{"id":3046,"date":"2026-01-25T04:33:43","date_gmt":"2026-01-25T04:33:43","guid":{"rendered":"https:\/\/umaax.com\/shenmeshiduibiyuyantuxiangyuxunliancontrastivelanguageimagep\/"},"modified":"2026-01-25T04:33:43","modified_gmt":"2026-01-25T04:33:43","slug":"shenmeshiduibiyuyantuxiangyuxunliancontrastivelanguageimagep","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshiduibiyuyantuxiangyuxunliancontrastivelanguageimagep\/","title":{"rendered":"\u4ec0\u4e48\u662f\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\uff08Contrastive Language-Image Pretraining, CLIP\uff09 \u2013 AI\u767e\u79d1\u77e5\u8bc6"},"content":{"rendered":"<p>\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\uff08Contrastive Language-Image Pretraining, CLIP\uff09\u662fOpenAI\u5f00\u53d1\u7684\u4e00\u79cd\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e86\u56fe\u50cf\u4e0e\u6587\u672c\u4e4b\u95f4\u7684\u6709\u6548\u6620\u5c04\u548c\u5173\u8054\u3002CLIP\u6a21\u578b\u5305\u542b\u4e24\u4e2a\u72ec\u7acb\u7684\u7f16\u7801\u5668\uff1a\u4e00\u4e2a\u7528\u4e8e\u5904\u7406\u56fe\u50cf\uff0c\u53e6\u4e00\u4e2a\u7528\u4e8e\u5904\u7406\u6587\u672c\uff0c\u8fd9\u4e24\u4e2a\u7f16\u7801\u5668\u5206\u522b\u5c06\u56fe\u50cf\u548c\u6587\u672c\u8f6c\u6362\u4e3a\u9ad8\u7ef4\u7279\u5f81\u5411\u91cf\uff0c\u901a\u8fc7\u8ba1\u7b97\u8fd9\u4e9b\u7279\u5f81\u5411\u91cf\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u6765\u8bc4\u4f30\u56fe\u50cf\u548c\u6587\u672c\u4e4b\u95f4\u7684\u5173\u8054\u7a0b\u5ea6\u3002CLIP\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5176\u96f6\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff0c\u80fd\u5728\u6ca1\u6709\u76f4\u63a5\u4f18\u5316\u7279\u5b9a\u4efb\u52a1\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u9884\u6d4b\u6700\u76f8\u5173\u7684\u6587\u672c\u7247\u6bb5\u6216\u56fe\u50cf\u3002\u8fd9\u79cd\u80fd\u529b\u4f7f\u5f97CLIP\u5728\u56fe\u50cf\u5206\u7c7b\u3001\u56fe\u50cf\u68c0\u7d22\u3001\u6587\u672c\u5230\u56fe\u50cf\u7684\u68c0\u7d22\u7b49\u591a\u79cd\u5e94\u7528\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3<\/h2>\n<p>\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\uff08Contrastive Language-Image Pretraining, CLIP\uff09\u662fOpenAI\u5f00\u53d1\u7684\u4e00\u79cd\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e86\u56fe\u50cf\u4e0e\u6587\u672c\u4e4b\u95f4\u7684\u6709\u6548\u6620\u5c04\u548c\u5173\u8054\u3002CLIP\u6a21\u578b\u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u6765\u9884\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\uff0c\u80fd\u7406\u89e3\u56fe\u50cf\u548c\u6587\u672c\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5305\u542b\u4e24\u4e2a\u72ec\u7acb\u7684\u7f16\u7801\u5668\uff1a\u4e00\u4e2a\u7528\u4e8e\u5904\u7406\u56fe\u50cf\uff0c\u53e6\u4e00\u4e2a\u7528\u4e8e\u5904\u7406\u6587\u672c\u3002\u8fd9\u4e24\u4e2a\u7f16\u7801\u5668\u5206\u522b\u5c06\u56fe\u50cf\u548c\u6587\u672c\u8f6c\u6362\u4e3a\u9ad8\u7ef4\u7279\u5f81\u5411\u91cf\uff0c\u901a\u8fc7\u8ba1\u7b97\u8fd9\u4e9b\u7279\u5f81\u5411\u91cf\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u6765\u8bc4\u4f30\u56fe\u50cf\u548c\u6587\u672c\u4e4b\u95f4\u7684\u5173\u8054\u7a0b\u5ea6\u3002<\/p>\n<h2>\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>CLIP\uff08Contrastive Language-Image Pretraining\uff09\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\u53ef\u4ee5\u6982\u62ec\u4e3a\u201c\u5bf9\u6bd4\u5b66\u4e60\u201d\u3002\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0cCLIP\u901a\u8fc7\u5bf9\u6bd4\u56fe\u50cf\u548c\u6587\u672c\u7684\u5411\u91cf\u8868\u793a\uff0c\u5b66\u4e60\u5b83\u4eec\u4e4b\u95f4\u7684\u5339\u914d\u5173\u7cfb\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6a21\u578b\u4f1a\u63a5\u6536\u4e00\u6279\u56fe\u50cf-\u6587\u672c\u5bf9\u4f5c\u4e3a\u8f93\u5165\uff0c\u5c1d\u8bd5\u5c06\u5339\u914d\u7684\u56fe\u50cf\u548c\u6587\u672c\u5411\u91cf\u5728\u5171\u540c\u7684\u8bed\u4e49\u7a7a\u95f4\u4e2d\u62c9\u8fd1\uff0c\u5c06\u4e0d\u5339\u914d\u7684\u5411\u91cf\u63a8\u8fdc\u3002\u5c06\u56fe\u50cf\u548c\u6587\u672c\u5206\u522b\u901a\u8fc7\u5404\u81ea\u7684\u7f16\u7801\u5668\u5d4c\u5165\u5230\u5171\u4eab\u7684\u591a\u7ef4\u8bed\u4e49\u7a7a\u95f4\u4e2d\u3002\u8fd9\u4e2a\u7a7a\u95f4\u88ab\u8bbe\u8ba1\u6210\u80fd\u591f\u6355\u6349\u6587\u672c\u63cf\u8ff0\u548c\u56fe\u50cf\u5185\u5bb9\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u7cfb\u3002\u901a\u8fc7\u8ba1\u7b97\u56fe\u50cf\u548c\u6587\u672c\u5411\u91cf\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff0c\u6765\u8bc4\u4f30\u5b83\u4eec\u4e4b\u95f4\u7684\u5339\u914d\u7a0b\u5ea6\u3002\u5728\u9884\u6d4b\u9636\u6bb5\uff0cCLIP\u901a\u8fc7\u8ba1\u7b97\u6587\u672c\u548c\u56fe\u50cf\u5411\u91cf\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u6765\u751f\u6210\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n<p>CLIP\u7684\u8bad\u7ec3\u4f9d\u8d56\u4e8e\u5927\u89c4\u6a21\u7684\u56fe\u50cf-\u6587\u672c\u6570\u636e\u96c6\u3002OpenAI\u6784\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3aWIT\uff08WebImageText\uff09\u7684\u6570\u636e\u96c6\uff0c\u5305\u542b\u4e86\u4ece\u4e92\u8054\u7f51\u4e0a\u6536\u96c6\u76844\u4ebf\u4e2a\u56fe\u50cf-\u6587\u672c\u5bf9\u3002\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u89c6\u89c9\u548c\u6587\u672c\u6982\u5ff5\uff0c\u4e3aCLIP\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u8bad\u7ec3\u7d20\u6750\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cCLIP\u6a21\u578b\u901a\u8fc7\u4f18\u5316\u5bf9\u79f0\u4ea4\u53c9\u71b5\u635f\u5931\u51fd\u6570\uff0c\u4f7f\u5339\u914d\u7684\u56fe\u50cf-\u6587\u672c\u5bf9\u7684\u76f8\u4f3c\u5ea6\u5c3d\u53ef\u80fd\u9ad8\uff0c\u4e0d\u5339\u914d\u7684\u5219\u5c3d\u53ef\u80fd\u4f4e\u3002\u8fd9\u79cd\u8bad\u7ec3\u65b9\u5f0f\u4f7fCLIP\u80fd\u5728\u6ca1\u6709\u663e\u5f0f\u76d1\u7763\u6807\u7b7e\u7684\u60c5\u51b5\u4e0b\uff0c\u5b66\u4e60\u5230\u56fe\u50cf\u548c\u6587\u672c\u4e4b\u95f4\u7684\u6df1\u5c42\u8bed\u4e49\u5173\u7cfb\u3002<\/p>\n<h2>\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\u7684\u4e3b\u8981\u5e94\u7528<\/h2>\n<ul>\n<li><strong>\u96f6\u6837\u672c\u56fe\u50cf\u5206\u7c7b\uff08Zero-Shot Image Classification\uff09<\/strong>\uff1aCLIP\u6a21\u578b\u80fd\u5728\u672a\u89c1\u8fc7\u7684\u7c7b\u522b\u4e0a\u8fdb\u884c\u56fe\u50cf\u5206\u7c7b\u3002\u57fa\u4e8e\u5b66\u4e60\u5230\u7684\u5f3a\u5927\u89c6\u89c9\u548c\u8bed\u8a00\u5173\u8054\u3002<\/li>\n<li><strong>\u6587\u672c\u5230\u56fe\u50cf\u68c0\u7d22\uff08Text-to-Image Retrieval\uff09<\/strong>\uff1a\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8f93\u5165\u6587\u672c\u63cf\u8ff0\u6765\u68c0\u7d22\u4e0e\u63cf\u8ff0\u6700\u76f8\u5173\u7684\u56fe\u50cf\u3002\u5728\u641c\u7d22\u5f15\u64ce\u3001\u7535\u5b50\u5546\u52a1\u7f51\u7ad9\u548c\u56fe\u50cf\u6570\u636e\u5e93\u7b49\u9886\u57df\uff0c\u53ef\u4ee5\u63d0\u9ad8\u68c0\u7d22\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002<\/li>\n<li><strong>\u56fe\u50cf\u5230\u6587\u672c\u68c0\u7d22\uff08Image-to-Text Retrieval\uff09<\/strong>\uff1a\u4e0e\u6587\u672c\u5230\u56fe\u50cf\u68c0\u7d22\u76f8\u53cd\uff0c\u56fe\u50cf\u5230\u6587\u672c\u68c0\u7d22\u662f\u6839\u636e\u56fe\u50cf\u68c0\u7d22\u6700\u5339\u914d\u7684\u6587\u672c\u63cf\u8ff0\u3002<\/li>\n<li><strong>\u89c6\u89c9\u95ee\u9898\u56de\u7b54\uff08Visual Question Answering\uff09<\/strong>\uff1aCLIP\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u89c6\u89c9\u95ee\u9898\u56de\u7b54\u7cfb\u7edf\uff0c\u901a\u8fc7\u7406\u89e3\u548c\u5206\u6790\u56fe\u50cf\u53ca\u95ee\u9898\u6587\u672c\uff0c\u751f\u6210\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u7b54\u6848\u3002<\/li>\n<li><strong>\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\uff08Image Captioning\uff09<\/strong>\uff1aCLIP\u6a21\u578b\u53ef\u4ee5\u4e0e\u6587\u672c\u751f\u6210\u6a21\u578b\u7ed3\u5408\u4f7f\u7528\uff0c\u4ee5\u751f\u6210\u4e0e\u56fe\u50cf\u5185\u5bb9\u76f8\u5339\u914d\u7684\u6587\u672c\u63cf\u8ff0\u3002\u53ef\u4ee5\u5c06\u56fe\u50cf\u7f16\u7801\u4e3a\u5411\u91cf\uff0c\u7136\u540e\u5c06\u8be5\u5411\u91cf\u4f5c\u4e3a\u6587\u672c\u751f\u6210\u6a21\u578b\u7684\u8f93\u5165\uff0c\u751f\u6210\u63cf\u8ff0\u6027\u6587\u672c\u3002<\/li>\n<li><strong>\u98ce\u683c\u8fc1\u79fb\u548c\u56fe\u50cf\u7f16\u8f91\uff08Style Transfer and Image Manipulation\uff09<\/strong>\uff1aCLIP\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u6307\u5bfc\u98ce\u683c\u8fc1\u79fb\u548c\u56fe\u50cf\u7f16\u8f91\u4efb\u52a1\u3002\u901a\u8fc7\u8ba1\u7b97\u76ee\u6807\u98ce\u683c\u6216\u7f16\u8f91\u540e\u56fe\u50cf\u7684CLIP\u5d4c\u5165\u4e0e\u539f\u59cb\u56fe\u50cf\u7684CLIP\u5d4c\u5165\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u53ef\u4ee5\u8bc4\u4f30\u98ce\u683c\u8fc1\u79fb\u6216\u7f16\u8f91\u7684\u6548\u679c\uff0c\u8fdb\u884c\u76f8\u5e94\u7684\u4f18\u5316\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u641c\u7d22\uff08Multi-Modal Search\uff09<\/strong>\uff1aCLIP\u6a21\u578b\u53ef\u4ee5\u63a5\u53d7\u6587\u672c\u3001\u56fe\u50cf\u6216\u6df7\u5408\u8f93\u5165\u6765\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002\u5728\u9700\u8981\u540c\u65f6\u5904\u7406\u6587\u672c\u548c\u56fe\u50cf\u4fe1\u606f\u7684\u573a\u666f\u4e2d\u3002<\/li>\n<li><strong>\u56fe\u50cf\u6807\u6ce8\uff08Image Annotation\uff09<\/strong>\uff1a\u57fa\u4e8eCLIP\u7684\u96f6\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff0c\u53ef\u4ee5\u81ea\u52a8\u4e3a\u56fe\u50cf\u751f\u6210\u51c6\u786e\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u63d0\u9ad8\u56fe\u50cf\u6807\u6ce8\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002<\/li>\n<li><strong>\u8de8\u6a21\u6001\u68c0\u7d22\uff08Cross-Modal Retrieval\uff09<\/strong>\uff1aCLIP\u53ef\u4ee5\u5e94\u7528\u4e8e\u8de8\u6a21\u6001\u68c0\u7d22\u9886\u57df\uff0c\u5b9e\u73b0\u6587\u672c\u5230\u56fe\u50cf\u6216\u56fe\u50cf\u5230\u6587\u672c\u7684\u5feb\u901f\u68c0\u7d22\u3002<\/li>\n<li><strong>\u89c6\u89c9\u8bc6\u522b\uff08Visual Recognition\uff09<\/strong>\uff1aCLIP\u6a21\u578b\u901a\u8fc7\u7ed3\u5408\u56fe\u50cf\u5206\u7c7b\u548c\u5bf9\u6bd4\u8bed\u8a00\u56fe\u50cf\u9884\u8bad\u7ec3\uff0c\u63d0\u9ad8\u4e86\u89c6\u89c9\u8bc6\u522b\u7684\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h2>\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\u9762\u4e34\u7684\u6311\u6218<\/h2>\n<p>CLIP\uff08Contrastive Language-Image Pretraining\uff09\u6a21\u578b\u81ea\u63a8\u51fa\u4ee5\u6765\uff0c\u5df2\u7ecf\u5728\u591a\u6a21\u6001\u5b66\u4e60\u9886\u57df\u53d6\u5f97\u663e\u8457\u7684\u6210\u679c\uff0c\u4f46\u672a\u6765\u7684\u53d1\u5c55\u4ecd\u7136\u9762\u4e34\u7740\u4e00\u7cfb\u5217\u6311\u6218\uff1a<\/p>\n<ul>\n<li><strong>\u7ec6\u7c92\u5ea6\u89c6\u89c9\u8868\u793a\u7684\u9700\u6c42<\/strong>\uff1a\u968f\u7740\u591a\u6a21\u6001\u4efb\u52a1\u5bf9\u89c6\u89c9\u7406\u89e3\u7684\u8981\u6c42\u8d8a\u6765\u8d8a\u9ad8\uff0cCLIP\u6a21\u578b\u9700\u8981\u80fd\u63d0\u4f9b\u66f4\u7ec6\u7c92\u5ea6\u7684\u89c6\u89c9\u8868\u793a\u3002<\/li>\n<li><strong>\u5927\u89c4\u6a21\u8bad\u7ec3\u6570\u636e\u7684\u9700\u6c42<\/strong>\uff1aCLIP\u6a21\u578b\u7684\u8bad\u7ec3\u4f9d\u8d56\u4e8e\u5927\u89c4\u6a21\u7684\u56fe\u50cf-\u6587\u672c\u5bf9\u6570\u636e\u96c6\u3002\u867d\u7136\u5df2\u7ecf\u6709\u4e00\u4e9b\u516c\u5171\u6570\u636e\u96c6\u63d0\u4f9b\u4e86\u533a\u57df-\u6587\u672c\u6ce8\u91ca\uff0c\u4f46\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u89c4\u6a21\u901a\u5e38\u4e0d\u8db3\u4ee5\u652f\u6301CLIP\u6a21\u578b\u7684\u8bad\u7ec3\u9700\u6c42\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u6210\u672c\u548c\u8d44\u6e90\u6d88\u8017<\/strong>\uff1aCLIP\u6a21\u578b\u7684\u8bad\u7ec3\u6210\u672c\u9ad8\u6602\uff0c\u9700\u8981\u6d88\u8017\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\u3002CLIP\u6a21\u578b\u7684\u53c2\u6570\u91cf\u4e5f\u76f8\u5bf9\u8f83\u5927\uff0c\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u8bad\u7ec3\u548c\u4f18\u5316\u3002<\/li>\n<li><strong>\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u63d0\u5347<\/strong>\uff1a\u5c3d\u7ba1CLIP\u6a21\u578b\u5728\u591a\u4e2a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u5bf9\u4e8e\u67d0\u4e9b\u7279\u5b9a\u4efb\u52a1\u7684\u8868\u73b0\u5374\u5e76\u4e0d\u7406\u60f3\u3002\u53ef\u80fd\u662f\u56e0\u4e3a\u8fd9\u4e9b\u4efb\u52a1\u9700\u8981\u7279\u5b9a\u7684\u77e5\u8bc6\u548c\u6280\u80fd\uff0c\u800cCLIP\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u8fd9\u4e9b\u65b9\u9762\u7684\u5b66\u4e60\u80fd\u529b\u6709\u9650\u3002<\/li>\n<li><strong>\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u548c\u900f\u660e\u5ea6<\/strong>\uff1aCLIP\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\u548c\u8f93\u51fa\u5f80\u5f80\u96be\u4ee5\u89e3\u91ca\u548c\u76d1\u63a7\uff0c\u964d\u4f4e\u4e86\u6a21\u578b\u7684\u900f\u660e\u5ea6\u3002\u5728\u4e00\u4e9b\u9700\u8981\u9ad8\u5ea6\u53ef\u89e3\u91ca\u6027\u7684\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u5982\u533b\u7597\u8bca\u65ad\u6216\u6cd5\u5f8b\u9886\u57df\uff0c\u8fd9\u79cd\u9ed1\u76d2\u95ee\u9898\u53ef\u80fd\u4f1a\u6210\u4e3aCLIP\u6a21\u578b\u5e94\u7528\u7684\u969c\u788d\u3002<\/li>\n<li><strong>\u6a21\u578b\u7684\u9c81\u68d2\u6027\u548c\u5b89\u5168\u6027<\/strong>\uff1aCLIP\u6a21\u578b\u5728\u9762\u5bf9\u5bf9\u6297\u6027\u653b\u51fb\u65f6\u7684\u9c81\u68d2\u6027\u4ecd\u7136\u662f\u4e00\u4e2a\u6311\u6218\u3002\u6a21\u578b\u53ef\u80fd\u4f1a\u5b66\u4e60\u5230\u6570\u636e\u4e2d\u7684\u504f\u89c1\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u4ea7\u751f\u4e0d\u516c\u5e73\u6216\u6b67\u89c6\u6027\u7684\u7ed3\u679c\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u4efb\u52a1\u7684\u590d\u6742\u6027<\/strong>\uff1a\u968f\u7740\u591a\u6a21\u6001\u4efb\u52a1\u7684\u590d\u6742\u6027\u4e0d\u65ad\u589e\u52a0\uff0cCLIP\u6a21\u578b\u9700\u8981\u80fd\u5904\u7406\u66f4\u52a0\u590d\u6742\u7684\u573a\u666f\u548c\u4efb\u52a1\u3002<\/li>\n<li><strong>\u8de8\u6a21\u6001\u5bf9\u9f50\u7684\u51c6\u786e\u6027<\/strong>\uff1aCLIP\u6a21\u578b\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u6765\u5b9e\u73b0\u56fe\u50cf\u548c\u6587\u672c\u4e4b\u95f4\u7684\u5bf9\u9f50\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u8fd9\u79cd\u5bf9\u9f50\u53ef\u80fd\u4e0d\u591f\u51c6\u786e\u3002<\/li>\n<li><strong>\u6a21\u578b\u7684\u5b9e\u65f6\u6027\u80fd<\/strong>\uff1a\u5728\u4e00\u4e9b\u9700\u8981\u5b9e\u65f6\u54cd\u5e94\u7684\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u5982\u81ea\u52a8\u9a7e\u9a76\u6216\u5b9e\u65f6\u7ffb\u8bd1\uff0cCLIP\u6a21\u578b\u7684\u5b9e\u65f6\u6027\u80fd\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u8003\u8651\u56e0\u7d20\u3002\u76ee\u524d\uff0cCLIP\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u53ef\u80fd\u8fd8\u4e0d\u591f\u5feb\uff0c\u65e0\u6cd5\u6ee1\u8db3\u8fd9\u4e9b\u5b9e\u65f6\u5e94\u7528\u7684\u9700\u6c42\u3002<\/li>\n<li><strong>\u6a21\u578b\u7684\u53ef\u6269\u5c55\u6027<\/strong>\uff1a\u968f\u7740\u6570\u636e\u91cf\u548c\u6a21\u578b\u89c4\u6a21\u7684\u4e0d\u65ad\u589e\u957f\uff0cCLIP\u6a21\u578b\u7684\u53ef\u6269\u5c55\u6027\u6210\u4e3a\u4e00\u4e2a\u6311\u6218\u3002\u672a\u6765\u7684\u7814\u7a76\u9700\u8981\u63a2\u7d22\u5982\u4f55\u8bbe\u8ba1\u66f4\u52a0\u9ad8\u6548\u7684\u6a21\u578b\u67b6\u6784\u548c\u8bad\u7ec3\u7b97\u6cd5\uff0c\u652f\u6301\u66f4\u5927\u89c4\u6a21\u7684\u6570\u636e\u96c6\u548c\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h2>\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>CLIP\u6a21\u578b\u4f5c\u4e3a\u591a\u6a21\u6001\u5b66\u4e60\u7684\u4ee3\u8868\uff0c\u53d1\u5c55\u524d\u666f\u4e0e\u8be5\u9886\u57df\u7684\u6280\u672f\u8fdb\u6b65\u7d27\u5bc6\u76f8\u5173\u3002\u968f\u7740\u591a\u6a21\u6001\u5b66\u4e60\u6280\u672f\u7684\u53d1\u5c55\uff0c\u6709\u671b\u5728\u56fe\u50cf\u548c\u6587\u672c\u8054\u5408\u8868\u793a\u5b66\u4e60\u65b9\u9762\u53d6\u5f97\u66f4\u591a\u7a81\u7834\u3002CLIP\u6a21\u578b\u5728\u96f6\u6837\u672c\u5b66\u4e60\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u672a\u6765\u53ef\u80fd\u4f1a\u5728\u5c11\u6837\u672c\u5b66\u4e60\u9886\u57df\u4e5f\u53d6\u5f97\u8fdb\u5c55\uff0c\u4f7f\u6a21\u578b\u5728\u6807\u6ce8\u6570\u636e\u7a00\u7f3a\u7684\u60c5\u51b5\u4e0b\u4e5f\u80fd\u53d1\u6325\u826f\u597d\u4f5c\u7528\u3002\u77e5\u8bc6\u589e\u5f3a\u7684CLIP\u6a21\u578b\uff08Knowledge-CLIP\uff09\u901a\u8fc7\u5f15\u5165\u77e5\u8bc6\u56fe\u8c31\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u6a21\u578b\u7684\u8bed\u4e49\u5bf9\u9f50\u80fd\u529b\u548c\u8de8\u6a21\u6001\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u79cd\u878d\u5408\u77e5\u8bc6\u7684\u65b9\u6cd5\u53ef\u80fd\u4f1a\u6210\u4e3a\u63d0\u5347CLIP\u6a21\u578b\u6027\u80fd\u7684\u4e00\u4e2a\u65b0\u8d8b\u52bf\u3002CLIP\u6a21\u578b\u5728\u56fe\u50cf\u641c\u7d22\u548c\u8de8\u6a21\u6001\u68c0\u7d22\u65b9\u9762\u5df2\u7ecf\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u672a\u6765\u53ef\u80fd\u4f1a\u5728\u8fd9\u4e00\u9886\u57df\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u63d0\u4f9b\u66f4\u52a0\u7cbe\u51c6\u548c\u9ad8\u6548\u7684\u68c0\u7d22\u670d\u52a1\u3002CLIP\u6a21\u578b\u7684\u53d1\u5c55\u524d\u666f\u5305\u62ec\u5728\u591a\u6a21\u6001\u5b66\u4e60\u3001\u96f6\u6837\u672c\u5b66\u4e60\u30013D\u89c6\u89c9\u7406\u89e3\u3001\u77e5\u8bc6\u56fe\u8c31\u878d\u5408\u3001\u8de8\u6a21\u6001\u68c0\u7d22\u3001\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u3001\u5b9e\u65f6\u6027\u80fd\u4f18\u5316\u4ee5\u53ca\u5904\u7406\u590d\u6742\u591a\u6a21\u6001\u4efb\u52a1\u7b49\u65b9\u9762\u7684\u8fdb\u6b65\u548c\u5e94\u7528\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0cCLIP\u6a21\u578b\u6709\u671b\u5728\u66f4\u591a\u9886\u57df\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\uff08Contrastive Language-Image Pretraining, CLIP\uff09\u662fOpenAI\u5f00\u53d1\u7684\u4e00\u79cd\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e86\u56fe\u50cf\u4e0e\u6587\u672c\u4e4b\u95f4\u7684\u6709\u6548\u6620\u5c04\u548c\u5173\u8054\u3002CLIP\u6a21\u578b\u5305\u542b\u4e24\u4e2a\u72ec\u7acb\u7684\u7f16\u7801\u5668\uff1a\u4e00\u4e2a\u7528\u4e8e\u5904\u7406\u56fe\u50cf\uff0c\u53e6\u4e00\u4e2a\u7528\u4e8e\u5904\u7406\u6587\u672c\uff0c\u8fd9\u4e24\u4e2a\u7f16\u7801\u5668\u5206\u522b\u5c06\u56fe\u50cf\u548c\u6587\u672c\u8f6c\u6362\u4e3a\u9ad8\u7ef4\u7279\u5f81\u5411\u91cf\uff0c\u901a\u8fc7\u8ba1\u7b97\u8fd9\u4e9b\u7279\u5f81\u5411\u91cf\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u6765\u8bc4\u4f30\u56fe\u50cf\u548c\u6587\u672c\u4e4b\u95f4\u7684\u5173\u8054\u7a0b\u5ea6\u3002CLIP\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5176\u96f6\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff0c\u80fd\u5728\u6ca1\u6709\u76f4\u63a5\u4f18\u5316\u7279\u5b9a\u4efb\u52a1\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u9884\u6d4b\u6700\u76f8\u5173\u7684\u6587\u672c\u7247\u6bb5\u6216\u56fe\u50cf\u3002\u8fd9\u79cd\u80fd\u529b\u4f7f\u5f97CLIP\u5728\u56fe\u50cf\u5206\u7c7b\u3001\u56fe\u50cf\u68c0\u7d22\u3001\u6587\u672c\u5230\u56fe\u50cf\u7684\u68c0\u7d22\u7b49\u591a\u79cd\u5e94\u7528\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\u3002 \u4ec0\u4e48\u662f\u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3 \u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\uff08Contrastive Language-Image Pretraining, CLIP\uff09\u662fOpenAI\u5f00\u53d1\u7684\u4e00\u79cd\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e86\u56fe\u50cf\u4e0e\u6587\u672c\u4e4b\u95f4\u7684\u6709\u6548\u6620\u5c04\u548c\u5173\u8054\u3002CLIP\u6a21\u578b\u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u6765\u9884\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\uff0c\u80fd\u7406\u89e3\u56fe\u50cf\u548c\u6587\u672c\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5305\u542b\u4e24\u4e2a\u72ec\u7acb\u7684\u7f16\u7801\u5668\uff1a\u4e00\u4e2a\u7528\u4e8e\u5904\u7406\u56fe\u50cf\uff0c\u53e6\u4e00\u4e2a\u7528\u4e8e\u5904\u7406\u6587\u672c\u3002\u8fd9\u4e24\u4e2a\u7f16\u7801\u5668\u5206\u522b\u5c06\u56fe\u50cf\u548c\u6587\u672c\u8f6c\u6362\u4e3a\u9ad8\u7ef4\u7279\u5f81\u5411\u91cf\uff0c\u901a\u8fc7\u8ba1\u7b97\u8fd9\u4e9b\u7279\u5f81\u5411\u91cf\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u6765\u8bc4\u4f30\u56fe\u50cf\u548c\u6587\u672c\u4e4b\u95f4\u7684\u5173\u8054\u7a0b\u5ea6\u3002 \u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\u7684\u5de5\u4f5c\u539f\u7406 CLIP\uff08Contrastive Language-Image Pretraining\uff09\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\u53ef\u4ee5\u6982\u62ec\u4e3a\u201c\u5bf9\u6bd4\u5b66\u4e60\u201d\u3002\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0cCLIP\u901a\u8fc7\u5bf9\u6bd4\u56fe\u50cf\u548c\u6587\u672c\u7684\u5411\u91cf\u8868\u793a\uff0c\u5b66\u4e60\u5b83\u4eec\u4e4b\u95f4\u7684\u5339\u914d\u5173\u7cfb\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6a21\u578b\u4f1a\u63a5\u6536\u4e00\u6279\u56fe\u50cf-\u6587\u672c\u5bf9\u4f5c\u4e3a\u8f93\u5165\uff0c\u5c1d\u8bd5\u5c06\u5339\u914d\u7684\u56fe\u50cf\u548c\u6587\u672c\u5411\u91cf\u5728\u5171\u540c\u7684\u8bed\u4e49\u7a7a\u95f4\u4e2d\u62c9\u8fd1\uff0c\u5c06\u4e0d\u5339\u914d\u7684\u5411\u91cf\u63a8\u8fdc\u3002\u5c06\u56fe\u50cf\u548c\u6587\u672c\u5206\u522b\u901a\u8fc7\u5404\u81ea\u7684\u7f16\u7801\u5668\u5d4c\u5165\u5230\u5171\u4eab\u7684\u591a\u7ef4\u8bed\u4e49\u7a7a\u95f4\u4e2d\u3002\u8fd9\u4e2a\u7a7a\u95f4\u88ab\u8bbe\u8ba1\u6210\u80fd\u591f\u6355\u6349\u6587\u672c\u63cf\u8ff0\u548c\u56fe\u50cf\u5185\u5bb9\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u7cfb\u3002\u901a\u8fc7\u8ba1\u7b97\u56fe\u50cf\u548c\u6587\u672c\u5411\u91cf\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff0c\u6765\u8bc4\u4f30\u5b83\u4eec\u4e4b\u95f4\u7684\u5339\u914d\u7a0b\u5ea6\u3002\u5728\u9884\u6d4b\u9636\u6bb5\uff0cCLIP\u901a\u8fc7\u8ba1\u7b97\u6587\u672c\u548c\u56fe\u50cf\u5411\u91cf\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u6765\u751f\u6210\u9884\u6d4b\u7ed3\u679c\u3002 CLIP\u7684\u8bad\u7ec3\u4f9d\u8d56\u4e8e\u5927\u89c4\u6a21\u7684\u56fe\u50cf-\u6587\u672c\u6570\u636e\u96c6\u3002OpenAI\u6784\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3aWIT\uff08WebImageText\uff09\u7684\u6570\u636e\u96c6\uff0c\u5305\u542b\u4e86\u4ece\u4e92\u8054\u7f51\u4e0a\u6536\u96c6\u76844\u4ebf\u4e2a\u56fe\u50cf-\u6587\u672c\u5bf9\u3002\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u89c6\u89c9\u548c\u6587\u672c\u6982\u5ff5\uff0c\u4e3aCLIP\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u8bad\u7ec3\u7d20\u6750\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cCLIP\u6a21\u578b\u901a\u8fc7\u4f18\u5316\u5bf9\u79f0\u4ea4\u53c9\u71b5\u635f\u5931\u51fd\u6570\uff0c\u4f7f\u5339\u914d\u7684\u56fe\u50cf-\u6587\u672c\u5bf9\u7684\u76f8\u4f3c\u5ea6\u5c3d\u53ef\u80fd\u9ad8\uff0c\u4e0d\u5339\u914d\u7684\u5219\u5c3d\u53ef\u80fd\u4f4e\u3002\u8fd9\u79cd\u8bad\u7ec3\u65b9\u5f0f\u4f7fCLIP\u80fd\u5728\u6ca1\u6709\u663e\u5f0f\u76d1\u7763\u6807\u7b7e\u7684\u60c5\u51b5\u4e0b\uff0c\u5b66\u4e60\u5230\u56fe\u50cf\u548c\u6587\u672c\u4e4b\u95f4\u7684\u6df1\u5c42\u8bed\u4e49\u5173\u7cfb\u3002 \u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\u7684\u4e3b\u8981\u5e94\u7528 \u96f6\u6837\u672c\u56fe\u50cf\u5206\u7c7b\uff08Zero-Shot Image Classification\uff09\uff1aCLIP\u6a21\u578b\u80fd\u5728\u672a\u89c1\u8fc7\u7684\u7c7b\u522b\u4e0a\u8fdb\u884c\u56fe\u50cf\u5206\u7c7b\u3002\u57fa\u4e8e\u5b66\u4e60\u5230\u7684\u5f3a\u5927\u89c6\u89c9\u548c\u8bed\u8a00\u5173\u8054\u3002 \u6587\u672c\u5230\u56fe\u50cf\u68c0\u7d22\uff08Text-to-Image Retrieval\uff09\uff1a\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8f93\u5165\u6587\u672c\u63cf\u8ff0\u6765\u68c0\u7d22\u4e0e\u63cf\u8ff0\u6700\u76f8\u5173\u7684\u56fe\u50cf\u3002\u5728\u641c\u7d22\u5f15\u64ce\u3001\u7535\u5b50\u5546\u52a1\u7f51\u7ad9\u548c\u56fe\u50cf\u6570\u636e\u5e93\u7b49\u9886\u57df\uff0c\u53ef\u4ee5\u63d0\u9ad8\u68c0\u7d22\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002 \u56fe\u50cf\u5230\u6587\u672c\u68c0\u7d22\uff08Image-to-Text Retrieval\uff09\uff1a\u4e0e\u6587\u672c\u5230\u56fe\u50cf\u68c0\u7d22\u76f8\u53cd\uff0c\u56fe\u50cf\u5230\u6587\u672c\u68c0\u7d22\u662f\u6839\u636e\u56fe\u50cf\u68c0\u7d22\u6700\u5339\u914d\u7684\u6587\u672c\u63cf\u8ff0\u3002 \u89c6\u89c9\u95ee\u9898\u56de\u7b54\uff08Visual Question Answering\uff09\uff1aCLIP\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u89c6\u89c9\u95ee\u9898\u56de\u7b54\u7cfb\u7edf\uff0c\u901a\u8fc7\u7406\u89e3\u548c\u5206\u6790\u56fe\u50cf\u53ca\u95ee\u9898\u6587\u672c\uff0c\u751f\u6210\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u7b54\u6848\u3002 \u56fe\u50cf\u63cf\u8ff0\u751f\u6210\uff08Image Captioning\uff09\uff1aCLIP\u6a21\u578b\u53ef\u4ee5\u4e0e\u6587\u672c\u751f\u6210\u6a21\u578b\u7ed3\u5408\u4f7f\u7528\uff0c\u4ee5\u751f\u6210\u4e0e\u56fe\u50cf\u5185\u5bb9\u76f8\u5339\u914d\u7684\u6587\u672c\u63cf\u8ff0\u3002\u53ef\u4ee5\u5c06\u56fe\u50cf\u7f16\u7801\u4e3a\u5411\u91cf\uff0c\u7136\u540e\u5c06\u8be5\u5411\u91cf\u4f5c\u4e3a\u6587\u672c\u751f\u6210\u6a21\u578b\u7684\u8f93\u5165\uff0c\u751f\u6210\u63cf\u8ff0\u6027\u6587\u672c\u3002 \u98ce\u683c\u8fc1\u79fb\u548c\u56fe\u50cf\u7f16\u8f91\uff08Style Transfer and Image Manipulation\uff09\uff1aCLIP\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u6307\u5bfc\u98ce\u683c\u8fc1\u79fb\u548c\u56fe\u50cf\u7f16\u8f91\u4efb\u52a1\u3002\u901a\u8fc7\u8ba1\u7b97\u76ee\u6807\u98ce\u683c\u6216\u7f16\u8f91\u540e\u56fe\u50cf\u7684CLIP\u5d4c\u5165\u4e0e\u539f\u59cb\u56fe\u50cf\u7684CLIP\u5d4c\u5165\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u53ef\u4ee5\u8bc4\u4f30\u98ce\u683c\u8fc1\u79fb\u6216\u7f16\u8f91\u7684\u6548\u679c\uff0c\u8fdb\u884c\u76f8\u5e94\u7684\u4f18\u5316\u3002 \u591a\u6a21\u6001\u641c\u7d22\uff08Multi-Modal Search\uff09\uff1aCLIP\u6a21\u578b\u53ef\u4ee5\u63a5\u53d7\u6587\u672c\u3001\u56fe\u50cf\u6216\u6df7\u5408\u8f93\u5165\u6765\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002\u5728\u9700\u8981\u540c\u65f6\u5904\u7406\u6587\u672c\u548c\u56fe\u50cf\u4fe1\u606f\u7684\u573a\u666f\u4e2d\u3002 \u56fe\u50cf\u6807\u6ce8\uff08Image Annotation\uff09\uff1a\u57fa\u4e8eCLIP\u7684\u96f6\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff0c\u53ef\u4ee5\u81ea\u52a8\u4e3a\u56fe\u50cf\u751f\u6210\u51c6\u786e\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u63d0\u9ad8\u56fe\u50cf\u6807\u6ce8\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002 \u8de8\u6a21\u6001\u68c0\u7d22\uff08Cross-Modal Retrieval\uff09\uff1aCLIP\u53ef\u4ee5\u5e94\u7528\u4e8e\u8de8\u6a21\u6001\u68c0\u7d22\u9886\u57df\uff0c\u5b9e\u73b0\u6587\u672c\u5230\u56fe\u50cf\u6216\u56fe\u50cf\u5230\u6587\u672c\u7684\u5feb\u901f\u68c0\u7d22\u3002 \u89c6\u89c9\u8bc6\u522b\uff08Visual Recognition\uff09\uff1aCLIP\u6a21\u578b\u901a\u8fc7\u7ed3\u5408\u56fe\u50cf\u5206\u7c7b\u548c\u5bf9\u6bd4\u8bed\u8a00\u56fe\u50cf\u9884\u8bad\u7ec3\uff0c\u63d0\u9ad8\u4e86\u89c6\u89c9\u8bc6\u522b\u7684\u6027\u80fd\u3002 \u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\u9762\u4e34\u7684\u6311\u6218 CLIP\uff08Contrastive Language-Image Pretraining\uff09\u6a21\u578b\u81ea\u63a8\u51fa\u4ee5\u6765\uff0c\u5df2\u7ecf\u5728\u591a\u6a21\u6001\u5b66\u4e60\u9886\u57df\u53d6\u5f97\u663e\u8457\u7684\u6210\u679c\uff0c\u4f46\u672a\u6765\u7684\u53d1\u5c55\u4ecd\u7136\u9762\u4e34\u7740\u4e00\u7cfb\u5217\u6311\u6218\uff1a \u7ec6\u7c92\u5ea6\u89c6\u89c9\u8868\u793a\u7684\u9700\u6c42\uff1a\u968f\u7740\u591a\u6a21\u6001\u4efb\u52a1\u5bf9\u89c6\u89c9\u7406\u89e3\u7684\u8981\u6c42\u8d8a\u6765\u8d8a\u9ad8\uff0cCLIP\u6a21\u578b\u9700\u8981\u80fd\u63d0\u4f9b\u66f4\u7ec6\u7c92\u5ea6\u7684\u89c6\u89c9\u8868\u793a\u3002 \u5927\u89c4\u6a21\u8bad\u7ec3\u6570\u636e\u7684\u9700\u6c42\uff1aCLIP\u6a21\u578b\u7684\u8bad\u7ec3\u4f9d\u8d56\u4e8e\u5927\u89c4\u6a21\u7684\u56fe\u50cf-\u6587\u672c\u5bf9\u6570\u636e\u96c6\u3002\u867d\u7136\u5df2\u7ecf\u6709\u4e00\u4e9b\u516c\u5171\u6570\u636e\u96c6\u63d0\u4f9b\u4e86\u533a\u57df-\u6587\u672c\u6ce8\u91ca\uff0c\u4f46\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u89c4\u6a21\u901a\u5e38\u4e0d\u8db3\u4ee5\u652f\u6301CLIP\u6a21\u578b\u7684\u8bad\u7ec3\u9700\u6c42\u3002 \u8bad\u7ec3\u6210\u672c\u548c\u8d44\u6e90\u6d88\u8017\uff1aCLIP\u6a21\u578b\u7684\u8bad\u7ec3\u6210\u672c\u9ad8\u6602\uff0c\u9700\u8981\u6d88\u8017\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\u3002CLIP\u6a21\u578b\u7684\u53c2\u6570\u91cf\u4e5f\u76f8\u5bf9\u8f83\u5927\uff0c\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u8bad\u7ec3\u548c\u4f18\u5316\u3002 \u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u63d0\u5347\uff1a\u5c3d\u7ba1CLIP\u6a21\u578b\u5728\u591a\u4e2a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u5bf9\u4e8e\u67d0\u4e9b\u7279\u5b9a\u4efb\u52a1\u7684\u8868\u73b0\u5374\u5e76\u4e0d\u7406\u60f3\u3002\u53ef\u80fd\u662f\u56e0\u4e3a\u8fd9\u4e9b\u4efb\u52a1\u9700\u8981\u7279\u5b9a\u7684\u77e5\u8bc6\u548c\u6280\u80fd\uff0c\u800cCLIP\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u8fd9\u4e9b\u65b9\u9762\u7684\u5b66\u4e60\u80fd\u529b\u6709\u9650\u3002 \u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u548c\u900f\u660e\u5ea6\uff1aCLIP\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\u548c\u8f93\u51fa\u5f80\u5f80\u96be\u4ee5\u89e3\u91ca\u548c\u76d1\u63a7\uff0c\u964d\u4f4e\u4e86\u6a21\u578b\u7684\u900f\u660e\u5ea6\u3002\u5728\u4e00\u4e9b\u9700\u8981\u9ad8\u5ea6\u53ef\u89e3\u91ca\u6027\u7684\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u5982\u533b\u7597\u8bca\u65ad\u6216\u6cd5\u5f8b\u9886\u57df\uff0c\u8fd9\u79cd\u9ed1\u76d2\u95ee\u9898\u53ef\u80fd\u4f1a\u6210\u4e3aCLIP\u6a21\u578b\u5e94\u7528\u7684\u969c\u788d\u3002 \u6a21\u578b\u7684\u9c81\u68d2\u6027\u548c\u5b89\u5168\u6027\uff1aCLIP\u6a21\u578b\u5728\u9762\u5bf9\u5bf9\u6297\u6027\u653b\u51fb\u65f6\u7684\u9c81\u68d2\u6027\u4ecd\u7136\u662f\u4e00\u4e2a\u6311\u6218\u3002\u6a21\u578b\u53ef\u80fd\u4f1a\u5b66\u4e60\u5230\u6570\u636e\u4e2d\u7684\u504f\u89c1\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u4ea7\u751f\u4e0d\u516c\u5e73\u6216\u6b67\u89c6\u6027\u7684\u7ed3\u679c\u3002 \u591a\u6a21\u6001\u4efb\u52a1\u7684\u590d\u6742\u6027\uff1a\u968f\u7740\u591a\u6a21\u6001\u4efb\u52a1\u7684\u590d\u6742\u6027\u4e0d\u65ad\u589e\u52a0\uff0cCLIP\u6a21\u578b\u9700\u8981\u80fd\u5904\u7406\u66f4\u52a0\u590d\u6742\u7684\u573a\u666f\u548c\u4efb\u52a1\u3002 \u8de8\u6a21\u6001\u5bf9\u9f50\u7684\u51c6\u786e\u6027\uff1aCLIP\u6a21\u578b\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u6765\u5b9e\u73b0\u56fe\u50cf\u548c\u6587\u672c\u4e4b\u95f4\u7684\u5bf9\u9f50\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u8fd9\u79cd\u5bf9\u9f50\u53ef\u80fd\u4e0d\u591f\u51c6\u786e\u3002 \u6a21\u578b\u7684\u5b9e\u65f6\u6027\u80fd\uff1a\u5728\u4e00\u4e9b\u9700\u8981\u5b9e\u65f6\u54cd\u5e94\u7684\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u5982\u81ea\u52a8\u9a7e\u9a76\u6216\u5b9e\u65f6\u7ffb\u8bd1\uff0cCLIP\u6a21\u578b\u7684\u5b9e\u65f6\u6027\u80fd\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u8003\u8651\u56e0\u7d20\u3002\u76ee\u524d\uff0cCLIP\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u53ef\u80fd\u8fd8\u4e0d\u591f\u5feb\uff0c\u65e0\u6cd5\u6ee1\u8db3\u8fd9\u4e9b\u5b9e\u65f6\u5e94\u7528\u7684\u9700\u6c42\u3002 \u6a21\u578b\u7684\u53ef\u6269\u5c55\u6027\uff1a\u968f\u7740\u6570\u636e\u91cf\u548c\u6a21\u578b\u89c4\u6a21\u7684\u4e0d\u65ad\u589e\u957f\uff0cCLIP\u6a21\u578b\u7684\u53ef\u6269\u5c55\u6027\u6210\u4e3a\u4e00\u4e2a\u6311\u6218\u3002\u672a\u6765\u7684\u7814\u7a76\u9700\u8981\u63a2\u7d22\u5982\u4f55\u8bbe\u8ba1\u66f4\u52a0\u9ad8\u6548\u7684\u6a21\u578b\u67b6\u6784\u548c\u8bad\u7ec3\u7b97\u6cd5\uff0c\u652f\u6301\u66f4\u5927\u89c4\u6a21\u7684\u6570\u636e\u96c6\u548c\u6a21\u578b\u3002 \u5bf9\u6bd4\u8bed\u8a00-\u56fe\u50cf\u9884\u8bad\u7ec3\u7684\u53d1\u5c55\u524d\u666f<\/p>","protected":false},"author":1,"featured_media":3047,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_tocer_settings":[],"footnotes":""},"categories":[85],"tags":[84],"class_list":["post-3046","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-aibaike"],"_links":{"self":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3046","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/comments?post=3046"}],"version-history":[{"count":0,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3046\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media\/3047"}],"wp:attachment":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media?parent=3046"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/categories?post=3046"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/tags?post=3046"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}