{"id":617,"date":"2026-07-02T22:50:58","date_gmt":"2026-07-02T14:50:58","guid":{"rendered":"http:\/\/www.longxiapro.com\/?p=617"},"modified":"2026-07-02T22:50:58","modified_gmt":"2026-07-02T14:50:58","slug":"lingyangbenshijuelijieyinqingclipshenduzhinanjiagoujizhiyanjintupoyukaifazhekeluodedeshi","status":"publish","type":"post","link":"https:\/\/www.longxiapro.com\/index.php\/617\/","title":{"rendered":"\u96f6\u6837\u672c\u89c6\u89c9\u7406\u89e3\u5f15\u64ceCLIP\u6df1\u5ea6\u6307\u5357\uff1a\u67b6\u6784\u673a\u5236\u3001\u6f14\u8fdb\u7a81\u7834\u4e0e\u5f00\u53d1\u8005\u53ef\u843d\u5730\u7684\u5b9e\u8df5\u6846\u67b6"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u5728\u4eba\u5de5\u667a\u80fd\u4ece\u5355\u4e00\u611f\u77e5\u5411\u591a\u6a21\u6001\u878d\u5408\u6f14\u8fdb\u7684\u5173\u952e\u9636\u6bb5\uff0cCLIP\uff08Contrastive Language-Image Pre-training\uff09\u6a21\u578b\u4f5c\u4e3aOpenAI\u4e8e2021\u5e74\u53d1\u5e03\u7684\u5f00\u521b\u6027\u5de5\u4f5c\uff0c\u9996\u6b21\u7cfb\u7edf\u6027\u5730\u5c06\u56fe\u50cf\u4e0e\u81ea\u7136\u8bed\u8a00\u5bf9\u9f50\u5230\u7edf\u4e00\u8bed\u4e49\u7a7a\u95f4\u3002\u5b83\u65e0\u9700\u4f9d\u8d56\u5927\u89c4\u6a21\u4eba\u5de5\u6807\u6ce8\u6570\u636e\uff0c\u5373\u80fd\u5728\u6570\u5341\u4e2a\u89c6\u89c9\u4efb\u52a1\u4e0a\u5c55\u73b0\u51fa\u8272\u7684\u96f6\u6837\u672c\u6cdb\u5316\u80fd\u529b\u3002\u672c\u6587\u5c06\u4ece\u80cc\u666f\u3001\u539f\u7406\u5230\u5c40\u9650\u9010\u5c42\u62c6\u89e3\uff0c\u5e76\u91cd\u70b9\u6574\u7406\u5f00\u53d1\u8005\u53ef\u76f4\u63a5\u501f\u9274\u7684AI\u667a\u80fd\u843d\u5730\u5b9e\u65bd\u6846\u67b6\u4e0e\u5177\u4f53\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001CLIP\u6a21\u578b\u7684\u8bde\u751f\u80cc\u666f\uff1a\u4f20\u7edf\u89c6\u89c9\u8303\u5f0f\u7684\u4e09\u5927\u7ed3\u6784\u6027\u56f0\u5883<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728CLIP\u51fa\u73b0\u524d\uff0c\u6df1\u5ea6\u5b66\u4e60\u89c6\u89c9\u6a21\u578b\u867d\u5728\u5c01\u95ed\u57fa\u51c6\u4e0a\u53d6\u5f97\u8fdb\u5c55\uff0c\u4f46\u59cb\u7ec8\u53d7\u4e09\u5927\u56f0\u5883\u5236\u7ea6\uff0c\u76f4\u63a5\u5f71\u54cd\u5b9e\u9645\u90e8\u7f72\u6210\u672c\u4e0e\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6570\u636e\u96c6\u6784\u5efa\u6210\u672c\u6781\u9ad8<\/strong>\uff1aImageNet\u7b49\u7ecf\u5178\u6570\u636e\u96c6\u9700\u6570\u4e07\u540d\u6807\u6ce8\u4eba\u5458\u8017\u65f6\u6570\u5e74\u5b8c\u6210\u6709\u9650\u7c7b\u522b\u7684\u6807\u6ce8\u3002\u8fd9\u79cd\u201c\u4eba\u6d77\u6218\u672f\u201d\u4e0d\u4ec5\u8d39\u7528\u9ad8\u6602\uff0c\u800c\u4e14\u65e0\u6cd5\u8986\u76d6\u771f\u5b9e\u4e16\u754c\u5f00\u653e\u3001\u52a8\u6001\u7684\u89c6\u89c9\u6982\u5ff5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6a21\u578b\u80fd\u529b\u6781\u5ea6\u788e\u7247\u5316<\/strong>\uff1a\u4f20\u7edf\u65b9\u6848\u901a\u5e38\u4e3a\u5355\u4e00\u4efb\u52a1\uff08\u5982\u5206\u7c7b\u3001\u68c0\u6d4b\u3001\u5206\u5272\uff09\u5b9a\u5236\u4e13\u7528\u67b6\u6784\u3002\u4e00\u65e6\u8fc1\u79fb\u65b0\u4efb\u52a1\uff0c\u5fc5\u987b\u91cd\u65b0\u91c7\u96c6\u6570\u636e\u3001 redesign \u8f93\u51fa\u5934\u5e76\u91cd\u65b0\u8bad\u7ec3\uff0c\u590d\u7528\u4ef7\u503c\u4f4e\u3001\u5de5\u7a0b\u6210\u672c\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u57fa\u51c6\u6027\u80fd\u4e0e\u771f\u5b9e\u8868\u73b0\u5b58\u5728\u660e\u663e\u843d\u5dee<\/strong>\uff1a\u6a21\u578b\u5728ImageNet\u4e0a\u63a5\u8fd1\u6216\u8d85\u8d8a\u4eba\u7c7b\u6c34\u5e73\uff0c\u4f46\u5728\u771f\u5b9e\u73af\u5883\u6216\u5206\u5e03\u504f\u79fb\u573a\u666f\u4e0b\u6027\u80fd\u5927\u5e45\u4e0b\u6ed1\u3002\u5176\u6839\u6e90\u5728\u4e8e\u6a21\u578b\u66f4\u591a\u201c\u8bb0\u5fc6\u201d\u4e86\u8bad\u7ec3\u6570\u636e\u7684\u7edf\u8ba1\u5206\u5e03\uff0c\u800c\u975e\u4e60\u5f97\u53ef\u8fc1\u79fb\u7684\u62bd\u8c61\u89c6\u89c9\u6982\u5ff5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CLIP\u7684\u8bbe\u8ba1\u76ee\u6807\u6b63\u662f\u7cfb\u7edf\u6027\u89e3\u51b3\u8fd9\u4e09\u91cd\u56f0\u5883\u2014\u2014\u5b83\u4e0d\u518d\u4f9d\u8d56\u56fa\u5b9a\u6807\u7b7e\u7684\u76d1\u7763\uff0c\u800c\u662f\u5229\u7528\u4e92\u8054\u7f51\u81ea\u7136\u5b58\u5728\u7684\u56fe\u6587\u5bf9\u4f5c\u4e3a\u5f31\u76d1\u7763\u4fe1\u53f7\uff0c\u8ba9\u6a21\u578b\u901a\u8fc7\u8bed\u8a00\u63cf\u8ff0\u5b66\u4e60\u5f00\u653e\u7684\u89c6\u89c9\u8bed\u4e49\uff0c\u4ece\u800c\u4e3a\u4f4e\u95e8\u69db\u3001\u9ad8\u6cdb\u5316\u7684\u591a\u6a21\u6001\u5e94\u7528\u843d\u5730\u521b\u9020\u6761\u4ef6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001CLIP\u6a21\u578b\u7684\u6838\u5fc3\u539f\u7406\uff1a\u53cc\u7f16\u7801\u5668\u67b6\u6784\u4e0e\u5bf9\u6bd4\u5b66\u4e60\u673a\u5236<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">CLIP\u7684\u6838\u5fc3\u601d\u60f3\u662f\u8ba9\u56fe\u50cf\u7f16\u7801\u5668\u4e0e\u6587\u672c\u7f16\u7801\u5668\u5728\u540c\u4e00\u8bed\u4e49\u7a7a\u95f4\u4e2d\u76f8\u4e92\u5bf9\u9f50\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u91c7\u7528<strong>\u53cc\u7f16\u7801\u5668\u67b6\u6784<\/strong>\uff1a\u56fe\u50cf\u7f16\u7801\u5668\uff08\u5b9e\u9a8c\u4e2dVision Transformer\u5728\u8ba1\u7b97\u6548\u7387\u4e0a\u663e\u8457\u4f18\u4e8eResNet\uff09\u5c06\u8f93\u5165\u56fe\u50cf\u6620\u5c04\u4e3a\u9ad8\u7ef4\u5411\u91cf\uff1b\u6587\u672c\u7f16\u7801\u5668\uff08\u57fa\u4e8eTransformer\uff09\u5c06\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff08\u5982\u201c\u4e00\u53ea\u5750\u5728\u8349\u5730\u4e0a\u7684\u6a58\u732b\u201d\uff09\u6620\u5c04\u4e3a\u540c\u7ef4\u5ea6\u5411\u91cf\u3002\u4e24\u4e2a\u7f16\u7801\u5668\u7684\u8f93\u51fa\u7ecf\u6295\u5f71\u5c42\u540e\u8fdb\u5165\u5171\u4eab\u7a7a\u95f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u91c7\u7528<strong>\u5bf9\u6bd4\u5b66\u4e60<\/strong>\u673a\u5236\u3002\u5728\u6bcf\u4e2a\u6279\u6b21\u4e2d\uff0c\u5047\u8bbe\u6709N\u5bf9\u56fe\u6587\u6837\u672c\uff0c\u6a21\u578b\u8ba1\u7b97\u5168\u90e8N\u00d7N\u79cd\u7ec4\u5408\u7684\u76f8\u4f3c\u5ea6\uff08\u901a\u5e38\u4e3a\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff09\uff0c\u5f62\u6210N\u00d7N\u76f8\u4f3c\u5ea6\u77e9\u9635\u3002\u8bad\u7ec3\u76ee\u6807\u662f\u6700\u5927\u5316\u77e9\u9635\u5bf9\u89d2\u7ebf\uff08\u771f\u5b9e\u914d\u5bf9\uff09\u7684\u76f8\u4f3c\u5ea6\uff0c\u540c\u65f6\u6700\u5c0f\u5316\u975e\u5bf9\u89d2\u7ebf\uff08\u9519\u8bef\u914d\u5bf9\uff09\u7684\u76f8\u4f3c\u5ea6\u3002\u8fd9\u79cd\u65b9\u5f0f\u8ba9\u6a21\u578b\u5b66\u4f1a\u533a\u5206\u201c\u5339\u914d\u201d\u4e0e\u201c\u4e0d\u5339\u914d\u201d\u7684\u8de8\u6a21\u6001\u5173\u7cfb\uff0c\u800c\u975e\u6b7b\u8bb0\u786c\u80cc\u7c7b\u522b\u6807\u7b7e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/docs.vultr.com\/public\/doc-assets\/1768\/17ac11aa07e4e3c6.webp\" alt=\"Zero-shot Image Classification with OpenAI CLIP Tutorial | Vultr Docs\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/docs.vultr.com\/zero-shot-image-classification-using-openai-clip\" target=\"_blank\" rel=\"noreferrer noopener\">docs.vultr.com<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Zero-shot Image Classification with OpenAI CLIP Tutorial | Vultr Docs<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9a8c\u8868\u660e\uff0c\u5bf9\u6bd4\u5b66\u4e60\u76ee\u6807\u5728\u96f6\u6837\u672cImageNet\u5206\u7c7b\u4e0a\u7684\u6570\u636e\u6548\u7387\u6bd4\u65e9\u671f\u201c\u56fe\u50cf\u5230\u6587\u672c\u751f\u6210\u201d\u65b9\u5f0f\u9ad8\u51fa\u6570\u500d\u3002\u8bad\u7ec3\u6570\u636e\u76f4\u63a5\u6765\u6e90\u4e8e\u4e92\u8054\u7f51\u81ea\u7136\u56fe\u6587\u5bf9\uff08\u89c4\u6a21\u7ea64\u4ebf\uff09\uff0c\u65e0\u9700\u989d\u5916\u4eba\u5de5\u6807\u6ce8\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u96f6\u6837\u672c\u5206\u7c7b\u7684\u5b9e\u73b0\u65b9\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">CLIP\u6700\u5177\u5de5\u7a0b\u4ef7\u503c\u7684\u7279\u6027\u662f<strong>\u96f6\u6837\u672c\u5206\u7c7b<\/strong>\uff1a\u65e0\u9700\u4efb\u4f55\u65b0\u4efb\u52a1\u7684\u6807\u6ce8\u6570\u636e\u6216\u6a21\u578b\u5fae\u8c03\uff0c\u4ec5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u5b8c\u6210\u5206\u7c7b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u73b0\u6d41\u7a0b\u6781\u4e3a\u7b80\u6d01\uff1a\u5c06\u6240\u6709\u5019\u9009\u7c7b\u522b\u540d\u79f0\u5305\u88c5\u4e3a\u81ea\u7136\u8bed\u8a00\u63d0\u793a\uff08\u5982\u201ca photo of a dog\u201d\uff09\uff0c\u5206\u522b\u901a\u8fc7\u6587\u672c\u7f16\u7801\u5668\u751f\u6210\u5411\u91cf\uff1b\u8f93\u5165\u56fe\u50cf\u901a\u8fc7\u56fe\u50cf\u7f16\u7801\u5668\u751f\u6210\u5411\u91cf\uff1b\u8ba1\u7b97\u56fe\u50cf\u5411\u91cf\u4e0e\u6bcf\u4e2a\u6587\u672c\u5411\u91cf\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff0c\u76f8\u4f3c\u5ea6\u6700\u9ad8\u8005\u5373\u4e3a\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u673a\u5236\u8ba9\u6a21\u578b\u5177\u5907\u6781\u5f3a\u7684\u4efb\u52a1\u9002\u5e94\u6027\u3002\u5728ImageNet\u96f6\u6837\u672c\u6d4b\u8bd5\u4e2d\uff0cCLIP\u5728\u5b8c\u5168\u4e0d\u4f7f\u7528\u539f\u59cb\u8bad\u7ec3\u6837\u672c\u7684\u60c5\u51b5\u4e0b\uff0c\u8fbe\u5230\u4e86\u4e0e\u76d1\u7763\u8bad\u7ec3ResNet-50\u76f8\u5f53\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001\u4e3b\u8981\u5e94\u7528\u573a\u666f\u4e0e\u5177\u4f53\u843d\u5730\u5b9e\u65bd\u65b9\u6848<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">CLIP\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u80fd\u529b\u5df2\u5728\u591a\u4e2a\u9886\u57df\u4ea7\u751f\u5b9e\u9645\u4ef7\u503c\u3002\u4ee5\u4e0b\u7ed3\u5408\u771f\u5b9e\u5f00\u53d1\u573a\u666f\uff0c\u6574\u7406\u53ef\u843d\u5730\u7684\u5b9e\u65bd\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u56fe\u6587\u8de8\u6a21\u6001\u68c0\u7d22<\/strong>\uff1a\u9002\u7528\u4e8e\u7535\u5546\u5546\u54c1\u641c\u7d22\u3001\u7248\u6743\u56fe\u5e93\u7ba1\u7406\u3001\u5185\u5bb9\u5ba1\u6838\u3002 <strong>\u843d\u5730\u65b9\u6848<\/strong>\uff1a\u79bb\u7ebf\u9636\u6bb5\u7528CLIP\u56fe\u50cf\u7f16\u7801\u5668\u6279\u91cf\u63d0\u53d6\u56fe\u5e93\u7279\u5f81\u5e76\u5b58\u5165\u5411\u91cf\u6570\u636e\u5e93\uff08FAISS\u7d22\u5f15\u6216Milvus\u7b49\u5f00\u6e90\u65b9\u6848\uff09\uff1b\u5728\u7ebf\u9636\u6bb5\u6587\u672c\u67e5\u8be2\u5b9e\u65f6\u7f16\u7801\u540e\u6267\u884c\u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22\uff0c\u8fd4\u56deTop-K\u7ed3\u679c\u3002\u5173\u952e\u4f18\u5316\u70b9\u5305\u62ec\u7279\u5f81\u5f52\u4e00\u5316\u3001\u5f02\u6b65\u6279\u5904\u7406\u7f16\u7801\u3001\u7f13\u5b58\u5c42\u8bbe\u8ba1\u3002Java\u540e\u7aef\u670d\u52a1\u53ef\u901a\u8fc7Triton Inference Server\u6216FastAPI\u5c01\u88c5Python\u63a8\u7406\u7aef\u70b9\u5b9e\u73b0\u65e0\u7f1d\u96c6\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u96f6\u6837\u672c\u4e13\u4e1a\u9886\u57df\u5206\u7c7b<\/strong>\uff1a\u9002\u7528\u4e8e\u5de5\u4e1a\u8d28\u68c0\u3001\u533b\u7597\u5f71\u50cf\u3001\u9065\u611f\u89e3\u8bd1\u7b49\u6807\u6ce8\u6570\u636e\u7a00\u7f3a\u573a\u666f\u3002 <strong>\u843d\u5730\u65b9\u6848<\/strong>\uff1a\u9886\u57df\u4e13\u5bb6\u8bbe\u8ba1\u7cbe\u51c6\u63d0\u793a\u6a21\u677f\uff1b\u7ed3\u5408\u5c11\u91cf\u65e0\u6807\u7b7e\u9886\u57df\u6570\u636e\u8fdb\u884c\u8f7b\u91cf\u81ea\u76d1\u7763\u5fae\u8c03\u6216\u63d0\u793a\u4f18\u5316\uff1b\u90e8\u7f72\u65f6\u91cd\u70b9\u505a\u6a21\u578b\u91cf\u5316\u4e0e\u8fb9\u7f18\u52a0\u901f\u3002IBM\u7b49\u673a\u6784\u7814\u7a76\u663e\u793a\uff0c\u7ed3\u5408\u81ea\u76d1\u7763\u6a21\u578b\u5bf9CLIP\u8fdb\u884c\u65e0\u6807\u7b7e\u9002\u914d\u53ef\u8fdb\u4e00\u6b65\u63d0\u5347\u9886\u57df\u8868\u73b0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u56fe\u50cf\u751f\u6210\u7684\u8bed\u4e49\u5f15\u5bfc<\/strong>\uff1aDALL\u00b7E 2\u3001Stable Diffusion\u7b49\u751f\u6210\u6a21\u578b\u5747\u4f9d\u8d56CLIP\u6587\u672c\u7f16\u7801\u5668\u7406\u89e3\u7528\u6237\u63d0\u793a\u3002 <strong>\u843d\u5730\u65b9\u6848<\/strong>\uff1a\u5c06CLIP\u6587\u672c\u7f16\u7801\u5668\u4f5c\u4e3a\u6761\u4ef6\u7f16\u7801\u5668\u63a5\u5165\u751f\u6210 pipeline\uff0c\u901a\u8fc7\u5206\u7c7b\u5668\u81ea\u7531\u5f15\u5bfc\uff08CFG\uff09\u63a7\u5236\u751f\u6210\u5f3a\u5ea6\u4e0e\u8bed\u4e49\u5fe0\u5b9e\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89c6\u9891\u5185\u5bb9\u7406\u89e3\u4e0e\u68c0\u7d22<\/strong>\uff1a\u9002\u7528\u4e8e\u5b89\u9632\u76d1\u63a7\u3001\u4f53\u80b2\u8d5b\u4e8b\u5206\u6790\u3001\u5e73\u53f0\u5185\u5bb9\u5ba1\u6838\u3002 <strong>\u843d\u5730\u65b9\u6848<\/strong>\uff1a\u5173\u952e\u5e27\u63d0\u53d6 + CLIP\u7f16\u7801 + \u65f6\u5e8f\u805a\u5408\u6216\u6ed1\u52a8\u7a97\u53e3\u5339\u914d\uff1b\u7ed3\u5408\u89c6\u9891\u4e13\u7528\u6a21\u578b\u6784\u5efa\u591a\u6a21\u6001\u7d22\u5f15\uff0c\u5b9e\u73b0\u201c\u627e\u5230\u6240\u6709\u6709\u4eba\u5728\u8dd1\u6b65\u7684\u7247\u6bb5\u201d\u7b49\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u89c6\u89c9\u57fa\u5ea7<\/strong>\uff1aGPT-4V\u3001LLaVA\u3001Gemini\u7b49\u6a21\u578b\u7684\u89c6\u89c9\u7f16\u7801\u5668\u5927\u591a\u76f4\u63a5\u6216\u95f4\u63a5\u501f\u9274CLIP\u67b6\u6784\u3002 <strong>\u843d\u5730\u65b9\u6848<\/strong>\uff1a\u5c06CLIP\u89c6\u89c9\u7f16\u7801\u5668\u51bb\u7ed3\u6216\u5fae\u8c03\u540e\u4f5c\u4e3avision tower\uff0c\u901a\u8fc7\u6295\u5f71\u5c42\u4e0eLLM\u5bf9\u9f50\uff0c\u53c2\u8003LLaVA\u4e24\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b\uff08\u7279\u5f81\u5bf9\u9f50 + \u6307\u4ee4\u5fae\u8c03\uff09\u6784\u5efa\u9886\u57df\u4e13\u7528Agent\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94\u3001CLIP\u6a21\u578b\u7684\u5c40\u9650\u6027\u4e0e\u5de5\u7a0b\u5316\u5e94\u5bf9\u7b56\u7565<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4efb\u4f55\u6280\u672f\u90fd\u6709\u8fb9\u754c\u3002CLIP\u7684\u4e3b\u8981\u5c40\u9650\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u957f\u6587\u672c\u7406\u89e3\u80fd\u529b\u6709\u9650<\/strong>\uff1a\u539f\u59cb\u6587\u672c\u7f16\u7801\u5668\u4e0a\u4e0b\u6587\u7a97\u53e3\u7ea677 token\uff0c\u590d\u6742\u957f\u63cf\u8ff0\u8868\u73b0\u4e0b\u964d\u3002 <strong>\u5de5\u7a0b\u5e94\u5bf9<\/strong>\uff1a\u5148\u7528LLM\u5bf9\u957f\u6587\u672c\u8fdb\u884c\u6458\u8981\u6216\u91cd\u5199\u63d0\u793a\uff1b\u6216\u91c7\u7528LLM2CLIP\u7b49\u6269\u5c55\u6a21\u578b\uff08\u5fae\u8f6f\u7814\u7a76\u663e\u793a\u5176\u5728\u957f\/\u77ed\u6587\u672c\u68c0\u7d22\u4e0a\u5747\u63d0\u5347\u7ea616.5%\uff09\u3002<\/li>\n\n\n\n<li><strong>\u7ec6\u7c92\u5ea6\u89c6\u89c9\u63a8\u7406\u80fd\u529b\u4e0d\u8db3<\/strong>\uff1a\u5bf9\u7cbe\u786e\u7a7a\u95f4\u5173\u7cfb\u3001\u8ba1\u6570\u7b49\u4efb\u52a1\u8868\u73b0\u8f83\u5f31\u3002 <strong>\u5de5\u7a0b\u5e94\u5bf9<\/strong>\uff1a\u7ed3\u5408Grounding DINO\u7b49\u68c0\u6d4b\/\u5206\u5272\u6a21\u578b\u8fdb\u884c\u5c40\u90e8\u9a8c\u8bc1\u4e0e\u91cd\u6392\u5e8f\u3002<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u504f\u89c1\u95ee\u9898<\/strong>\uff1a\u7ee7\u627f\u4e92\u8054\u7f51\u6570\u636e\u4e2d\u7684\u6027\u522b\u3001\u79cd\u65cf\u7b49\u504f\u89c1\u3002 <strong>\u5de5\u7a0b\u5e94\u5bf9<\/strong>\uff1a\u5b9e\u65bd\u7cfb\u7edf\u6027\u516c\u5e73\u6027\u5ba1\u8ba1\u3001\u63d0\u793a\u53bb\u504f\u5b9e\u9a8c\u3001\u4eba\u5de5-in-the-loop\u5ba1\u6838\u673a\u5236\uff0c\u5c24\u5176\u5728\u9ad8\u98ce\u9669\u573a\u666f\u4e2d\u5efa\u7acb\u900f\u660e\u5ea6\u62a5\u544a\u4e0e\u4eba\u5de5\u590d\u6838\u56de\u8def\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u540e\u7eed\u6539\u8fdb\u65b9\u5411\u5305\u62ecOpenCLIP\uff08\u5927\u89c4\u6a21\u5f00\u6e90\u590d\u73b0\uff09\u3001SigLIP\uff08\u6539\u8fdb\u8bad\u7ec3\u76ee\u6807\uff09\u3001BLIP\u7cfb\u5217\u3001InternVL\u7b49\uff0c\u5f00\u53d1\u8005\u53ef\u6839\u636e\u4efb\u52a1\u9700\u6c42\u7075\u6d3b\u9009\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u516d\u3001\u4e3b\u6d41\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u5bf9\u6bd4<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u578b<\/th><th>\u53d1\u5e03\u673a\u6784<\/th><th>\u53d1\u5e03\u65f6\u95f4<\/th><th>\u8bad\u7ec3\u6570\u636e\u89c4\u6a21<\/th><th>\u96f6\u6837\u672c\u5206\u7c7b<\/th><th>\u957f\u6587\u672c\u7406\u89e3<\/th><th>\u5f00\u6e90\u60c5\u51b5<\/th><\/tr><\/thead><tbody><tr><td>CLIP<\/td><td>OpenAI<\/td><td>2021<\/td><td>\u7ea64\u4ebf\u56fe\u6587\u5bf9<\/td><td>\u652f\u6301<\/td><td>\u6709\u9650\uff0877 token\uff09<\/td><td>\u90e8\u5206\u5f00\u6e90<\/td><\/tr><tr><td>OpenCLIP<\/td><td>LAION\u793e\u533a<\/td><td>2022<\/td><td>\u6700\u592750\u4ebf\u56fe\u6587\u5bf9<\/td><td>\u652f\u6301<\/td><td>\u6709\u9650<\/td><td>\u5b8c\u5168\u5f00\u6e90<\/td><\/tr><tr><td>BLIP-2<\/td><td>Salesforce<\/td><td>2023<\/td><td>\u591a\u9636\u6bb5\u8bad\u7ec3<\/td><td>\u652f\u6301<\/td><td>\u8f83\u5f3a<\/td><td>\u5b8c\u5168\u5f00\u6e90<\/td><\/tr><tr><td>SigLIP<\/td><td>Google<\/td><td>2023<\/td><td>\u6570\u5341\u4ebf\u56fe\u6587\u5bf9<\/td><td>\u652f\u6301<\/td><td>\u6709\u9650<\/td><td>\u90e8\u5206\u5f00\u6e90<\/td><\/tr><tr><td>LLM2CLIP<\/td><td>\u5fae\u8f6f\u7814\u7a76\u9662<\/td><td>2024<\/td><td>\u57fa\u4e8eEVA02\u5fae\u8c03<\/td><td>\u652f\u6301<\/td><td>\u663e\u8457\u589e\u5f3a<\/td><td>\u90e8\u5206\u5f00\u6e90<\/td><\/tr><tr><td>InternVL<\/td><td>\u4e0a\u6d77AI\u5b9e\u9a8c\u5ba4<\/td><td>2024<\/td><td>\u591a\u9636\u6bb5\u8bad\u7ec3<\/td><td>\u652f\u6301<\/td><td>\u8f83\u5f3a<\/td><td>\u5b8c\u5168\u5f00\u6e90<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">CLIP\u5df2\u6210\u4e3a\u5f53\u4ee3\u591a\u6a21\u6001AI\u751f\u6001\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u51e0\u4e4e\u6240\u6709\u4e3b\u6d41\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u5728\u4e0d\u540c\u7a0b\u5ea6\u4e0a\u501f\u9274\u5176\u67b6\u6784\u601d\u60f3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e03\u3001CLIP\u6a21\u578b\u7684AI\u667a\u80fd\u843d\u5730\u5b9e\u65bd\u6846\u67b6\uff08\u5177\u4f53\u89e3\u51b3\u65b9\u6848\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u5e2e\u52a9\u5f00\u53d1\u8005\u5c06CLIP\u4ece\u7406\u8bba\u6a21\u578b\u8f6c\u5316\u4e3a\u751f\u4ea7\u53ef\u7528\u7cfb\u7edf\uff0c\u4ee5\u4e0b\u63d0\u4f9b\u4e00\u5957\u7ed3\u6784\u5316\u3001\u53ef\u590d\u7528\u7684\u7aef\u5230\u7aef\u5b9e\u65bd\u6846\u67b6\uff0c\u6db5\u76d6\u539f\u578b\u9a8c\u8bc1\u5230\u89c4\u6a21\u5316\u90e8\u7f72\u7684\u5168\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u843d\u5730\u89e3\u51b3\u65b9\u6848\u4e00\uff1a\u96f6\u6837\u672c\u5206\u7c7b\u670d\u52a1\u7684\u5feb\u901f\u539f\u578b\u4e0e\u751f\u4ea7\u90e8\u7f72<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u73af\u5883\u4e0e\u6a21\u578b\u51c6\u5907\uff1aPython 3.8+\u73af\u5883\u4e2d\u5b89\u88c5transformers\u3001torch\u3001pillow\u7b49\u5e93\uff0c\u52a0\u8f7dHugging Face\u9884\u8bad\u7ec3\u6743\u91cd\uff08\u63a8\u8350openai\/clip-vit-base-patch32\u6216\u66f4\u5927\u53d8\u4f53\uff09\u3002Java\u540e\u7aef\u901a\u8fc7Triton Inference Server\u6216FastAPI\u5c01\u88c5\u4e3aREST\/gRPC\u670d\u52a1\u3002<\/li>\n\n\n\n<li>\u63d0\u793a\u5de5\u7a0b\u4f18\u5316\uff1a\u6d4b\u8bd5\u591a\u79cd\u6a21\u677f\uff08\u201ca photo of {}\u201d vs \u201c{} in industrial scene\u201d\uff09\uff0c\u7528\u9a8c\u8bc1\u96c6\u6311\u9009\u6700\u4f73\uff1b\u9886\u57df\u573a\u666f\u52a0\u5165\u4e0a\u4e0b\u6587\u63cf\u8ff0\u63d0\u5347\u51c6\u786e\u7387\u3002<\/li>\n\n\n\n<li>\u6838\u5fc3\u63a8\u7406\u6d41\u7a0b\uff1a\u56fe\u50cf\u4e0e\u6587\u672c\u63d0\u793a\u5206\u522b\u9884\u5904\u7406 \u2192 \u7f16\u7801 \u2192 \u8ba1\u7b97logits_per_image \u2192 softmax\u6216argmax\u5f97\u5230\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>\u751f\u4ea7\u4f18\u5316\uff1a\u5bfc\u51faONNX\/TensorRT\u683c\u5f0f\u52a0\u901f\uff1b\u6dfb\u52a0\u6279\u5904\u7406\u3001\u6a21\u578b\u7248\u672c\u7ba1\u7406\u3001\u8f93\u5165\u5206\u5e03\u6f02\u79fb\u76d1\u63a7\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u843d\u5730\u89e3\u51b3\u65b9\u6848\u4e8c\uff1a\u4f01\u4e1a\u7ea7\u56fe\u6587\u8bed\u4e49\u68c0\u7d22\u5e73\u53f0\u7684\u67b6\u6784\u8bbe\u8ba1<\/strong> \u79bb\u7ebf\u9636\u6bb5\uff1a\u56fe\u50cf\u5165\u5e93\u65f6\u5f02\u6b65CLIP\u7f16\u7801\u7279\u5f81\uff0c\u5b58\u5165\u5411\u91cf\u6570\u636e\u5e93\uff08FAISS HNSW\u7d22\u5f15\u6216Milvus\u5206\u5e03\u5f0f\u65b9\u6848\uff09\u5e76\u4fdd\u7559\u5143\u6570\u636e\u3002 \u5728\u7ebf\u9636\u6bb5\uff1a\u6587\u672c\u67e5\u8be2\u5b9e\u65f6\u7f16\u7801 \u2192 \u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22 \u2192 \u53ef\u9009CLIP\u91cd\u6253\u5206 \u2192 \u8fd4\u56de\u7ed3\u679c\u3002 \u89c4\u6a21\u5316\u8981\u70b9\uff1a\u5206\u5e03\u5f0f\u5411\u91cf\u5e93 + GPU\u96c6\u7fa4\u3001\u51b7\u70ed\u6570\u636e\u5206\u79bb\u3001\u5f02\u6b65\u66f4\u65b0 pipeline\u3002Java\u4e1a\u52a1\u7cfb\u7edf\u901a\u8fc7SDK\u6216API\u8c03\u7528\u5373\u53ef\u96c6\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u843d\u5730\u89e3\u51b3\u65b9\u6848\u4e09\uff1a\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u89c6\u89c9\u80fd\u529b\u589e\u5f3a\u96c6\u6210<\/strong> \u5c06CLIP\u89c6\u89c9\u7f16\u7801\u5668\u4f5c\u4e3a\u51bb\u7ed3\u6216\u5fae\u8c03\u7684vision tower\uff0c\u901a\u8fc7MLP\u6295\u5f71\u5c42\u4e0eLLM\u5bf9\u9f50\u3002\u53c2\u8003LLaVA\u8bad\u7ec3\u6d41\u7a0b\uff1a\u7b2c\u4e00\u9636\u6bb5\u7279\u5f81\u5bf9\u9f50\u9884\u8bad\u7ec3\uff0c\u7b2c\u4e8c\u9636\u6bb5\u6307\u4ee4\u5fae\u8c03\u3002\u9002\u7528\u4e8e\u6784\u5efa\u9886\u57df\u77e5\u8bc6\u95ee\u7b54Agent\u6216\u89c6\u89c9\u63a8\u7406\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u843d\u5730\u89e3\u51b3\u65b9\u6848\u56db\uff1a\u89c6\u9891\u4e0e\u6d41\u5a92\u4f53\u5185\u5bb9\u667a\u80fd\u5206\u6790 pipeline<\/strong> \u5173\u952e\u5e27\u91c7\u6837\uff08\u5747\u5300\u91c7\u6837\u6216\u573a\u666f\u68c0\u6d4b\uff09 \u2192 CLIP\u6279\u91cf\u7f16\u7801 \u2192 \u65f6\u5e8f\u805a\u5408\u6216\u6ed1\u52a8\u7a97\u53e3\u5339\u914d\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u3002 \u53ef\u6269\u5c55\u7ed3\u5408\u89c6\u9891\u7f16\u7801\u5668\u6216\u65f6\u5e8f\u6a21\u578b\uff0c\u7528\u4e8e\u5f02\u5e38\u4e8b\u4ef6\u68c0\u6d4b\u3001\u7247\u6bb5\u68c0\u7d22\u7b49\u573a\u666f\u3002\u8fb9\u7f18\u90e8\u7f72\u65f6\u4f18\u5148\u4f7f\u7528\u91cf\u5316\u540e\u7684\u8f7b\u91cf\u53d8\u4f53\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u843d\u5730\u89e3\u51b3\u65b9\u6848\u4e94\uff1a\u5168\u6808\u6027\u80fd\u4f18\u5316\u4e0e\u8d1f\u8d23\u4efbAI\u5de5\u7a0b\u5b9e\u8df5<\/strong> \u6027\u80fd\u5c42\uff1a\u52a8\u6001\u6279\u5904\u7406\u3001\u77e5\u8bc6\u84b8\u998f\u3001\u8fb9\u7f18\u8bbe\u5907\uff08ONNX Runtime\u3001RKNN\u7b49\uff09\u90e8\u7f72\u3001\u6a21\u578b\u91cf\u5316\uff08INT8\/FP16\uff09\u3002 \u9c81\u68d2\u6027\u5c42\uff1a\u5bf9\u6297\u6837\u672c\u6d4b\u8bd5\u3001OOD\u68c0\u6d4b\u3001\u5d4c\u5165\u6f02\u79fb\u76d1\u63a7\u3002 \u4f26\u7406\u5c42\uff1a\u96c6\u6210\u504f\u89c1\u8bc4\u4f30\u5de5\u5177\u3001\u63d0\u793a\u53bb\u504f\u5b9e\u9a8c\u3001\u4eba\u5de5\u590d\u6838\u56de\u8def\u3001\u900f\u660e\u5ea6\u62a5\u544a\u673a\u5236\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u4ee5\u4e0a\u6846\u67b6\uff0c\u5f00\u53d1\u8005\u901a\u5e38\u53ef\u5728\u6570\u5468\u5185\u5b8c\u6210\u4ece\u6982\u5ff5\u9a8c\u8bc1\u5230\u751f\u4ea7\u4e0a\u7ebf\u7684\u95ed\u73af\uff0c\u663e\u8457\u964d\u4f4e\u591a\u6a21\u6001AI\u7684\u843d\u5730\u95e8\u69db\u4e0e\u957f\u671f\u7ef4\u62a4\u6210\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u603b\u7ed3\u4e0e\u5c55\u671b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">CLIP\u7684\u610f\u4e49\u8fdc\u8d85\u5355\u4e00\u6a21\u578b\u6027\u80fd\u3002\u5b83\u8bc1\u660e\u4e86\u81ea\u7136\u8bed\u8a00\u4f5c\u4e3a\u9ad8\u6548\u89c6\u89c9\u76d1\u7763\u4fe1\u53f7\u7684\u53ef\u884c\u6027\uff0c\u4e3a\u5f00\u653e\u4e16\u754c\u591a\u6a21\u6001\u7406\u89e3\u5960\u5b9a\u4e86\u8ba4\u77e5\u57fa\u7840\u3002\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\uff0c\u5408\u7406\u8fd0\u7528\u5176\u96f6\u6837\u672c\u80fd\u529b\u4e0e\u5411\u91cf\u8868\u793a\uff0c\u7ed3\u5408\u73b0\u4ee3\u5de5\u7a0b\u5de5\u5177\u94fe\uff08\u5f00\u6e90\u6a21\u578b\u5e93\u3001\u5411\u91cf\u6570\u636e\u5e93\u3001\u63a8\u7406\u52a0\u901f\u6846\u67b6\uff09\uff0c\u5f00\u53d1\u8005\u80fd\u591f\u5feb\u901f\u6784\u5efa\u517c\u5177\u667a\u80fd\u6027\u4e0e\u5b9e\u7528\u6027\u7684\u89c6\u89c9\u8bed\u8a00\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740SigLIP\u3001LLM2CLIP\u3001InternVL\u7b49\u540e\u7eed\u5de5\u4f5c\u7684\u6301\u7eed\u6f14\u8fdb\uff0cCLIP\u6240\u5f00\u542f\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u601d\u60f3\u5c06\u7ee7\u7eed\u9a71\u52a8AI\u5411\u66f4\u901a\u7528\u3001\u66f4\u9c81\u68d2\u7684\u65b9\u5411\u53d1\u5c55\u3002\u6df1\u5165\u7406\u89e3\u5176\u539f\u7406\u5e76\u638c\u63e1\u843d\u5730\u65b9\u6cd5\uff0c\u5c06\u6210\u4e3a\u6bcf\u4f4dAI\u4ece\u4e1a\u8005\u6784\u5efa\u4e0b\u4e00\u4ee3\u667a\u80fd\u5e94\u7528\u7684\u6838\u5fc3\u80fd\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u80fd\u4ece\u5355\u4e00\u611f\u77e5\u5411\u591a\u6a21\u6001\u878d\u5408\u6f14\u8fdb\u7684\u5173\u952e\u9636\u6bb5\uff0cCLIP\uff08Contrastive Language-Image [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23],"tags":[],"class_list":["post-617","post","type-post","status-publish","format-standard","hentry","category-jiejuefangan"],"_links":{"self":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/617","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/comments?post=617"}],"version-history":[{"count":1,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/617\/revisions"}],"predecessor-version":[{"id":618,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/617\/revisions\/618"}],"wp:attachment":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/media?parent=617"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/categories?post=617"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/tags?post=617"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}