{"id":12378,"date":"2026-09-18T17:54:32","date_gmt":"2026-09-18T09:54:32","guid":{"rendered":"https:\/\/infernews.com\/blog\/panorama-panoptic-grounded-captioning-via-mask-proposal-selection\/"},"modified":"2026-09-18T17:54:32","modified_gmt":"2026-09-18T09:54:32","slug":"panorama-panoptic-grounded-captioning-via-mask-proposal-selection","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/panorama-panoptic-grounded-captioning-via-mask-proposal-selection\/","title":{"rendered":"PANORAMA \u628a\u5834\u666f\u63cf\u8ff0\u9010\u500b\u8a5e\u5c0d\u61c9\u5230\u50cf\u7d20"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/pasted-887431e6efa1.jpg\" alt=\"PANORAMA compared with prior grounded captioning models, in and out of domain\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6642\u7684\u8996\u89ba\u8a9e\u8a00\u6a21\u578b\uff08VLM\uff09\u5beb\u5f97\u51fa\u6f02\u4eae\u63cf\u8ff0\uff0c\u537b\u5f80\u5f80\u7121\u6cd5\u628a\u53e5\u5b50\u88e1\u7684\u7269\u4ef6\u771f\u6b63\u5c0d\u5230\u50cf\u7d20\uff0c\u5c0e\u81f4\u300c\u8aaa\u7684\u662f\u4e00\u56de\u4e8b\u3001\u756b\u51fa\u4f86\u53c8\u662f\u53e6\u4e00\u56de\u4e8b\u300d\u3002PANORAMA \u60f3\u8655\u7406\u7684\u662f panoptic grounded captioning\uff1a\u6a21\u578b\u8981\u4e0d\u53ea\u63cf\u8ff0\u524d\u666f\u7269\u4ef6\uff0c\u9084\u8981\u9023\u80cc\u666f\u5340\u57df\u90fd\u8b1b\u6e05\u695a\uff0c\u4e26\u70ba\u6bcf\u500b\u63d0\u5230\u7684\u5be6\u9ad4\u7d66\u51fa\u50cf\u7d20\u7d1a\u906e\u7f69\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u505a\u6cd5\u4e0a\uff0c\u5b83\u628a\u77ed\u8a9e\u5b9a\u4f4d\uff08phrase grounding\uff09\u91cd\u65b0\u5b9a\u7fa9\u6210\u300c\u5f9e\u77ed\u8a9e\u689d\u4ef6\u5316\u7684\u906e\u7f69\u63d0\u6848\u6c60\u4e2d\u6311\u9078\u300d\u3002\u9810\u8a13\u7df4\u5206\u5272\u5668\u6839\u64da\u6bcf\u500b\u77ed\u8a9e\u7684\u4e0a\u4e0b\u6587\u8868\u5fb5\u751f\u6210\u5019\u9078\u906e\u7f69\uff0c\u6a21\u578b\u518d\u5f9e\u4e2d\u9078\u51fa\u771f\u6b63\u5c0d\u61c9\u7684\u90a3\u4e00\u584a\uff0c\u7121\u8ad6\u662f\u55ae\u4e00\u5340\u57df\u3001\u591a\u500b\u5be6\u4f8b\uff0c\u6216\u6839\u672c\u6c92\u6709\u5c0d\u61c9\u90fd\u6db5\u84cb\u5728\u5167\u3002\u9019\u6a23\u628a\u5206\u5272\u8207\u8a9e\u8a00\u751f\u6210\u7528\u540c\u4e00\u4ecb\u9762\u806f\u5408\u8a13\u7df4\uff0c\u6587\u5b57\u8207\u906e\u7f69\u5c31\u4e0d\u518d\u5404\u8aaa\u5404\u8a71\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u914d\u5957\u8cc7\u6e90\u540c\u6a23\u5728 Hugging Face \u516c\u958b\uff1aPanoCaps \u7d04\u6709 3.5K \u5f35\u5716\u7247\u300134K \u500b\u906e\u7f69\u548c 17.9K \u689d\u7368\u7acb\u77ed\u8a9e\uff0c\u53c3\u7167\u5340\u57df\u8986\u84cb\u8fd1 99% \u50cf\u7d20\uff1bCOCONut-PanCap-Recaptioned \u63d0\u4f9b 118K \u5f35\u8a13\u7df4\u5716\u7684\u91cd\u65b0\u6a19\u8a3b\uff1bMRSeg-Referring-Expressions \u5247\u5e36\u4f86\u7d04 101K \u689d\u6539\u7de8\u81ea SegLLM \u7684\u55ae\u8f2a\u6307\u4ee3\u8868\u9054\u3002\u8a55\u4f30\u7aef\u9084\u63d0\u51fa generalized Panoptic Quality\uff08gPQ\uff09\uff0c\u628a\u6587\u5b57\u8207\u906e\u7f69\u7684\u4e00\u81f4\u6027\u7d0d\u5165\u55ae\u4e00\u6307\u6a19\u3002\u5be6\u9a57\u7d50\u679c\u986f\u793a\uff0cPANORAMA \u5728 PanoCaps \u4e0a\u6574\u9ad4\u5b9a\u4f4d\u8868\u73fe\u6700\u4f73\uff0c\u4e26\u5728\u591a\u500b\u50cf\u7d20\u7d1a\u4efb\u52d9\u4e0a\u8207\u5c08\u9580\u6a21\u578b\u6301\u5e73\u6216\u66f4\u5f37\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9019\u500b\u9805\u76ee\u9069\u5408\u4ee5\u4e0b\u60c5\u5883\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u505a\u6a5f\u5668\u4eba\u611f\u77e5\u6216\u5834\u666f\u7406\u89e3\u7684\u7814\u7a76\u5718\u968a<\/strong>\uff1a\u9700\u8981\u6a21\u578b\u540c\u6642\u63d0\u4f9b\u81ea\u7136\u8a9e\u8a00\u63cf\u8ff0\u8207\u5be6\u4f8b\u7d1a\u906e\u7f69\uff0c\u6e1b\u5c11\u5c0d\u63a5\u591a\u500b\u6a21\u578b\u7684\u6210\u672c<\/li>\n<li><strong>\u8a13\u7df4\u6578\u64da\u5331\u4e4f\u7684\u591a\u6a21\u614b\u5718\u968a<\/strong>\uff1aPanoCaps \u8207\u5169\u4efd\u91cd\u65b0\u6a19\u8a3b\u96c6\u5408\u8a08\u903e\u5341\u842c\u5f35\u5716\uff0c\u53ef\u76f4\u63a5\u7528\u4f5c\u8a13\u7df4\u6216\u5fae\u8abf<\/li>\n<li><strong>\u9700\u8981\u7cbe\u7d30\u6307\u4ee3\uff08referring expression\uff09\u4efb\u52d9\u7684\u5de5\u4f5c<\/strong>\uff1aMRSeg-Referring-Expressions \u63d0\u4f9b\u591a\u7c92\u5ea6\u6307\u4ee3\u8868\u9054\uff0c\u6bd4\u55ae\u4e00\u53e5\u5f0f\u66f4\u6709\u52a9\u6cdb\u5316<\/li>\n<li><strong>\u5c0d VLM \u8a55\u6e2c\u6709\u7591\u616e\u7684\u7814\u7a76\u8005<\/strong>\uff1agPQ \u6307\u6a19\u628a\u6587\u5b57\u8207\u906e\u7f69\u7d81\u5b9a\uff0c\u907f\u514d\u300c\u63cf\u8ff0\u6f02\u4eae\u4f46\u5c0d\u932f\u4f4d\u7f6e\u300d\u7684\u9ad8\u5206\u9677\u9631<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u60f3\u76f4\u63a5\u8dd1\u5be6\u9a57\u7684\u4eba\uff0c\u8a13\u7df4\u3001\u5fae\u8abf\u8207\u8a55\u4f30\u7a0b\u5f0f\u78bc\u5df2\u96a8\u5009\u5eab\u91cb\u51fa\uff1b\u6a21\u578b\u6b0a\u91cd\u5247\u900f\u904e Hugging Face \u53d6\u5f97\u3002\u5982\u679c\u4f60\u95dc\u5fc3\u7684\u662f VLM \u80fd\u5426\u771f\u6b63\u300c\u770b\u61c2\u300d\u5834\u666f\u800c\u4e0d\u53ea\u662f\u5beb\u53e5\u5b50\uff0c\u9019\u5957\u7d71\u4e00\u6846\u67b6\u6bd4\u591a\u6578\u628a\u63cf\u8ff0\u8207\u5206\u5272\u62c6\u958b\u8655\u7406\u7684\u65b9\u6848\u66f4\u63a5\u8fd1\u843d\u5730\u9700\u6c42\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.di.ens.fr\/willow\/research\/panorama\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/sarapieri\/panorama_grounding\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Inria \u8207\u6377\u514b\u7406\u5de5\u5408\u4f5c\u958b\u6e90\u7684 PANORAMA\uff0c\u80fd\u70ba\u6574\u500b\u5834\u666f\u751f\u6210\u63cf\u8ff0\u4e26\u628a\u6bcf\u500b\u5be6\u9ad4\u7cbe\u78ba\u5c0d\u61c9\u5230\u50cf\u7d20\u906e\u7f69\uff0c\u4e26\u540c\u6b65\u91cb\u51fa\u8fd1\u5168\u5e45\u8986\u84cb\u7684\u4eba\u5de5\u6a19\u8a3b\u57fa\u6e96 PanoCaps\u3002<\/p>\n","protected":false},"author":8,"featured_media":12377,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,76,149,119,127,30,197,150,199],"tags":[],"class_list":["post-12378","post","type-post","status-publish","format-standard","hentry","category-133","category-76","category-149","category-119","category-127","category-image","category-framework","category-150","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12378","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=12378"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12378\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12377"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12378"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12378"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12378"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}