{"id":25632,"date":"2025-04-27T12:25:09","date_gmt":"2025-04-27T04:25:09","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25632"},"modified":"2025-04-27T12:25:09","modified_gmt":"2025-04-27T04:25:09","slug":"%e8%8b%b1%e4%bc%9f%e8%be%be%e5%8d%8e%e4%ba%ba%e7%a1%ac%e6%a0%b8ai%e7%a5%9e%e5%99%a8%ef%bc%8c%e3%80%8c%e6%8f%8f%e8%bf%b0%e4%b8%80%e5%88%87%e3%80%8d%e7%a7%92%e5%8f%98%e7%bb%86%e8%8a%82%e7%8b%82%e9%ad%94","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/04\/27\/25632\/","title":{"rendered":"\u82f1\u4f1f\u8fbe\u534e\u4eba\u786c\u6838AI\u795e\u5668\uff0c\u300c\u63cf\u8ff0\u4e00\u5207\u300d\u79d2\u53d8\u7ec6\u8282\u72c2\u9b54\uff01\u4ec53B\u9006\u88adGPT-4o"},"content":{"rendered":"<div>\n<p><img data-dominant-color=\"78aeca\" data-has-transparency=\"false\" style=\"--dominant-color: #78aeca;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25634\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/84ef8a32549831780c1575f2900b233b843cc1-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/84ef8a32549831780c1575f2900b233b843cc1-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/84ef8a32549831780c1575f2900b233b843cc1-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<\/div>\n<div><\/div>\n<div class=\"article-desc\">\u89c6\u89c9AI\u7ec8\u6781\u7a81\u7834\u6765\u4e86\uff01\u82f1\u4f1f\u8fbe\u7b49\u673a\u6784\u63a8\u51fa\u8d85\u5f3a\u591a\u6a21\u6001\u6a21\u578bDAM\uff0c\u4ec53B\u53c2\u6570\uff0c\u5c31\u80fd\u7cbe\u51c6\u63cf\u8ff0\u56fe\u50cf\u548c\u89c6\u9891\u4e2d\u7684\u4efb\u4f55\u7ec6\u8282\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u6709\u4e86AI\uff0c\u8c01\u8fd8\u613f\u610f\u7528\u624b\u914d\u300c\u5b57\u5e55\u300d\uff1f<\/p>\n<p>\u521a\u521a\uff0c\u82f1\u4f1f\u8fbe\u8054\u624bUC\u4f2f\u514b\u5229\u3001UCSF\u56e2\u961f\u796d\u51fa\u9996\u4e2a\u795e\u7ea7\u591a\u6a21\u6001\u6a21\u578b\u2014\u2014Describe Anything Model\uff08DAM\uff09\uff0c\u4ec53B\u53c2\u6570\u3002<\/p>\n<p class=\"js_darkmode__10\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202504\/27\/09f283850533b5957c5932ceb32942eca5509d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2504.16072<\/p>\n<p>\u6b63\u5982\u5176\u540dDescribe Anything\uff0c\u4e0a\u4f20\u4e00\u5f20\u56fe\uff0c\u5708\u54ea\u70b9\u54ea\uff0c\u5b83\u5373\u53ef\u751f\u6210\u4e00\u6bb5\u4e30\u5bcc\u7684\u6587\u5b57\u63cf\u8ff0\u3002<\/p>\n<p class=\"js_darkmode__13\"><img data-dominant-color=\"ebebec\" data-has-transparency=\"false\" style=\"--dominant-color: #ebebec;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25635\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/25662144674148f4f1a926522915e1514e3607.gif\" width=\"960\" height=\"540\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>\u5373\u4fbf\u662f\u4e00\u6bb5\u89c6\u9891\uff0cDAM\u4e5f\u80fd\u7cbe\u51c6\u6355\u6349\u5230\u767d\u8272SUV\uff0c\u7ed9\u51fa\u8be6\u7ec6\u7684\u63cf\u8ff0\u3002<\/p>\n<p class=\"js_darkmode__15\"><img data-dominant-color=\"d0cfcf\" data-has-transparency=\"false\" style=\"--dominant-color: #d0cfcf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25636\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/846ace30803aabf44193579232df1ea967e7a3.gif\" width=\"960\" height=\"540\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>DAM\u662f\u4e00\u4e2a\u4e13\u4e3a\u8be6\u7ec6\u5c40\u90e8\u6807\u6ce8\uff08DLC\uff09\u800c\u8bbe\u8ba1\u7684\u6a21\u578b\uff0c\u5373\u4e3a\u7279\u5b9a\u533a\u57df\u751f\u6210\u8be6\u7ec6\u4e14\u7cbe\u786e\u7684\u63cf\u8ff0\u3002<\/p>\n<p>\u901a\u8fc7\u4e24\u5927\u521b\u65b0\uff0c\u7814\u7a76\u4eba\u5458\u5728\u7ec6\u8282\u4e0e\u4e0a\u4e0b\u6587\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff1a<\/p>\n<p>\u00b7 \u7126\u70b9\u63d0\u793a\uff1a\u5bf9\u76ee\u6807\u533a\u57df\u8fdb\u884c\u9ad8\u5206\u8fa8\u7387\u7f16\u7801\uff0c\u5c31\u50cf\u7ed9\u6a21\u578b\u914d\u5907\u4e86\u4e00\u526f\u300c\u653e\u5927\u955c\u300d\uff0c\u6e05\u6670\u6355\u6349\u5230\u5c40\u90e8\u533a\u57df\u7ec6\u5fae\u7279\u5f81<\/p>\n<p>\u00b7 \u5c40\u90e8\u89c6\u89c9\u9aa8\u5e72\u7f51\u7edc\uff1a\u5c06\u7cbe\u786e\u5b9a\u4f4d\u7684\u7279\u5b9a\u533a\u57df\uff0c\u4e0e\u4e0a\u4e0b\u6587\u65e0\u7f1d\u6574\u5408<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0cDAM\u4e0d\u4ec5\u80fd\u653e\u5927\u7ec6\u8282\u770b\uff0c\u8fd8\u80fd\u653e\u773c\u5168\u5c40\u770b\uff0c\u65e0\u8bba\u662f\u9759\u6001\u56fe\uff0c\u8fd8\u662f\u52a8\u6001\u89c6\u9891\uff0c\u90fd\u80fd\u505a\u5230\u6e38\u5203\u6709\u4f59\u3002<\/p>\n<p>\u7f51\u53cb\u60ca\u53f9\u9053\uff0c\u300c\u7ec8\u6781\u89c6\u89c9AI\u7a81\u7834\u300d\uff01<\/p>\n<p class=\"js_darkmode__22\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202504\/27\/34d6c2b47a006626d46316ae4af1063c9b7636.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h5>AI\u7528\u300c\u653e\u5927\u955c\u300d\u770b\u4e16\u754c<\/h5>\n<p>\u5728\u9879\u76ee\u4e3b\u9875\u4e2d\uff0c\u82f1\u4f1f\u8fbe\u7b49\u7814\u7a76\u56e2\u961f\u653e\u51fa\u4e86\u66f4\u591a\u7cbe\u5f69demo\u3002\u4efb\u4f55\u4eba\u901a\u8fc7\u70b9\u3001\u6846\u3001\u6d82\u9e26\u6216\u63a9\u7801\u7684\u4ea4\u4e92\uff0c\u5373\u53ef\u4e00\u952e\u751f\u6210\u63cf\u8ff0\u3002<\/p>\n<p>\u4e0a\u4f20\u4e00\u5f20\u67ef\u57fa\u5728\u8349\u5730\u4e0a\u6b22\u5feb\u5954\u8dd1\u7684\u56fe\uff0c\u9009\u4e2d\u67ef\u57fa\uff0c\u8ba9DAM\u53bb\u63cf\u8ff0\uff1a<\/p>\n<p>\u4e00\u53ea\u4e2d\u7b49\u4f53\u578b\u7684\u72d7\uff0c\u62e5\u6709\u6d53\u5bc6\u7684\u7ea2\u68d5\u8272\u6bdb\u53d1\uff0c\u8179\u90e8\u548c\u817f\u90e8\u4e3a\u767d\u8272\u3002\u8fd9\u53ea\u72d7\u5c3e\u5df4\u84ec\u677e\uff0c\u8033\u6735\u5c16\u7acb\uff0c\u6234\u7740\u5e26\u6709\u94f6\u8272\u540a\u724c\u7684\u7ea2\u8272\u9879\u5708\u3002\u5b83\u5f20\u7740\u5634\u9732\u51fa\u7259\u9f7f\uff0c\u820c\u5934\u4f38\u5728\u5916\u9762\u3002\u72d7\u5448\u5954\u8dd1\u59ff\u52bf\uff0c\u524d\u817f\u5411\u524d\u4f38\u5c55\uff0c\u540e\u817f\u5411\u540e\u4f38\u76f4\u3002<\/p>\n<p class=\"js_darkmode__30\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202504\/27\/69dc80e27a20dde191f9898adeb3464e830391.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4e00\u53ea\u88ab\u6324\u5230\u7284\u89d2\u65ee\u65ef\u7684\u732b\u661f\u4eba\uff0cDAM\u662f\u8fd9\u6837\u914d\u6587\u7684\uff0c\u300c\u4e00\u53ea\u767d\u732b\uff0c\u8033\u6735\u5448\u6d45\u6a59\u8272\uff0c\u9f3b\u5b50\u662f\u7c89\u8272\u7684\u3002\u732b\u54aa\u8868\u60c5\u653e\u677e\uff0c\u773c\u775b\u5fae\u5fae\u95ed\u7740\uff0c\u5168\u8eab\u8986\u76d6\u7740\u67d4\u8f6f\u7684\u767d\u6bdb\u300d\u3002<\/p>\n<p class=\"js_darkmode__32\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202504\/27\/f8b9d4559c99fe963de335d280f87ced0fc19d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u518d\u6bd4\u5982\uff0c\u968f\u624b\u6d82\u9e26\u4e00\u680b\u9ad8\u697c\uff0cDAM\u53ef\u4ee5\u4e0d\u65ad\u653e\u5927\u7ec6\u8282\uff0c\u7ed9\u51fa\u8fd9\u5e62\u697c\u66f4\u7ec6\u81f4\u7684\u63cf\u8ff0\uff1a<\/p>\n<p>\u4e00\u5ea7\u73b0\u4ee3\u98ce\u683c\u7684\u6469\u5929\u5927\u697c\uff0c\u91c7\u7528\u6d41\u7ebf\u578b\u77e9\u5f62\u8bbe\u8ba1\uff0c\u5916\u7acb\u9762\u6392\u5217\u7740\u95f4\u8ddd\u5747\u5300\u7684\u7ad6\u5411\u6761\u5f62\u7a97\u3002\u5efa\u7b51\u5448\u9636\u68af\u5f0f\u7ed3\u6784\uff0c\u6bcf\u4e00\u5c42\u6bb5\u90fd\u6bd4\u4e0b\u5c42\u7565\u5fae\u5185\u7f29\uff0c\u5f62\u6210\u9519\u843d\u6709\u81f4\u7684\u9000\u53f0\u9020\u578b\u3002\u5efa\u7b51\u5e55\u5899\u4e3b\u8981\u7531\u53cd\u5149\u73bb\u7483\u9762\u677f\u6784\u6210\uff0c\u6574\u4f53\u5448\u73b0\u51fa\u6781\u5177\u73b0\u4ee3\u611f\u7684\u629b\u5149\u6548\u679c\u3002<\/p>\n<p class=\"js_darkmode__36\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202504\/27\/48a3d68631a62f18a5b642660614029cfcc20f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u751a\u81f3\uff0cDAM\u770b\u7740\u89c6\u9891\u4e2d\u7684\u4e00\u5934\u725b\uff0c\u5c31\u80fd\u76f4\u51fa\u4e00\u7bc7\u7ecf\u5178\u300c\u5c0f\u4f5c\u6587\u300d\uff1a<\/p>\n<p class=\"js_darkmode__38\"><img data-dominant-color=\"827e78\" data-has-transparency=\"false\" style=\"--dominant-color: #827e78;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25637\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/45a26b642bb27fc7293480067ccf4340e5dd85.gif\" width=\"480\" height=\"270\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>\u4e00\u5e45\u63cf\u7ed8\u68d5\u8910\u8272\u5976\u725b\u7684\u52a8\u6001\u5e8f\u5217\u56fe\uff1a\u8fd9\u5934\u6bdb\u8272\u6d53\u5bc6\u7684\u5976\u725b\u81c0\u90e8\u5e26\u6709\u6d45\u8272\u6591\u5757\uff0c\u521d\u59cb\u753b\u9762\u4e2d\u5b83\u5fae\u5fae\u4f4e\u5934\uff0c\u900f\u7740\u5b89\u8be6\u7684\u795e\u6001\u3002\u968f\u7740\u52a8\u4f5c\u5c55\u5f00\uff0c\u5976\u725b\u5f00\u59cb\u7a33\u6b65\u524d\u884c\uff0c\u56db\u80a2\u8212\u5c55\u7740\u8282\u594f\u5206\u660e\u7684\u6b65\u6001\uff0c\u5c3e\u68a2\u7684\u7c07\u6bdb\u968f\u6bcf\u4e00\u6b65\u8f7b\u6446\uff0c\u4e3a\u884c\u8fdb\u589e\u6dfb\u6d41\u7545\u97f5\u5f8b\u3002\u5b83\u59cb\u7ec8\u4fdd\u6301\u633a\u62d4\u7684\u7ad9\u59ff\uff0c\u7565\u5fae\u5f13\u8d77\u7684\u80cc\u90e8\u7ebf\u6761\u900f\u51fa\u653e\u677e\u72b6\u6001\uff0c\u808c\u8089\u7ed3\u5b9e\u7684\u817f\u90e8\u7a33\u5065\u5730\u5411\u524d\u8fc8\u8fdb\u3002\u6574\u4e2a\u8fd0\u52a8\u8fc7\u7a0b\u4e2d\uff0c\u5976\u725b\u4fdd\u6301\u7740\u5747\u5300\u4ece\u5bb9\u7684\u6b65\u8c03\uff0c\u6bcf\u4e00\u4e2a\u52a8\u4f5c\u90fd\u6d41\u7545\u800c\u4e0d\u8feb\uff0c\u5c55\u73b0\u51fa\u5b81\u9759\u81ea\u82e5\u7684\u751f\u547d\u59ff\u6001\u3002<\/p>\n<p>DAM\u5982\u6b64\u5389\u5bb3\uff0c\u662f\u5982\u4f55\u505a\u5230\u7684\uff1f<\/p>\n<h4>DAM\u6280\u672f\u67b6\u6784\uff0c\u7cbe\u51c6\u6355\u6349\u7ec6\u8282<\/h4>\n<p>\u4e0e\u4f20\u7edf\u56fe\u50cf\u63cf\u8ff0\uff08\u6982\u62ec\u6574\u4e2a\u573a\u666f\uff09\u4e0d\u540c\uff0cDLC\u805a\u7126\u4e8e\u7528\u6237\u6307\u5b9a\u7684\u5c40\u90e8\u533a\u57df\uff0c\u6765\u751f\u6210\u7ec6\u81f4\u5165\u5fae\u7684\u63cf\u8ff0\u3002<\/p>\n<p>\u60f3\u8c61\u4e00\u5f20\u7167\u7247\u4e2d\u4e00\u53ea\u732b\uff0c\u4f60\u4e0d\u4ec5\u9700\u8981\u63cf\u8ff0\u300c\u4e00\u53ea\u732b\u5728\u7a97\u53f0\u4e0a\u300d\uff0c\u8fd8\u8981\u6df1\u5165\u4e9b\u51e0\u300c\u732b\u7684\u6bdb\u53d1\u5448\u73b0\u67d4\u8f6f\u548c\u7070\u8272\u6761\u7eb9\uff0c\u8033\u6735\u5fae\u5fae\u503e\u659c\uff0c\u773c\u775b\u5728\u9633\u5149\u4e0b\u95ea\u7740\u7425\u73c0\u8272\u7684\u5149\u8292\u300d\u3002<\/p>\n<p class=\"js_darkmode__47\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202504\/27\/05ef288715af6697cd3388a826c37caec799e3.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u53ef\u4ee5\u770b\u51fa\uff0cDLC\u7684\u76ee\u6807\u662f\u6355\u6349\u533a\u57df\u7684\u7eb9\u7406\u3001\u989c\u8272\u3001\u5f62\u72b6\u3001\u663e\u8457\u90e8\u4ef6\u7b49\u7279\u5f81\uff0c\u540c\u65f6\u4e5f\u8981\u4fdd\u6301\u4e0e\u6574\u4f53\u573a\u666f\u5173\u8054\u3002<\/p>\n<p>\u800c\u5728\u89c6\u9891\u9886\u57df\u4e2d\uff0cDLC\u6311\u6218\u66f4\u5927\u3002<\/p>\n<p>\u6a21\u578b\u9700\u8981\u8ffd\u76ee\u6807\u533a\u57df\u5728\u591a\u4e2a\u5e27\u4e2d\u7684\u53d8\u5316\uff0c\u63cf\u8ff0\u5176\u5916\u89c2\u3001\u4ea4\u4e92\u3001\u548c\u7ec6\u5fae\u52a8\u6001\u7684\u6f14\u53d8\u3002<\/p>\n<p>\u4e3a\u4e86\u5e94\u5bf9DLC\u590d\u6742\u9700\u6c42\uff0cDescribe Anything Model\u5f15\u5165\u4e86\u4e24\u5927\u6838\u5fc3\u521b\u65b0\uff0c\u8ba9\u5c40\u90e8\u7ec6\u8282\u4e0e\u5168\u5c40\u4e0a\u4e0b\u6587\u5b8c\u7f8e\u5e73\u8861\u3002<\/p>\n<p><strong>\u7126\u70b9\u63d0\u793a\uff08Focal Prompt\uff09<\/strong><\/p>\n<p>\u901a\u8fc7\u300c\u7126\u70b9\u63d0\u793a\u300d\u673a\u5236\uff0cDAM\u80fd\u591f\u540c\u65f6\u5904\u7406\u5168\u56fe\u548c\u76ee\u6807\u533a\u57df\u7684\u653e\u5927\u89c6\u56fe\u3002<\/p>\n<p>\u8fd9\u786e\u4fdd\u5b83\u5728\u6355\u6349\u7ec6\u5fae\u7279\u5f81\u540c\u65f6\uff0c\u4e0d\u4e22\u5931\u6574\u4f53\u573a\u666f\u7684\u80cc\u666f\u4fe1\u606f\u3002<\/p>\n<p class=\"js_darkmode__55\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202504\/27\/773fae032ba4ddfc91024412d2e9a7d1dbac91.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u5c40\u90e8\u89c6\u89c9\u9aa8\u5e72\u7f51\u7edc\uff08Localized Vision Backbone\uff09<\/strong><\/p>\n<p>DAM\u7684\u89c6\u89c9\u9aa8\u5e72\u7f51\u7edc\u901a\u8fc7\u7a7a\u95f4\u5bf9\u9f50\u7684\u56fe\u50cf\u548c\u63a9\u7801\uff0c\u878d\u5408\u5168\u5c40\u4e0e\u5c40\u90e8\u7279\u5f81\u3002<\/p>\n<p>\u5229\u7528\u95e8\u63a7\u4ea4\u53c9\u6ce8\u610f\u529b\u5c42\uff0c\u6a21\u578b\u5c06\u8be6\u7ec6\u7684\u5c40\u90e8\u7ebf\u7d22\u4e0e\u5168\u5c40\u4e0a\u4e0b\u6587\u65e0\u7f1d\u6574\u5408\u3002<\/p>\n<p>\u65b0\u53c2\u6570\u521d\u59cb\u5316\u4e3a0\uff0c\u4fdd\u7559\u4e86\u9884\u8bad\u7ec3\u80fd\u529b\uff0c\u4ece\u800c\u751f\u6210\u66f4\u4e30\u5bcc\u3001\u66f4\u5177\u4e0a\u4e0b\u6587\u5173\u8054\u7684\u63cf\u8ff0\u3002<\/p>\n<p class=\"js_darkmode__60\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202504\/27\/45b6d43717036ebdfcd4319ae8c2550865e97a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8fd9\u79cd\u67b6\u6784\u8ba9DAM\u5728\u751f\u6210\u5173\u952e\u8bcd\u3001\u77ed\u8bed\uff0c\u751a\u81f3\u662f\u591a\u53e5\u5f0f\u7684\u590d\u6742\u63cf\u8ff0\u65f6\uff0c\u90fd\u80fd\u4fdd\u6301\u9ad8\u7cbe\u5ea6\u548c\u8fde\u8d2f\u6027\u3002<\/p>\n<p><strong>DLC-SDP\uff1a\u7834\u89e3\u6570\u636e\u74f6\u9888<\/strong><\/p>\n<p>\u8981\u77e5\u9053\uff0c\u9ad8\u8d28\u91cf\u7684DLC\u6570\u636e\u96c6\u6781\u4e3a\u7a00\u7f3a\uff0c\u9650\u5236\u4e86\u6a21\u578b\u7684\u8bad\u7ec3\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u57fa\u4e8e\u534a\u76d1\u7763\u5b66\u4e60\u7684\u6d41\u6c34\u7ebf\uff08DLC-SDP\uff09\uff0c\u901a\u8fc7\u4e24\u9636\u6bb5\u7b56\u7565\u6784\u5efa\u5927\u89c4\u6a21\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<p>\u9636\u6bb5\u4e00\uff0c\u662f\u4ece\u5206\u5272\u6570\u636e\u96c6\u6269\u5c55\u3002\u5229\u7528\u73b0\u6709\u5206\u5272\u6570\u636e\u96c6\u77ed\u6807\u7b7e\uff08\u732b\uff09\uff0c\u901a\u8fc7\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u751f\u6210\u4e30\u5bcc\u7684\u63cf\u8ff0\uff08\u7070\u8272\u77ed\u6bdb\u732b\uff0c\u8033\u6735\u76f4\u7acb\u3002<\/p>\n<p>\u9636\u6bb5\u4e8c\uff0c\u81ea\u8bad\u7ec3\u672a\u6807\u8bb0\u7684\u56fe\u50cf\uff0c\u901a\u8fc7\u534a\u76d1\u7763\u5b66\u4e60\uff0cDAM\u5bf9\u672a\u6807\u8bb0\u7684\u7f51\u7edc\u56fe\u50cf\u751f\u6210\u521d\u59cb\u63cf\u8ff0\uff0c\u5e76\u8fed\u4ee3\u7cbe\u70bc\uff0c\u5f62\u6210\u9ad8\u8d28\u91cf\u7684DLC\u6570\u636e\u3002<\/p>\n<p class=\"js_darkmode__66\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202504\/27\/86e3d169060b3c7fe5c843892c9ab0eb4132fb.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>DLC-Bench\uff1a\u91cd\u5b9a\u4e49\u8bc4\u4f30\u6807\u51c6<\/h4>\n<p>\u90a3\u4e48\uff0c\u5982\u4f55\u516c\u5e73\u5730\u8bc4\u4f30DLC\u6a21\u578b\u3002<\/p>\n<p>\u4f20\u7edf\u65b9\u6cd5\u4e3b\u8981\u4f9d\u8d56\u6587\u672c\u91cd\u53e0\uff0c\u4f46\u8fd9\u65e0\u6cd5\u5168\u9762\u53cd\u6620\u63cf\u8ff0\u7684\u51c6\u786e\u6027\u548c\u7ec6\u8282\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u5168\u65b0\u57fa\u51c6DLC-Bench\u3002\u901a\u8fc7LLM\u5224\u65ad\uff0c\u68c0\u67e5\u63cf\u8ff0\u7684\u6b63\u786e\u7ec6\u8282\u548c\u9519\u8bef\u7f3a\u5931\uff0c\u800c\u975e\u7b80\u5355\u5bf9\u6bd4\u6587\u672c\u3002<\/p>\n<p class=\"js_darkmode__73\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202504\/27\/b33bc4178c0a470a813513691449891cb82c33.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>DAM\u4ec5\u80fd\u751f\u6210\u8be6\u7ec6\u63cf\u8ff0\uff0c\u8fd8\u5177\u5907\u5f3a\u5927\u7684\u7075\u6d3b\u6027\u548c\u4ea4\u4e92\u6027\u3002<\/p>\n<p><strong>\u6307\u4ee4\u63a7\u5236\u63cf\u8ff0<\/strong><\/p>\n<p>\u4f60\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u8c03\u6574\u63cf\u8ff0\u7684\u8be6\u7ec6\u7a0b\u5ea6\u548c\u98ce\u683c\u3002<\/p>\n<p class=\"js_darkmode__78\"><img data-dominant-color=\"ecebea\" data-has-transparency=\"false\" style=\"--dominant-color: #ecebea;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25638\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/831bbc121e9cc313db23054c96a72740a93da6.gif\" width=\"960\" height=\"540\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p><strong>\u96f6\u6837\u672c\u533a\u57df\u95ee\u7b54<\/strong><\/p>\n<p>\u800c\u4e14\uff0c\u65e0\u9700\u989d\u5916\u8bad\u7ec3\uff0cDAM\u5c31\u80fd\u56de\u7b54\u5173\u4e8e\u7279\u5b9a\u533a\u57df\u7684\u95ee\u9898\u3002<\/p>\n<p class=\"js_darkmode__81\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202504\/27\/c2ab1b04808fc86501a312c58b2c68aa5dddcf.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>\u78be\u538bGPT-4o\uff0c\u5237\u65b0SOTA<\/h4>\n<p>\u5728DLC-Bench\u548c\u5176\u4ed67\u4e2a\u6db5\u76d6\u56fe\u50cf\u4e0e\u89c6\u9891\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cDAM\u5168\u9762\u8d85\u8d8a\u73b0\u6709\u6a21\u578b\uff0c\u6811\u7acb\u4e86\u65b0\u7684\u6807\u6746\u3002<\/p>\n<p>\u5982\u4e0b\u88682\u6240\u793a\uff0cDAM\u5728\u5177\u6709\u6311\u6218\u6027\u7684 PACO \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u521b\u4e0b\u4e8689\u9ad8\u5206\u3002<\/p>\n<p>\u800c\u5728\u96f6\u6837\u672c\u8bc4\u4f30\u5728\u77ed\u8bed\u7ea7\u6570\u636e\u96c6Flickr30k Entities\u4e0a\uff0c\u65b0\u6a21\u578b\u76f8\u6bd4\u4e4b\u524d\u7684\u6700\u4f73\u7ed3\u679c\u5e73\u5747\u76f8\u5bf9\u63d0\u5347\u4e867.34%\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u96f6\u6837\u672c\u8bc4\u4f30\u5728\u8be6\u7ec6\u63cf\u8ff0\u6570\u636eRef-L4 \u4e0a\uff0cDAM\u5728\u57fa\u4e8e\u77ed\/\u957f\u8bed\u8a00\u7684\u63cf\u8ff0\u6307\u6807\u4e0a\u5206\u522b\u5b9e\u73b0\u4e8639.5%\u548c13.1%\u7684\u5e73\u5747\u76f8\u5bf9\u63d0\u5347\u3002<\/p>\n<p class=\"js_darkmode__89\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202504\/27\/9131cc055ffe9b7a2d6942542a5efefc79d83e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u7684DLC-Bench\u6d4b\u8bd5\u4e2d\uff0cDAM\u5728\u8be6\u7ec6\u5c40\u90e8\u63cf\u8ff0\u65b9\u9762\u4f18\u4e8e\u4e4b\u524d\u7684\u4ec5API\u6a21\u578b\u3001\u5f00\u6e90\u6a21\u578b\u548c\u7279\u5b9a\u533a\u57dfVLM\u3002<\/p>\n<p class=\"js_darkmode__91\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202504\/27\/295ff4c702e4fc1862042754e411c9e5f0d83d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4e0b\u88686\u6240\u793a\uff0cDAM\u5728\u8be6\u7ec6\u5c40\u90e8\u89c6\u9891\u5b57\u5e55\u65b9\u9762\u5237\u65b0SOTA\u3002<\/p>\n<p class=\"js_darkmode__93\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202504\/27\/c619f6d97aafae3f1d822740ffa4d7a4ba9e1c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u603b\u800c\u8a00\u4e4b\uff0cDAM\u7684\u4f18\u52bf\u4e3b\u8981\u6709\u4e09\u5927\u70b9\uff1a\u66f4\u8be6\u7ec6\u3001\u66f4\u51c6\u786e\uff1b\u66f4\u5c11\u5e7b\u89c9\uff1b\u591a\u573a\u666f\u9002\u7528\u3002<\/p>\n<p>\u5b83\u7684\u5f3a\u5927\u80fd\u529b\u4e3a\u4f17\u591a\u5e94\u7528\u573a\u666f\u6253\u5f00\u4e86\u5927\u95e8\uff0c\u672a\u6765\u8bf8\u5982\u6570\u636e\u6807\u6ce8\u3001\u533b\u7597\u5f71\u50cf\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u9886\u57df\uff0c\u90fd\u53ef\u4ee5\u52a0\u901f\u843d\u5730\u3002<\/p>\n<p class=\"js_darkmode__96\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202504\/27\/a11c78e688ffc43a40f819b333eb547fb2f990.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>\u4f5c\u8005\u4ecb\u7ecd<\/h4>\n<p><strong>Long (Tony) Lian<\/strong><\/p>\n<p class=\"js_darkmode__101\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202504\/27\/05c0c5520ff79be9043774b910ac18d4e0c63b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Long (Tony) Lian\u76ee\u524d\u662fUC\u4f2f\u514b\u5229\u7535\u5b50\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u7814\u7a76\u751f\uff0c\u5e08\u4eceAdam Yala\u6559\u6388\u548cTrevor Darrell\u6559\u6388\u3002<\/p>\n<p>\u4ed6\u7684\u7814\u7a76\u4e3b\u8981\u805a\u7126\u4e8e\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u5f00\u53d1\u5177\u5907\u63a8\u7406\u80fd\u529b\u7684\u5927\u6a21\u578b\uff08LLM\uff09\u4e0e\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u3002<\/p>\n<p>\u6b64\u524d\uff0c\u4ed6\u66fe\u5728\u82f1\u4f1f\u8fbe\u7814\u7a76\u9662Deep Imagination Research\u56e2\u961f\u5b9e\u4e60\u3002<\/p>\n<p>Long (Tony) Lian\u672c\u79d1\u6bd5\u4e1a\u4e8eUC\u4f2f\u514b\u5229\u8ba1\u7b97\u673a\u79d1\u5b66\u4e13\u4e1a\uff0c\u5e08\u4eceStella 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