{"id":12603,"date":"2026-09-24T18:23:35","date_gmt":"2026-09-24T10:23:35","guid":{"rendered":"https:\/\/infernews.com\/blog\/ml-lensvlm-selective-context-expansion-for-compressed-visual\/"},"modified":"2026-09-24T18:24:54","modified_gmt":"2026-09-24T10:24:54","slug":"ml-lensvlm-selective-context-expansion-for-compressed-visual","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/ml-lensvlm-selective-context-expansion-for-compressed-visual\/","title":{"rendered":"LensVLM \u7528\u58d3\u7e2e\u9801\u9762\u6e1b\u5c11\u9577\u6587\u95b1\u8b80\u6210\u672c"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/pasted-0a93c7b7967c.jpg\" alt=\"Repository image for apple-aiml-research\/ml-lensvlm\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5c0d\u591a\u9801\u6587\u4ef6\u554f\u7b54\uff0cLensVLM\u4e0d\u5fc5\u4e00\u958b\u59cb\u628a\u6bcf\u9801\u5b8c\u6574\u5167\u5bb9\u9001\u5165\u6a21\u578b\uff0c\u800c\u662f\u5148\u4ee5\u58d3\u7e2e\u9801\u9762\u5716\u5b9a\u4f4d\u7dda\u7d22\uff0c\u518d\u8b80\u53d6\u76f8\u95dc\u9801\u9762\u7684\u5168\u6587\u3002\u9019\u500b\u9805\u76ee\u5c6c\u65bc\u591a\u6a21\u614b Vision Language Model\uff08VLM\uff09\uff0c\u5be6\u969b\u8655\u7406\u7684\u662f\u9577\u6587\u4ef6\u8f38\u5165\u904e\u5927\u3001\u6587\u5b57\u5167\u5bb9\u96e3\u4ee5\u4e00\u6b21\u653e\u5165\u4e0a\u4e0b\u6587\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LensVLM\u662f\u7d93\u5fae\u8abf\u7684 Qwen3.5-9B\uff0c\u914d\u5408\u5b78\u7fd2\u5f97\u5230\u7684 <code>read_page<\/code> \u5de5\u5177\uff0c\u8b93\u6a21\u578b\u5728\u6383\u63cf\u9801\u9762\u7e2e\u5716\u5f8c\u6309\u9700\u64f4\u5c55\u5167\u5bb9\u3002\u793a\u7bc4\u5305\u62ec\u6a21\u578b\u6aa2\u67e515\u9801\u6587\u4ef6\uff0c\u53ea\u8b80\u53d6\u7b2c10\u9801\uff0c\u7d93\u5169\u8f2a\u4e92\u52d5\u4fbf\u7531\u4eba\u7269\u8cc7\u6599\u9023\u7d50\u5230\u7b54\u6848\uff1b\u58d3\u7e2e\u6bd4\u4f8b\u53ef\u90785x\u300110x\u621615x\uff0c\u53d6\u6368\u662f\u58d3\u7e2e\u8d8a\u9ad8\uff0c\u521d\u6b65\u6383\u63cf\u6210\u672c\u8f03\u4f4e\uff0c\u4f46\u9801\u9762\u7d30\u7bc0\u4ea6\u53ef\u80fd\u6e1b\u5c11\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5148\u8655\u7406\u58d3\u7e2e\u9801\u9762\u5716\uff0c\u518d\u6309\u554f\u984c\u8b80\u53d6\u5b8c\u6574\u9801\u9762<\/li>\n\n\n\n<li>\u652f\u63f4\u81ea\u8a02\u6587\u5b57\u6587\u4ef6\u53ca HuggingFace \u8a55\u4f30\u6578\u64da\u6e96\u5099<\/li>\n\n\n\n<li>\u8f38\u51fa\u9801\u9762\u5716\u8207\u7d50\u679c\u6a94\u6848\uff0c\u65b9\u4fbf\u6aa2\u67e5\u63a8\u7406\u8ecc\u8de1<\/li>\n\n\n\n<li>\u9069\u5408\u9577\u5831\u544a\u3001\u8cc7\u6599\u96c6\u554f\u7b54\u53ca\u6587\u4ef6\u6aa2\u7d22\u6e2c\u8a66<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u63d0\u4f9b requirements \u5b89\u88dd\u65b9\u5f0f\u3001\u793a\u7bc4\u6d41\u7a0b\u53ca\u81ea\u8a02\u6587\u4ef6\u53c3\u6578\uff0c\u7d50\u679c\u6703\u5beb\u5165\u6307\u5b9a\u8f38\u51fa\u76ee\u9304\uff1b\u539f\u59cb\u8cc7\u6599\u6c92\u6709\u4ea4\u4ee3\u786c\u4ef6\u8981\u6c42\u3001\u63a8\u7406\u901f\u5ea6\u6216\u8a18\u61b6\u9ad4\u6d88\u8017\u3002\u63d0\u4f9b\u7684\u793a\u4f8b\u80fd\u8aaa\u660e\u5de5\u4f5c\u6d41\u7a0b\uff0c\u4f46\u672a\u6709\u5b8c\u6574\u6e96\u78ba\u7387\u3001\u5ef6\u9072\u6216\u8207\u5176\u4ed6\u9577\u6587\u4ef6 VLM \u7684\u91cf\u5316\u6bd4\u8f03\uff0c\u56e0\u6b64\u8f03\u9069\u5408\u4f5c\u70ba\u7814\u7a76\u539f\u578b\u548c\u8a55\u4f30\u57fa\u790e\uff0c\u800c\u975e\u5df2\u8b49\u5be6\u5728\u6240\u6709\u6587\u4ef6\u985e\u578b\u4e0a\u90fd\u66f4\u5feb\u6216\u66f4\u6e96\u7684\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u8655\u7406\u5927\u91cf\u9801\u9762\u3001\u53c8\u5e0c\u671b\u63a7\u5236\u8996\u89ba token \u6210\u672c\u7684\u7814\u7a76\u8005\u548c\u5de5\u7a0b\u5718\u968a\uff0c\u8f03\u5bb9\u6613\u5f9e\u9019\u7a2e\u6309\u9700\u5c55\u958b\u6a5f\u5236\u53d7\u76ca\u3002\u6587\u4ef6\u7248\u9762\u8907\u96dc\u3001\u95dc\u9375\u7b54\u6848\u5206\u6563\uff0c\u6216\u554f\u984c\u9700\u8981\u8de8\u9801\u6574\u5408\u6642\uff0c\u4ecd\u8981\u7559\u610f\u58d3\u7e2e\u5716\u80fd\u5426\u4fdd\u7559\u8db3\u5920\u7dda\u7d22\uff0c\u4ee5\u53ca <code>read_page<\/code> \u8b80\u53d6\u5230\u7684\u6587\u5b57\u662f\u5426\u5b8c\u6574\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/apple-aiml-research\/ml-lensvlm\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/apple\/LensVLM-9B\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>LensVLM\u5148\u6383\u63cf\u4f4e\u6210\u672c\u9801\u9762\u5716\uff0c\u518d\u53ea\u8b80\u53d6\u8207\u554f\u984c\u76f8\u95dc\u7684\u5b8c\u6574\u9801\u9762\uff0c\u5c07\u9577\u6587\u4ef6\u554f\u7b54\u7684\u8996\u89ba\u8f38\u5165\u58d3\u7e2e\u6210\u6309\u9700\u53d6\u7528\u3002<\/p>\n","protected":false},"author":8,"featured_media":12602,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,149,185,187],"tags":[],"class_list":["post-12603","post","type-post","status-publish","format-standard","hentry","category-133","category-149","category-qwen","category-187"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12603","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=12603"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12603\/revisions"}],"predecessor-version":[{"id":12604,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12603\/revisions\/12604"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12602"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12603"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12603"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12603"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}