{"id":2414,"date":"2024-10-30T12:50:04","date_gmt":"2024-10-30T04:50:04","guid":{"rendered":"https:\/\/www.niuniucard.com\/blog\/?p=2414"},"modified":"2024-10-30T12:50:04","modified_gmt":"2024-10-30T04:50:04","slug":"%e4%b8%80%e4%b8%aa%e6%a8%a1%e5%9e%8b%e8%b5%b0%e5%a4%a9%e4%b8%8b%ef%bc%8c%e6%99%ba%e6%ba%90%e6%8f%90%e5%87%ba%e5%85%a8%e6%96%b0%e6%89%a9%e6%95%a3%e6%9e%b6%e6%9e%84omnigen%ef%bc%8cai%e7%94%9f%e5%9b%be","status":"publish","type":"post","link":"\/blog\/archives\/2414","title":{"rendered":"\u4e00\u4e2a\u6a21\u578b\u8d70\u5929\u4e0b\uff0c\u667a\u6e90\u63d0\u51fa\u5168\u65b0\u6269\u6563\u67b6\u6784OmniGen\uff0cAI\u751f\u56fe\u8fdb\u5165\u300c\u4e00\u952e\u751f\u6210\u300d\u65f6\u4ee3"},"content":{"rendered":"\n<p>OmniGen\uff1a\u7edf\u4e00\u56fe\u50cf\u751f\u6210\u6a21\u578b\uff0c\u652f\u6301\u591a\u4efb\u52a1\u65e0\u989d\u5916\u63d2\u4ef6\u3002<\/p>\n\n\n\n<p><strong>\u3010\u5bfc\u8bfb\u3011<\/strong>LLM\u7edf\u4e00\u4e86\u8bed\u8a00\u751f\u6210\u4efb\u52a1\uff0c\u56fe\u50cf\u751f\u6210\u53ef\u4ee5\u5417\uff1f\u5c31\u5728\u521a\u521a\uff0c\u667a\u6e90\u63a8\u51fa\u4e86\u5168\u65b0\u6269\u6563\u6a21\u578b\u67b6\u6784OmniGen\uff0c\u5355\u4e2a\u6a21\u578b\u5c31\u80fd\u751f\u6210\u56fe\u50cf\uff0c\u5f7b\u5e95\u544a\u522b\u7e41\u7410\u5de5\u4f5c\u6d41\uff01<\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u51fa\u73b0\u7edf\u4e00\u4e86\u8bed\u8a00\u751f\u6210\u4efb\u52a1\uff0c\u5e76\u5f7b\u5e95\u6539\u53d8\u4e86\u4eba\u673a\u4ea4\u4e92\u3002&nbsp;<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\uff0c\u80fd\u591f\u5728\u5355\u4e00\u6846\u67b6\u5185\u5904\u7406\u5404\u79cd\u4efb\u52a1\u7684\u7edf\u4e00\u6a21\u578b\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4ecd\u672a\u5f97\u5230\u63a2\u7d22\u3002&nbsp;<\/p>\n\n\n\n<p>\u8fd1\u65e5\uff0c\u667a\u6e90\u63a8\u51fa\u4e86\u65b0\u7684\u6269\u6563\u6a21\u578b\u67b6\u6784OmniGen\uff0c\u4e00\u79cd\u65b0\u7684\u7528\u4e8e\u7edf\u4e00\u56fe\u50cf\u751f\u6210\u7684\u591a\u6a21\u6001\u6a21\u578b\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"336\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72472-11-1024x336.png\" alt=\"\" class=\"wp-image-2415\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72472-11-1024x336.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72472-11-300x98.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72472-11-768x252.png 768w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72472-11.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2409.11340<\/p>\n\n\n\n<p>\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/VectorSpaceLab\/OmniGen<\/p>\n\n\n\n<p>Demo: https:\/\/huggingface.co\/spaces\/Shitao\/OmniGen&nbsp;<\/p>\n\n\n\n<p>OmniGen\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff1a&nbsp;<\/p>\n\n\n\n<p><strong>\u7edf\u4e00\u6027\uff1a<\/strong>&nbsp;OmniGen\u5929\u7136\u5730\u652f\u6301\u5404\u79cd\u56fe\u50cf\u751f\u6210\u4efb\u52a1\uff0c\u4f8b\u5982\u6587\u751f\u56fe\u3001\u56fe\u50cf\u7f16\u8f91\u3001\u4e3b\u9898\u9a71\u52a8\u751f\u6210\u548c\u89c6\u89c9\u6761\u4ef6\u751f\u6210\u7b49\u3002\u6b64\u5916\uff0cOmniGen\u53ef\u4ee5\u5904\u7406\u7ecf\u5178\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\uff0c\u5c06\u5176\u8f6c\u6362\u4e3a\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u3002<\/p>\n\n\n\n<p><strong>\u7b80\u5355\u6027\uff1a<\/strong>&nbsp;OmniGen\u7684\u67b6\u6784\u9ad8\u5ea6\u7b80\u5316\u3002\u6b64\u5916\uff0c\u4e0e\u73b0\u6709\u6a21\u578b\u76f8\u6bd4\uff0c\u5b83\u66f4\u52a0\u7528\u6237\u53cb\u597d\uff0c\u53ef\u4ee5\u901a\u8fc7\u6307\u4ee4\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1\uff0c\u800c\u4e0d\u9700\u8981\u5197\u957f\u7684\u5904\u7406\u6b65\u9aa4\u548c\u989d\u5916\u7684\u6a21\u5757\uff08\u5982ControlNet\u6216IP-Adapter\uff09\uff0c\u4ece\u800c\u5927\u5927\u7b80\u5316\u4e86\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p><strong>\u77e5\u8bc6\u8fc1\u79fb\uff1a<\/strong>&nbsp;\u53d7\u76ca\u4e8e\u7edf\u4e00\u683c\u5f0f\u7684\u5b66\u4e60\uff0cOmniGen\u6709\u6548\u5730\u8de8\u4e0d\u540c\u4efb\u52a1\u8fc1\u79fb\u77e5\u8bc6\uff0c\u5e94\u5bf9\u672a\u89c1\u8fc7\u7684\u4efb\u52a1\u548c\u9886\u57df\uff0c\u5e76\u5c55\u793a\u65b0\u9896\u7684\u529f\u80fd\u3002\u7814\u7a76\u4eba\u5458\u8fd8\u63a2\u8ba8\u4e86\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u548c\u601d\u7ef4\u94fe\u673a\u5236\u7684\u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\u7684\u6f5c\u5728\u5e94\u7528\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"851\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72473-11-1024x851.png\" alt=\"\" class=\"wp-image-2416\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72473-11-1024x851.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72473-11-300x249.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72473-11-768x639.png 768w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72473-11.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u57fa\u4e8eOmniGen\u7684\u901a\u7528\u80fd\u529b\uff0c\u53ef\u5b9e\u65bd\u66f4\u7075\u6d3b\u7684\u56fe\u50cf\u751f\u6210\uff0c\u4ee5\u4e0a\u5c55\u793a\u4e00\u4e2a\u7b80\u5355 Pipeline\uff1a\u6587\u672c\u751f\u6210\u56fe\u50cf\uff0c\u7f16\u8f91\u751f\u6210\u56fe\u50cf\u7684\u90e8\u5206\u5143\u7d20\uff0c\u6839\u636e\u751f\u6210\u56fe\u50cf\u7684\u4eba\u4f53\u59ff\u6001\u751f\u6210\u91cd\u7ed8\u56fe\u50cf\uff0c\u4ece\u53e6\u4e00\u56fe\u50cf\u4e2d\u63d0\u53d6\u6240\u9700\u5bf9\u8c61\u4e0e\u65b0\u56fe\u50cf\u878d\u5408<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4ecb\u7ecd<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u8bb8\u591a\u6587\u751f\u56fe\u6a21\u578b\u5728\u751f\u6210\u5f0fAI\u7684\u6d6a\u6f6e\u4e2d\u8131\u9896\u800c\u51fa\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u51fa\u8272\u7684\u4e13\u6709\u6a21\u578b\u4ec5\u80fd\u57fa\u4e8e\u6587\u672c\u751f\u6210\u56fe\u50cf\u3002\u5f53\u7528\u6237\u4ea7\u751f\u66f4\u7075\u6d3b\u3001\u590d\u6742\u3001\u7cbe\u7ec6\u7b49\u7684\u56fe\u50cf\u751f\u6210\u9700\u6c42\u65f6\uff0c\u5f80\u5f80\u9700\u8981\u989d\u5916\u7684\u63d2\u4ef6\u548c\u64cd\u4f5c\u3002&nbsp;<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u82e5\u60f3\u53c2\u8003\u4efb\u4e00\u59ff\u6001\u751f\u6210\u56fe\u50cf\uff0c\u5e38\u89c4\u65b9\u6cd5\u662f\uff1a\u7528\u59ff\u6001\u68c0\u6d4b\u5668\u4ece\u53c2\u8003\u56fe\u50cf\u4e2d\u4f30\u8ba1\u59ff\u6001\u4f5c\u4e3a\u6761\u4ef6\u8f93\u5165\uff0c\u5e76\u52a0\u8f7d\u5bf9\u5e94\u7684Controlnet\u63d2\u4ef6\uff0c\u6700\u540e\u63d0\u53d6\u6761\u4ef6\u8f93\u5165\u7684\u7279\u5f81\u9988\u5165\u6269\u6563\u6a21\u578b\u751f\u6210\u56fe\u50cf\u3002&nbsp;<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u82e5\u60f3\u57fa\u4e8e\u5408\u7167\u4e2d\u7684\u7279\u5b9a\u4eba\u7269\u751f\u6210\u65b0\u56fe\u50cf\uff0c\u6d41\u7a0b\u66f4\u52a0\u7e41\u7410\uff0c\u9700\u8981\u88c1\u526a\u56fe\u50cf\u4ee5\u786e\u4fdd\u7ed3\u679c\u56fe\u50cf\u4ec5\u5305\u542b\u76ee\u6807\u4eba\u7269\u3002\u800c\u8bf8\u5982InstandID\u7b49\u65b9\u6cd5\u8fd8\u9700\u4f7f\u7528\u989d\u5916\u7684\u4eba\u8138\u68c0\u6d4b\u5668\u63d0\u53d6\u9762\u90e8\u4fe1\u606f\uff0c\u5e76\u7528\u9762\u90e8\u7f16\u7801\u5668\u63d0\u53d6\u7279\u5f81\u4ee5\u8f93\u5165\u6a21\u578b\u3002&nbsp;<\/p>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5404\u79cd\u4e0d\u540c\u7684\u751f\u6210\u4efb\u52a1\u751a\u81f3\u8fd8\u9700\u66f4\u591a\u4e0d\u540c\u7684\u63d2\u4ef6\u548c\u64cd\u4f5c\uff0c\u5982\u6b64\u590d\u6742\u3001\u7410\u788e\u800c\u5197\u957f\u7684\u5de5\u4f5c\u6d41\u6781\u5927\u5730\u589e\u52a0\u4e86\u8bad\u7ec3\u548c\u5e94\u7528\u7684\u6210\u672c\u3002&nbsp;<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u5373\u4fbf\u5982\u6b64\u7e41\u7410\uff0c\u6709\u65f6\u4e5f\u4ecd\u96be\u4ee5\u6ee1\u8db3\u4e00\u822c\u7684\u56fe\u50cf\u751f\u6210\u7684\u9700\u6c42\uff0c\u4f8b\u5982\u57fa\u4e8e\u6307\u5b9a\u591a\u5f20\u7167\u7247\u4e2d\u7684\u5b9e\u4f53\u751f\u6210\u65b0\u56fe\u50cf\u3002&nbsp;<\/p>\n\n\n\n<p>\u76f8\u53cd\uff0c\u5728\u6587\u672c\u751f\u6210\u9886\u57df\uff0c\u4ee5ChatGPT\u4e3a\u4ee3\u8868\u7684\u6a21\u578b\u53ef\u901a\u8fc7\u4eba\u7c7b\u6307\u4ee4\u76f4\u63a5\u5904\u7406\u5404\u79cd\u6587\u672c\u4efb\u52a1\u3002&nbsp;<\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\uff0c\u80fd\u5426\u901a\u8fc7\u5355\u4e2a\u652f\u6301\u591a\u79cd\u8f93\u5165\u4e14\u8026\u5408\u591a\u9879\u80fd\u529b\u7684\u6a21\u578b\uff0c\u57fa\u4e8e\u7528\u6237\u6307\u4ee4\u5b8c\u6210\u5404\u79cd\u751f\u6210\u4efb\u52a1\uff0c\u800c\u65e0\u9700\u5404\u79cd\u7e41\u6742\u7684\u6d41\u7a0b\u5417\uff1f&nbsp;<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e00\u6311\u6218\u6027\u95ee\u9898\uff0c\u667a\u6e90\u53d1\u5e03\u4e86<strong>\u7edf\u4e00\u56fe\u50cf\u751f\u6210\u6a21\u578bOmniGen<\/strong>\u3002&nbsp;<\/p>\n\n\n\n<p>OmniGen\u6a21\u578b\u5177\u6709\u826f\u597d\u7684\u7b80\u6d01\u6027\u548c\u6613\u7528\u6027\uff0c\u96c6\u6210\u4e86\u591a\u79cd\u57fa\u7840\u56fe\u50cf\u751f\u6210\u4efb\u52a1\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a\u6587\u751f\u56fe\u3001\u56fe\u50cf\u7f16\u8f91\u3001\u89d2\u8272\u4e00\u81f4\u6027\u751f\u6210\u3001\u57fa\u4e8e\u89c6\u89c9\u6761\u4ef6\u7684\u751f\u6210\u7b49\u3002OmniGen\u652f\u6301\u57fa\u4e8e\u4efb\u610f\u591a\u6a21\u6001\u7684\u6587\u56fe\u6307\u4ee4\u5b8c\u6210\u4efb\u52a1\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u5176\u4ed6\u989d\u5916\u63d2\u4ef6\u548c\u64cd\u4f5c\u3002&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u80fd\u529b<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>OmniGen\u96c6\u591a\u9879\u80fd\u529b\u4e8e\u4e00\u4f53\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a&nbsp;<\/p>\n\n\n\n<p>\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\uff08Text to Image Generation\uff09<\/p>\n\n\n\n<p>\u6307\u4ee3\u8868\u8fbe\u751f\u6210\uff08Referring Expression Generation\uff09<\/p>\n\n\n\n<p>\u901a\u7528\u56fe\u50cf\u6761\u4ef6\u751f\u6210\uff08General Image Conditional Generation\uff09<\/p>\n\n\n\n<p>\u56fe\u50cf\u7f16\u8f91\uff08Image Edit\uff09<\/p>\n\n\n\n<p>\u7ecf\u5178\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\uff1a\u56fe\u50cf\u53bb\u566a\u3001\u8fb9\u7f18\u68c0\u6d4b\u3001\u59ff\u6001\u4f30\u8ba1\u7b49<\/p>\n\n\n\n<p>\u4e00\u5b9a\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff08In-context Learning\uff09<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u7b80\u8981\u5c55\u793a\u90e8\u5206\u80fd\u529b\u6548\u679c\uff1a&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.&nbsp;\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210<\/strong><strong><\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"877\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72474-11-1024x877.png\" alt=\"\" class=\"wp-image-2417\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72474-11-1024x877.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72474-11-300x257.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72474-11-768x658.png 768w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72474-11.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.&nbsp;\u6307\u4ee3\u8868\u8fbe\u751f\u6210<\/strong><strong><\/strong><\/h3>\n\n\n\n<p>OmniGen\u5177\u5907\u7c7b\u4f3cInstandID\u3001Pulid\u7b49\u6a21\u578b\u751f\u6210\u89d2\u8272\u4e00\u81f4\u6027\u56fe\u50cf\u7b49\u80fd\u529b\uff0c\u5373\uff1a\u8f93\u5165\u5177\u6709\u5355\u4e2a\u5bf9\u8c61\u7684\u56fe\u50cf\uff0c\u7406\u89e3\u5e76\u9075\u5faa\u6307\u4ee4\uff0c\u8f93\u51fa\u57fa\u4e8e\u8be5\u5bf9\u8c61\u7684\u65b0\u56fe\u50cf\u3002&nbsp;<\/p>\n\n\n\n<p>\u540c\u65f6\uff0cOmniGen\u5177\u6709\u66f4\u9ad8\u9636\u7684\u80fd\u529b\uff1a\u6307\u4ee3\u8868\u8fbe\u751f\u6210\u80fd\u529b\uff0c\u6211\u4eec\u628a\u8fd9\u79cd\u80fd\u529b\u5b9a\u4e49\u4e3a\u80fd\u591f\u4ece\u5305\u542b\u591a\u4e2a\u5bf9\u8c61\u7684\u56fe\u50cf\u4e2d\uff0c\u8bc6\u522b\u6307\u4ee4\u6240\u6307\u4ee3\u7684\u5bf9\u8c61\u5e76\u751f\u6210\u65b0\u7684\u56fe\u50cf\u3002&nbsp;<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0cOmniGen\u53ef\u6839\u636e\u6307\u4ee4\u76f4\u63a5\u4ece\u591a\u4eba\u56fe\u50cf\u4e2d\u5b9a\u4f4d\u76ee\u6807\u5bf9\u8c61\uff0c\u5e76\u751f\u6210\u9075\u5faa\u6307\u4ee4\u7684\u65b0\u56fe\u50cf\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u989d\u5916\u7684\u6a21\u5757\u548c\u64cd\u4f5c\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"521\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72475-10-1024x521.png\" alt=\"\" class=\"wp-image-2418\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72475-10-1024x521.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72475-10-300x153.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72475-10-768x391.png 768w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72475-10.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u66f4\u591a\u6837\u4f8b\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"822\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72476-10-1024x822.png\" alt=\"\" class=\"wp-image-2419\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72476-10-1024x822.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72476-10-300x241.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72476-10-768x617.png 768w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72476-10.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.&nbsp;\u901a\u7528\u56fe\u50cf\u6761\u4ef6\u751f\u6210<\/strong><strong><\/strong><\/h3>\n\n\n\n<p>OmniGen\u4e0d\u4ec5\u652f\u6301\u7c7b\u4f3cControlNet\u6839\u636e\u7279\u5b9a\u663e\u5f0f\u6761\u4ef6\u751f\u6210\u56fe\u50cf\u7684\u80fd\u529b\uff0c\u8fd8\u540c\u65f6\u5177\u5907\u5904\u7406\u7ecf\u5178\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u7684\u80fd\u529b\uff08\u5982\u4eba\u4f53\u59ff\u6001\u4f30\u8ba1\u3001\u6df1\u5ea6\u4f30\u8ba1\u7b49\uff09\u3002&nbsp;<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0cOmniGen\u53ef\u51ed\u501f\u5355\u4e2a\u6a21\u578b\u5b8c\u6210\u6574\u4e2aControlNet\u6d41\u7a0b\uff1a\u76f4\u63a5\u4f7f\u7528OmniGen\u5bf9\u539f\u56fe\u63d0\u53d6\u89c6\u89c9\u6761\u4ef6\uff0c\u5e76\u57fa\u4e8e\u6240\u63d0\u53d6\u7684\u6761\u4ef6\u751f\u6210\u56fe\u50cf\uff0c\u65e0\u9700\u989d\u5916\u5904\u7406\u5668\u3002&nbsp;<\/p>\n\n\n\n<p>\u540c\u65f6\uff0cOmniGen\u8fd8\u80fd\u66f4\u8fdb\u4e00\u6b65\u7b80\u5316\u4e2d\u95f4\u6d41\u7a0b\uff0c\u4e00\u6b65\u51fa\u56fe\uff1a\u76f4\u63a5\u8f93\u5165\u539f\u56fe\uff0c\u8f93\u5165\u6307\u4ee4\u300cFollowing the human pose (or depth mapping) of this image, generate a new image: &#8230;\u300d\uff0c\u5c31\u53ef\u6839\u636e\u8f93\u5165\u56fe\u50cf\u7684\u4eba\u4f53\u59ff\u6001\u6216\u6df1\u5ea6\u56fe\u5173\u7cfb\u751f\u6210\u65b0\u56fe\u50cf\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"939\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72477-12-1024x939.png\" alt=\"\" class=\"wp-image-2420\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72477-12-1024x939.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72477-12-300x275.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72477-12-768x704.png 768w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72477-12.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.&nbsp;\u56fe\u50cf\u7f16\u8f91<\/strong><strong><\/strong><\/h3>\n\n\n\n<p>OmniGen\u5177\u5907\u826f\u597d\u7684\u56fe\u50cf\u7f16\u8f91\u80fd\u529b\uff0c\u5e76\u4e14\u53ef\u4ee5\u5728\u4e00\u6b21\u8fd0\u884c\u4e2d\u540c\u65f6\u6267\u884c\u591a\u6761\u7f16\u8f91\u6307\u4ee4\uff0c\u4f8b\u5982\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"304\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72478-11-1024x304.png\" alt=\"\" class=\"wp-image-2421\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72478-11-1024x304.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72478-11-300x89.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72478-11-768x228.png 768w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72478-11.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5.&nbsp;\u66f4\u591a\u80fd\u529b<\/strong><strong><\/strong><\/h3>\n\n\n\n<p>OmniGen\u5177\u5907\u6f5c\u5728\u7684\u63a8\u7406\u80fd\u529b\uff0c\u53ef\u4ee5\u5904\u7406\u5bf9\u6a21\u578b\u7406\u89e3\u548c\u63a8\u65ad\u80fd\u529b\u5177\u6709\u4e00\u5b9a\u8981\u6c42\u7684\u975e\u663e\u5f0f\u67e5\u8be2\u6307\u4ee4\u3002&nbsp;<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u8981\u6c42\u6a21\u578b\u5220\u9664\u56fe\u4e2d\u80fd\u88c5\u6c34\u7684\u7269\u54c1\uff0c\u5219\u6a21\u578b\u80fd\u591f\u7406\u89e3\u548c\u63a8\u65ad\u51fa\u6307\u4ee4\u6d89\u53ca\u7684\u56fe\u4e2d\u7269\u4f53\u5e76\u5220\u9664\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"241\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72479-11-1024x241.png\" alt=\"\" class=\"wp-image-2422\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72479-11-1024x241.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72479-11-300x71.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72479-11-768x181.png 768w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u72479-11.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u53e6\u4e00\u65b9\u9762\uff0cOmniGen\u5177\u6709\u4e00\u5b9a\u7a0b\u5ea6\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff0c\u53ef\u6839\u636e\u53c2\u8003\u6837\u4f8b\u5bf9\u56fe\u50cf\u8fdb\u884c\u5904\u7406\u3002&nbsp;<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u8f93\u5165\u4e00\u4e2a\u5206\u5272\u7687\u540e\u8c61\u68cb\u7684\u8f93\u5165-\u8f93\u51fa\u914d\u5bf9\u6837\u4f8b\uff08Example\uff09\uff0c\u6a21\u578b\u80fd\u8bc6\u522b\u5e76\u5206\u5272\u65b0\u8f93\u5165\u56fe\u50cf\u4e2d\u5bf9\u5e94\u7684\u7269\u4f53\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"357\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724710-11-1024x357.png\" alt=\"\" class=\"wp-image-2423\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724710-11-1024x357.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724710-11-300x104.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724710-11-768x267.png 768w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724710-11.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u601d\u7ef4\u94fe\uff08Chain-of-Thought, CoT\uff09\u65b9\u6cd5\u5c06\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u6b65\u9aa4\uff0c\u5e76\u6309\u987a\u5e8f\u6c42\u89e3\u6bcf\u4e2a\u6b65\u9aa4\u4ee5\u83b7\u5f97\u51c6\u786e\u7684\u6700\u7ec8\u7b54\u6848\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u4e86LLM\u7684\u6027\u80fd\u3002&nbsp;<\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u662f\u5426\u53ef\u4ee5\u5c06\u7c7b\u4f3c\u7684\u66ff\u4ee3\u65b9\u6848\u5e94\u7528\u4e8e\u56fe\u50cf\u751f\u6210\u5462\uff1f\u53d7\u4eba\u7c7b\u7ed8\u753b\u7684\u57fa\u672c\u65b9\u5f0f\u7684\u542f\u53d1\uff0c\u7814\u7a76\u4eba\u5458\u5e0c\u671b\u6a21\u4eff\u4e00\u6b65\u4e00\u6b65\u7684\u7ed8\u753b\u8fc7\u7a0b\uff0c\u4ece\u7a7a\u767d\u753b\u5e03\u4e0a\u8fed\u4ee3\u5730\u751f\u6210\u56fe\u50cf\u3002&nbsp;<\/p>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u4e86\u521d\u6b65\u7684\u63a2\u7d22\uff0c\u5fae\u8c03\u540e\u6a21\u578b\u80fd\u591f\u6a21\u62df\u4eba\u7c7b\u884c\u4e3a\u4e00\u6b65\u6b65\u7684\u751f\u6210\u56fe\u7247\uff0c\u8fdb\u4e00\u6b65\u7684\u4f18\u5316\u7559\u7ed9\u4ee5\u540e\u7684\u7814\u7a76\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"432\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724711-11-1024x432.png\" alt=\"\" class=\"wp-image-2424\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724711-11-1024x432.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724711-11-300x127.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724711-11-768x324.png 768w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724711-11.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>OmniGen\u7684\u80fd\u529b\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u4ee5\u4e0a\u5185\u5bb9\uff0c\u8fd8\u5305\u62ec\u57fa\u672c\u7684\u56fe\u50cf\u53bb\u566a\u3001\u8fb9\u7f18\u63d0\u53d6\u7b49\u80fd\u529b\u3002\u6a21\u578b\u6743\u91cd\u548c\u4ee3\u7801\u5df2\u5f00\u6e90\uff0c\u7528\u6237\u53ef\u4ee5\u81ea\u884c\u63a2\u7d22\u66f4\u591aOmniGen\u7684\u80fd\u529b\u3002&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u6a21\u578b<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>OmniGen\u7684\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219\u662f\uff1a<strong>\u7b80\u6d01\u548c\u6709\u6548<\/strong>\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u6700\u5927\u7a0b\u5ea6\u820d\u5f03\u4e86\u5404\u79cd\u989d\u5916\u6a21\u5757\u3002OmniGen\u7684\u57fa\u672c\u67b6\u6784\u4e3a\uff1a\u4e00\u4e2a Transformer \u6a21\u578b\u548c\u4e00\u4e2aVAE\u6a21\u5757\uff0c\u51713.8B\u53c2\u6570\u3002&nbsp;<\/p>\n\n\n\n<p>\u5176\u4e2d\uff0cTransformer\u7ee7\u627f\u4e8ePhi3-mini\u6a21\u578b\uff0c\u56fe\u50cf\u5185\u90e8\u6539\u7528\u53cc\u5411\u6ce8\u610f\u529b\uff08Bidirectional Attention\uff09 \u4ee5\u5951\u5408\u56fe\u50cf\u6570\u636e\u7279\u6027\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"933\" height=\"289\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724712-11.png\" alt=\"\" class=\"wp-image-2425\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724712-11.png 933w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724712-11-300x93.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724712-11-768x238.png 768w\" sizes=\"auto, (max-width: 933px) 100vw, 933px\" \/><\/figure>\n\n\n\n<p>\u6574\u4f53\u67b6\u6784&nbsp;<\/p>\n\n\n\n<p>\u4e3a\u5b9e\u73b0\u5f3a\u5927\u7684\u901a\u7528\u548c\u6cdb\u5316\u80fd\u529b\uff0c\u7814\u7a76\u4eba\u5458\u9700\u8981\u57fa\u4e8e\u5927\u89c4\u6a21\u548c\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u8bad\u7ec3\u6a21\u578b\u3002\u7136\u800c\uff0c\u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\uff0c\u5c1a\u65e0\u4e00\u4e2a\u53ef\u7528\u7684\u901a\u7528\u6570\u636e\u96c6\u3002&nbsp;<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u6784\u5efa\u4e86\u9996\u4e2a\u5927\u89c4\u6a21\u4e14\u591a\u6837\u5316\u7684\u7edf\u4e00\u56fe\u50cf\u751f\u6210\u6570\u636e\u96c6X2I\uff0c\u610f\u4e3a \u300cAnything to 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