{"id":5082,"date":"2026-04-19T12:48:25","date_gmt":"2026-04-19T04:48:25","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5082"},"modified":"2026-04-19T12:48:25","modified_gmt":"2026-04-19T04:48:25","slug":"202604-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-fg-clip-fine-grained-visual-understanding-via-clip","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202604-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-fg-clip-fine-grained-visual-understanding-via-clip\/","title":{"rendered":"202604 \u8bba\u6587\u7814\u8bfb-FG-CLIP: Fine-Grained Visual Understanding via CLIP"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u8005\uff1aChunyu Xie, Bin Wang, Fanjing Kong, Jincheng Li, Dawei Liang, Gengshen Zhang, Dawei Leng, Yuhui Yin<\/li>\n\n\n\n<li>\u53d1\u8868\u5355\u4f4d\uff1a360 AI Research<\/li>\n\n\n\n<li>\u53d1\u8868\u5728\uff1aICML 2025<\/li>\n<\/ul>\n\n\n\n<p>gongchenhao<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u5185\u5bb9<\/h2>\n\n\n\n<p>\u672c\u6587\u56f4\u7ed5&#8221;CLIP \u6a21\u578b\u5728\u7ec6\u7c92\u5ea6\u89c6\u89c9-\u8bed\u8a00\u7406\u89e3\u4e0a\u7684\u4e0d\u8db3&#8221;\u5c55\u5f00\u7814\u7a76\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u4e0d\u4fee\u6539 CLIP \u67b6\u6784\u7684\u4e24\u9636\u6bb5\u8bad\u7ec3\u8303\u5f0f FG-CLIP\uff0c\u901a\u8fc7\u5927\u89c4\u6a21\u6570\u636e\u5de5\u7a0b\u4e0e\u533a\u57df\u7ea7\u5bf9\u6bd4\u5b66\u4e60\u5b9e\u73b0\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u7684\u6838\u5fc3\u8d21\u732e\u53ef\u4ee5\u6982\u62ec\u4e3a\u4e09\u4e2a\u65b9\u9762\u3002\u9996\u5148\uff0c\u4f5c\u8005\u6307\u51fa CLIP \u7684\u4e24\u4e2a\u6839\u672c\u74f6\u9888\uff1a\u6587\u672c\u7f16\u7801\u5668\u4ec5\u652f\u6301 77 token \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u65e0\u6cd5\u7f16\u7801\u7ec6\u7c92\u5ea6\u957f\u63cf\u8ff0\uff1b\u5168\u5c40\u56fe\u6587\u5bf9\u6bd4\u5b66\u4e60\u53ea\u6355\u6349\u56fe\u50cf\u6574\u4f53\u8bed\u4e49\uff0c\u5ffd\u7565\u533a\u57df\u7ea7\u5bf9\u5e94\u5173\u7cfb\u3002\u5176\u6b21\uff0c\u8bba\u6587\u6784\u5efa\u4e86 FineHARD \u6570\u636e\u96c6\uff081200 \u4e07\u56fe\u50cf\u30014000 \u4e07\u533a\u57df\u6807\u6ce8\u30011000 \u4e07\u786c\u8d1f\u6837\u672c\uff09\uff0c\u9996\u6b21\u7cfb\u7edf\u6027\u5730\u5c06\u533a\u57df\u6807\u6ce8\u4e0e\u786c\u8d1f\u6837\u672c\u7ed3\u5408\u7528\u4e8e CLIP \u8bad\u7ec3\u3002\u6700\u540e\uff0cFG-CLIP \u65e0\u9700\u4efb\u4f55\u67b6\u6784\u4fee\u6539\u5373\u53ef\u4f5c\u4e3a\u5373\u63d2\u5373\u7528\u7684 backbone\uff0c\u66ff\u6362\u8fdb LLaVA \u7b49\u4e0b\u6e38\u6a21\u578b\u540e\u83b7\u5f97\u4e00\u81f4\u63d0\u5347\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u80cc\u666f<\/h2>\n\n\n\n<p>CLIP \u901a\u8fc7\u5927\u89c4\u6a21\u56fe\u6587\u5bf9\u6bd4\u5b66\u4e60\u5efa\u7acb\u4e86\u5f3a\u5927\u7684\u96f6\u6837\u672c\u89c6\u89c9-\u8bed\u8a00\u5bf9\u9f50\u80fd\u529b\uff0c\u4f46\u5176\u8bbe\u8ba1\u5b58\u5728\u4e24\u4e2a\u6839\u672c\u9650\u5236\u3002\u7b2c\u4e00\uff0c\u6587\u672c\u7f16\u7801\u5668\u7684 77 token \u4e0a\u9650\u5bfc\u81f4\u957f\u63cf\u8ff0\u88ab\u622a\u65ad\uff0c\u7ec6\u7c92\u5ea6\u8bed\u4e49\u4e22\u5931\u3002\u7b2c\u4e8c\uff0c\u5168\u5c40 CLS token \u5bf9\u9f50\u673a\u5236\u53ea\u80fd\u6355\u6349\u56fe\u50cf\u6574\u4f53\u8bed\u4e49\uff0c\u65e0\u6cd5\u5efa\u7acb\u533a\u57df\u7ea7\u7684\u7cbe\u786e\u5bf9\u5e94\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u6539\u8fdb\u5de5\u4f5c\u5982 Long-CLIP \u5c1d\u8bd5\u6269\u5c55\u6587\u672c\u957f\u5ea6\uff0cFineCLIP \u5f15\u5165\u533a\u57df\u7ea7\u6807\u6ce8\uff0c\u4f46\u5747\u672a\u540c\u65f6\u89e3\u51b3\u6587\u672c\u957f\u5ea6\u4e0e\u533a\u57df\u5bf9\u9f50\u95ee\u9898\uff0c\u4e14\u7f3a\u4e4f\u786c\u8d1f\u6837\u672c\u6765\u8bad\u7ec3\u6a21\u578b\u533a\u5206\u7ec6\u5fae\u8bed\u4e49\u5dee\u5f02\uff08\u5982&#8221;\u7ea2\u8272\u676f\u5b50&#8221;vs&#8221;\u84dd\u8272\u676f\u5b50&#8221;\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6280\u672f\u65b9\u6cd5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"957\" height=\"572\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-40.png\" alt=\"\" class=\"wp-image-5083\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-40.png 957w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-40-300x179.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-40-768x459.png 768w\" sizes=\"auto, (max-width: 957px) 100vw, 957px\" \/><\/figure>\n\n\n\n<p>FG-CLIP \u7684\u8bad\u7ec3\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<p>\u7b2c\u4e00\u9636\u6bb5\uff1a\u5168\u5c40\u5bf9\u6bd4\u5b66\u4e60<br>\u5229\u7528 CogVLM2 \u5bf9 16 \u4ebf\u56fe\u6587\u5bf9\u91cd\u65b0\u751f\u6210\u8be6\u7ec6\u957f caption\uff08\u7ea6 100-200 \u8bcd\uff09\uff0c\u5c06\u6587\u672c\u4f4d\u7f6e\u7f16\u7801\u4ece 77 \u6269\u5c55\u81f3 248 token\u3002\u8bad\u7ec3\u76ee\u6807 L_global \u540c\u65f6\u5bf9\u9f50\u957f caption \u548c\u77ed caption \u4e0e\u56fe\u50cf CLS \u7279\u5f81\uff0c\u4f7f\u6a21\u578b\u5728\u4fdd\u6301\u539f\u6709\u77ed\u6587\u672c\u7406\u89e3\u80fd\u529b\u7684\u540c\u65f6\u83b7\u5f97\u957f\u6587\u672c\u7f16\u7801\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u533a\u57df\u5bf9\u6bd4 + \u786c\u8d1f\u6837\u672c\u5b66\u4e60<br>\u57fa\u4e8e FineHARD \u6570\u636e\u96c6\uff0c\u5f15\u5165\u4e24\u4e2a\u65b0\u7684\u8bad\u7ec3\u76ee\u6807\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>L_region\uff1a\u901a\u8fc7 RoIAlign \u4ece ViT \u7279\u5f81\u56fe\u63d0\u53d6\u533a\u57df\u7279\u5f81\uff0c\u4e0e\u5bf9\u5e94\u7684\u533a\u57df\u6587\u672c\u63cf\u8ff0\u5bf9\u9f50<\/li>\n\n\n\n<li>L_hard\uff1a\u5229\u7528 Llama-3.1-70B \u751f\u6210\u5c5e\u6027\u7be1\u6539\u7684\u786c\u8d1f\u6837\u672c\uff08\u4fee\u6539\u989c\u8272\u3001\u6750\u8d28\u3001\u6570\u91cf\u7b49\uff09\uff0c\u5f3a\u5236\u6a21\u578b\u5728\u6b63\/\u8d1f\u63cf\u8ff0\u4e4b\u95f4\u8fdb\u884c\u7ec6\u7c92\u5ea6\u533a\u5206<\/li>\n<\/ol>\n\n\n\n<p>\u5173\u952e\u8bbe\u8ba1\u5728\u4e8e\u786c\u8d1f\u6837\u672c\u7684\u6784\u9020\u7b56\u7565\u2014\u2014\u4e0d\u662f\u968f\u673a\u6253\u4e71\uff0c\u800c\u662f\u901a\u8fc7 LLM \u7cbe\u51c6\u7be1\u6539\u5355\u4e00\u5c5e\u6027\uff0c\u4f7f\u8d1f\u6837\u672c\u4e0e\u6b63\u6837\u672c\u4ec5\u6709\u5fae\u5c0f\u8bed\u4e49\u5dee\u5f02\uff0c\u8feb\u4f7f\u6a21\u578b\u5b66\u4e60\u771f\u6b63\u7684\u7ec6\u7c92\u5ea6\u533a\u5206\u80fd\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"792\" height=\"519\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-41.png\" alt=\"\" class=\"wp-image-5084\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-41.png 792w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-41-300x197.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-41-768x503.png 768w\" sizes=\"auto, (max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"699\" height=\"501\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-42.png\" alt=\"\" class=\"wp-image-5085\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-42.png 699w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-42-300x215.png 300w\" sizes=\"auto, (max-width: 699px) 100vw, 699px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"633\" height=\"535\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-43.png\" alt=\"\" class=\"wp-image-5086\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-43.png 633w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-43-300x254.png 300w\" sizes=\"auto, (max-width: 633px) 100vw, 633px\" \/><\/figure>\n\n\n\n<p>\u4e3b\u8981\u7ed3\u679c\uff08\u89c1\u4e0a\u56fe Tables 1-3\uff09\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>FG-OVD \u7ec6\u7c92\u5ea6\u57fa\u51c6\uff1ahard accuracy \u4ece 22.8%\uff08FineCLIP\uff09\u63d0\u5347\u81f3 48.4%\uff0c\u63d0\u5347\u5e45\u5ea6\u8d85\u8fc7\u4e00\u500d<\/li>\n\n\n\n<li>Bbox \u5206\u7c7b\uff1aCOCO \u4e0a 63.2%\uff08ViT-L\/14\uff09\uff0c\u6bd4 FineCLIP \u9ad8 8.7 \u4e2a\u70b9<\/li>\n\n\n\n<li>\u5f00\u653e\u8bcd\u6c47\u68c0\u6d4b\uff1aOV-COCO AP_novel_50 \u8fbe\u5230 41.2\uff0c\u8d85\u8d8a\u6240\u6709\u5bf9\u6bd4\u65b9\u6cd5<\/li>\n\n\n\n<li>\u56fe\u6587\u68c0\u7d22\uff1aShareGPT4V I2T \u8fbe 97.4%\uff0cMSCOCO I2T \u8fbe 68.9%<\/li>\n\n\n\n<li>\u96f6\u6837\u672c\u5206\u7c7b\uff1aImageNet-1K \u8fbe 81.1%\uff08ViT-L\/14\uff09<\/li>\n\n\n\n<li>\u591a\u6a21\u6001\u5927\u6a21\u578b\uff1a\u66ff\u6362\u8fdb LLaVA-v1.5 \u540e RefCOCO testB \u63d0\u5347 7.0 \u4e2a\u70b9<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"315\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-45-1024x315.png\" alt=\"\" class=\"wp-image-5088\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-45-1024x315.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-45-300x92.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-45-768x236.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-45.png 1444w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6d88\u878d\u5b9e\u9a8c\uff08Table 6\uff09\u6e05\u6670\u5c55\u793a\u4e86\u5404\u7ec4\u4ef6\u7684\u8d21\u732e\uff1aStage 1 \u5168\u5c40\u5bf9\u6bd4\u6253\u57fa\u7840\uff0cL_region \u5f15\u5165\u533a\u57df\u5bf9\u9f50\uff0cL_hard \u5e26\u6765\u6700\u5927\u589e\u76ca\uff08hard accuracy \u4ece 24.5% \u5230 46.1%\uff09\u3002<\/p>\n\n\n\n<p>\u7279\u5f81\u53ef\u89c6\u5316\uff08\u89c1\u4e0a\u56fe Figure 4\uff09\u76f4\u89c2\u5c55\u793a\u4e86 FG-CLIP \u76f8\u6bd4 CLIP\u3001EVA-CLIP\u3001FineCLIP \u5728\u533a\u57df\u5b9a\u4f4d\u4e0a\u7684\u7cbe\u786e\u6027\u2014\u2014\u5bf9&#8221;black dog&#8221;\u3001&#8221;red gemstone&#8221;\u7b49\u67e5\u8be2\u80fd\u7cbe\u51c6\u6fc0\u6d3b\u5bf9\u5e94\u533a\u57df\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-44-1024x604.png\" alt=\"\" class=\"wp-image-5087\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-44-1024x604.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-44-300x177.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-44-768x453.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-44.png 1195w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>FG-CLIP \u8bc1\u660e\u4e86\u5728\u4e0d\u4fee\u6539 CLIP \u67b6\u6784\u7684\u524d\u63d0\u4e0b\uff0c\u901a\u8fc7\u5927\u89c4\u6a21\u9ad8\u8d28\u91cf\u6570\u636e\u6784\u5efa\uff0816 \u4ebf\u91cd\u6807\u6ce8 + 1200 \u4e07\u533a\u57df\u6807\u6ce8\uff09\u548c\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8bad\u7ec3\u7b56\u7565\uff08\u4e09\u9636\u6bb5 loss\uff09\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u7ec6\u7c92\u5ea6\u89c6\u89c9-\u8bed\u8a00\u5bf9\u9f50\u80fd\u529b\u3002\u8fd9\u4e00&#8221;\u6570\u636e\u9a71\u52a8\u800c\u975e\u7ed3\u6784\u9a71\u52a8&#8221;\u7684\u8def\u7ebf\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u6539\u8fdb\u5177\u6709\u666e\u9002\u610f\u4e49\u3002<\/li>\n\n\n\n<li>\u786c\u8d1f\u6837\u672c\u5b66\u4e60\u662f\u6700\u5173\u952e\u7684\u6280\u672f\u8d21\u732e\u3002\u6d88\u878d\u5b9e\u9a8c\u8868\u660e L_hard \u8d21\u732e\u4e86\u6700\u5927\u6027\u80fd\u589e\u76ca\uff0c\u8bf4\u660e\u5728\u5bf9\u6bd4\u5b66\u4e60\u4e2d\u6784\u9020\u9ad8\u8d28\u91cf\u7684\u56f0\u96be\u6837\u672c\u6bd4\u589e\u52a0\u6570\u636e\u89c4\u6a21\u66f4\u4e3a\u91cd\u8981\u3002\u8fd9\u4e0e NLP \u9886\u57df\u5bf9\u6bd4\u5b66\u4e60\u7684\u7ecf\u9a8c\u4e00\u81f4\u3002<\/li>\n\n\n\n<li>\u4f5c\u4e3a\u5373\u63d2\u5373\u7528 backbone \u7684\u6cdb\u5316\u6027\u662f\u5176\u5de5\u7a0b\u4ef7\u503c\u6240\u5728\uff1a\u65e0\u9700\u4fee\u6539\u4e0b\u6e38\u6a21\u578b\u67b6\u6784\uff0c\u53ea\u9700\u66ff\u6362\u89c6\u89c9\u7f16\u7801\u5668\u5373\u53ef\u83b7\u5f97\u4e00\u81f4\u63d0\u5347\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u542f\u53d1\u4e0e\u8bc4\u4ef7<\/p>\n\n\n\n<ol 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