5c55\u4fdd\u6301\u5173\u6ce8\u3001\u9002\u65f6\u5f15\u5165\u5230\u81ea\u5df1\u7684\u6280\u672f\u6808\u4e2d\uff0c\u624d\u80fd\u5728AI\u5185\u5bb9\u751f\u6210\u8fd9\u4e2a\u5feb\u901f\u53d8\u5316\u7684\u9886\u57df\u4fdd\u6301\u7ade\u4e89\u529b\u3002\u7406\u89e3\u6269\u6563\u6a21\u578b\u7684\u57fa\u7840\u539f\u7406\u548c\u5de5\u7a0b\u5b9e\u8df5\uff0c\u65e0\u8bba\u662f\u5bf9\u6280\u672f\u9009\u578b\u3001\u4ea7\u54c1\u8bbe\u8ba1\u8fd8\u662f\u6027\u80fd\u4f18\u5316\uff0c\u90fd\u6709\u5b9e\u5b9e\u5728\u5728\u7684\u4ef7\u503c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

2022\u5e74\u5e95Stable Diffusion\u7684\u5f00\u6e90\u53d1\u5e03\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86AI\u56fe\u50cf\u751f\u6210\u7684\u683c\u5c40\u3002\u5728\u6b64\u4e4b\u524d\uff0cDALL\u00b7E […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[18,26,25,27],"class_list":["post-156","post","type-post","status-publish","format-standard","hentry","category-ai","tag-ai","tag-26","tag-25","tag-27"],"_links":{"self":[{"href":"https:\/\/www.joezhou.top\/index.php?rest_route=\/wp\/v2\/posts\/156","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.joezhou.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.joezhou.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.joezhou.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.joezhou.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=156"}],"version-history":[{"count":0,"href":"https:\/\/www.joezhou.top\/index.php?rest_route=\/wp\/v2\/posts\/156\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.joezhou.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=156"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.joezhou.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=156"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.joezhou.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=156"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}