{"id":34175,"date":"2024-12-01T13:56:27","date_gmt":"2024-12-01T05:56:27","guid":{"rendered":"https:\/\/17aitech.com\/?p=34175"},"modified":"2024-12-01T13:56:27","modified_gmt":"2024-12-01T05:56:27","slug":"%e6%b6%b5%e7%9b%96%e6%96%87%e6%9c%ac%e3%80%81%e5%ae%9a%e4%bd%8d%e5%92%8c%e5%88%86%e5%89%b2%e4%bb%bb%e5%8a%a1%ef%bc%8c%e6%99%ba%e6%ba%90%e3%80%81%e6%b8%af%e4%b8%ad%e6%96%87%e8%81%94%e5%90%88%e6%8f%90","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34175","title":{"rendered":"\u6db5\u76d6\u6587\u672c\u3001\u5b9a\u4f4d\u548c\u5206\u5272\u4efb\u52a1\uff0c\u667a\u6e90\u3001\u6e2f\u4e2d\u6587\u8054\u5408\u63d0\u51fa\u9996\u4e2a\u591a\u529f\u80fd3D\u533b\u5b66\u591a\u6a21\u6001\u5927\u6a21\u578b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-21-11\" target=\"_blank\">\u6db5\u76d6\u6587\u672c\u3001\u5b9a\u4f4d\u548c\u5206\u5272\u4efb\u52a1\uff0c\u667a\u6e90\u3001\u6e2f\u4e2d\u6587\u8054\u5408\u63d0\u51fa\u9996\u4e2a\u591a\u529f\u80fd3D\u533b\u5b66\u591a\u6a21\u6001\u5927\u6a21\u578b<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-5b88adf411ecbfe559072c02e74aca13.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-5b88adf411ecbfe559072c02e74aca13.jpeg\"><\/a><\/p>\n<p>\u4f5c\u8005 | \u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u767d\u5e06<\/p>\n<p>\u7f16\u8f91 | ScienceAI<\/p>\n<p>\u8fd1\u65e5\uff0c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u548c\u667a\u6e90\u8054\u5408\u63d0\u51fa\u7684 M3D \u7cfb\u5217\u5de5\u4f5c\uff0c\u5305\u62ec M3D-Data, M3D-LaMed \u548c M3D-Bench\uff0c\u4ece\u6570\u636e\u96c6\u3001\u6a21\u578b\u548c\u6d4b\u8bc4\u5168\u65b9\u9762\u63a8\u52a8 3D \u533b\u5b66\u56fe\u50cf\u5206\u6790\u7684\u53d1\u5c55\u3002<\/p>\n<p>\uff081\uff09M3D-Data \u662f\u76ee\u524d\u6700\u5927\u7684 3D \u533b\u5b66\u56fe\u50cf\u6570\u636e\u96c6\uff0c\u5305\u62ec M3D-Cap (120K 3D \u56fe\u6587\u5bf9), M3D-VQA (510K \u95ee\u7b54\u5bf9)\uff0cM3D-Seg\uff08150K 3D Mask\uff09\uff0cM3D-RefSeg (3K \u63a8\u7406\u5206\u5272)\u5171\u56db\u4e2a\u5b50\u6570\u636e\u96c6\u3002<\/p>\n<p>\uff082\uff09M3D-LaMed \u662f\u76ee\u524d\u6700\u591a\u529f\u80fd\u7684 3D \u533b\u5b66\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u80fd\u591f\u89e3\u51b3\u6587\u672c\uff08\u75be\u75c5\u8bca\u65ad\u3001\u56fe\u50cf\u68c0\u7d22\u3001\u89c6\u89c9\u95ee\u7b54\u3001\u62a5\u544a\u751f\u6210\u7b49\uff09\uff0c\u5b9a\u4f4d\uff08\u76ee\u6807\u68c0\u6d4b\u3001\u89c6\u89c9\u5b9a\u4f4d\u7b49\uff09\u548c\u5206\u5272\uff08\u8bed\u4e49\u5206\u5272\u3001\u6307\u4ee3\u5206\u5272\u3001\u63a8\u7406\u5206\u5272\u7b49\uff09\u4e09\u7c7b\u533b\u5b66\u5206\u6790\u4efb\u52a1\u3002<\/p>\n<p>\uff083\uff09M3D-Bench \u80fd\u591f\u5168\u9762\u548c\u81ea\u52a8\u8bc4\u4f30 8 \u79cd\u4efb\u52a1\uff0c\u6db5\u76d6\u6587\u672c\u3001\u5b9a\u4f4d\u548c\u5206\u5272\u4e09\u4e2a\u65b9\u9762\uff0c\u5e76\u63d0\u4f9b\u4eba\u5de5\u6821\u9a8c\u540e\u7684\u6d4b\u8bd5\u6570\u636e\u3002<\/p>\n<p>\u6211\u4eec\u6700\u65e9\u4e8e 2024 \u5e74 4 \u6708\u53d1\u5e03\u4e86\u6570\u636e\u96c6\u3001\u6a21\u578b\u548c\u4ee3\u7801\u3002<\/p>\n<p>\u8fd1\u671f\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u66f4\u5c0f\u548c\u66f4\u5f3a\u7684 M3D-LaMed-Phi-3-4B \u6a21\u578b\uff0c\u5e76\u589e\u52a0\u4e86\u7ebf\u4e0a demo \u4f9b\u5927\u5bb6\u4f53\u9a8c\uff01<\/p>\n<p>\u6700\u65b0\u8fdb\u5c55\u8bf7\u5173\u6ce8 GitHub \u5e93\u7684\u66f4\u65b0 \uff0c\u5982\u679c\u6709\u4efb\u4f55\u7591\u95ee\u548c\u5efa\u8bae\u53ef\u4ee5\u53ca\u65f6\u8054\u7cfb\uff0c\u6b22\u8fce\u5927\u5bb6\u8ba8\u8bba\u548c\u652f\u6301\u6211\u4eec\u7684\u5de5\u4f5c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-334aac31c1b21b3d63e4e567353d7b20.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-334aac31c1b21b3d63e4e567353d7b20.png\"><\/a><\/p>\n<ul>\n<li>\u8bba\u6587\u94fe\u63a5\uff1a<em>https:\/\/arxiv.org\/abs\/2404.00578<\/em>\n<\/li>\n<li>\u4ee3\u7801\uff1a<em>https:\/\/github.com\/BAAI-DCAI\/M3D<\/em>\n<\/li>\n<li>\u6a21\u578b\uff1a<em>https:\/\/huggingface.co\/GoodBaiBai88\/M3D-LaMed-Phi-3-4B<\/em>\n<\/li>\n<li>\u6570\u636e\u96c6\uff1a<em>https:\/\/github.com\/BAAI-DCAI\/M3D?tab=readme-ov-file#data<\/em>\n<\/li>\n<li>\u7ebf\u4e0a Demo\uff1a<em>https:\/\/baai.rpailab.xyz\/<\/em>\n<\/li>\n<\/ul>\n<p><strong>\u6211\u4eec\u80fd\u4e3a\u533b\u5b66\u56fe\u50cf\u76f8\u5173\u7814\u7a76\u8005\u63d0\u4f9b\u4ec0\u4e48\uff1f<\/strong><\/p>\n<ol>\n<li>M3D-Data, \u6700\u5927\u7684 3D \u533b\u5b66\u591a\u6a21\u6001\u6570\u636e\u96c6\uff1b<\/li>\n<li>M3D-Seg\uff0c\u6574\u5408\u4e86\u51e0\u4e4e\u6240\u6709\u5f00\u6e90 3D \u533b\u5b66\u5206\u5272\u6570\u636e\u96c6\uff0c\u5171\u8ba1 25 \u4e2a\uff1b<\/li>\n<li>M3D-LaMed, \u652f\u6301\u6587\u672c\u3001\u5b9a\u4f4d\u548c\u5206\u5272\u7684\u6700\u591a\u529f\u80fd\u7684 3D \u533b\u5b66\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u63d0\u4f9b\u4e86\u7b80\u6d01\u6e05\u6670\u7684\u4ee3\u7801\u6846\u67b6\uff0c\u7814\u7a76\u8005\u53ef\u4ee5\u8f7b\u6613\u9b54\u6539\u6bcf\u4e2a\u6a21\u5757\u7684\u8bbe\u7f6e\uff1b<\/li>\n<li>M3D-CLIP\uff0c\u57fa\u4e8e M3D-Cap 3D \u56fe\u6587\u5bf9\uff0c\u6211\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a\u56fe\u6587\u5bf9\u6bd4\u5b66\u4e60\u7684 M3D-CLIP \u6a21\u578b\uff0c\u5171\u63d0\u4f9b\u5176\u4e2d\u7684\u89c6\u89c9\u9884\u8bad\u7ec3\u6743\u91cd 3DViT\uff1b<\/li>\n<li>M3D-Bench\uff0c\u5168\u9762\u548c\u6e05\u6670\u7684\u6d4b\u8bc4\u65b9\u6848\u548c\u4ee3\u7801\u3002<\/li>\n<li>\u672c\u6587\u6d89\u53ca\u7684\u6240\u6709\u8d44\u6e90\u5168\u90e8\u5f00\u653e\uff0c\u5e0c\u671b\u80fd\u5e2e\u52a9\u7814\u7a76\u8005\u5171\u540c\u63a8\u8fdb 3D \u533b\u5b66\u56fe\u50cf\u5206\u6790\u7684\u53d1\u5c55\u3002<\/li>\n<\/ol>\n<section><span data-cover=\"http%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FXLCp9HBkwLkzPlJGy4H3hdnQib5A3T8WM9GSXXt8FWadD5iay2wibC4QXibcSWnOFNbKyniclroh2ZY7eK9djHeAexw%2F0%3Fwx_fmt%3Djpeg\" data-mpvid=\"wxv_3511119931033042948\" data-ratio=\"1.7777777777777777\" data-src=\"https:\/\/mp.weixin.qq.com\/mp\/readtemplate?t=pages\/video_player_tmpl&amp;auto=0&amp;vid=wxv_3511119931033042948\" data-vh=\"344.8125\" data-vidtype=\"2\" data-vw=\"613\" data-w=\"1920\"><\/p>\n<div data-key=\"wxv_3511119931033042948\">\n<div data-v-67bc9be3=\"\">\n<div data-v-054d777f=\"\" data-v-67bc9be3=\"\">\n<div data-v-054d777f=\"\">\n<p data-v-054d777f=\"\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1d0bb71a853fdb8d8457f8a38e7bf791.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1d0bb71a853fdb8d8457f8a38e7bf791.png\"><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/span><\/section>\n<p>\u7ebf\u4e0aDemo\u89c6\u9891\u3002<\/p>\n<p>\u533b\u5b66\u56fe\u50cf\u5206\u6790\u5bf9\u4e34\u5e8a\u8bca\u65ad\u548c\u6cbb\u7597\u81f3\u5173\u91cd\u8981\uff0c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b (MLLM) \u5bf9\u6b64\u7684\u652f\u6301\u65e5\u76ca\u589e\u591a\u3002\u7136\u800c\uff0c\u5148\u524d\u7684\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728 2D \u533b\u5b66\u56fe\u50cf\u4e0a\uff0c\u5c3d\u7ba1 3D \u56fe\u50cf\u5177\u6709\u66f4\u4e30\u5bcc\u7684\u7a7a\u95f4\u4fe1\u606f\uff0c\u4f46\u5bf9\u5176\u7684\u7814\u7a76\u548c\u63a2\u7d22\u8fd8\u4e0d\u591f\u3002<\/p>\n<p>\u672c\u6587\u65e8\u5728\u5229\u7528 MLLM \u63a8\u8fdb 3D \u533b\u5b66\u56fe\u50cf\u5206\u6790\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u5927\u89c4\u6a21 3D \u591a\u6a21\u6001\u533b\u5b66\u6570\u636e\u96c6 M3D-Data\uff0c\u5176\u4e2d\u5305\u542b 120K \u4e2a\u56fe\u50cf-\u6587\u672c\u5bf9\u548c 662K \u4e2a\u6307\u4ee4-\u54cd\u5e94\u5bf9\uff0c\u4e13\u95e8\u9488\u5bf9\u5404\u79cd 3D \u533b\u5b66\u4efb\u52a1\u91cf\u8eab\u5b9a\u5236\uff0c\u4f8b\u5982\u56fe\u6587\u68c0\u7d22\u3001\u62a5\u544a\u751f\u6210\u3001\u89c6\u89c9\u95ee\u7b54\u3001\u5b9a\u4f4d\u548c\u5206\u5272\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 M3D-LaMed\uff0c\u8fd9\u662f\u4e00\u79cd\u7528\u4e8e 3D \u533b\u5b66\u56fe\u50cf\u5206\u6790\u7684\u591a\u529f\u80fd\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p>\u6211\u4eec\u8fd8\u5f15\u5165\u4e86\u4e00\u4e2a\u65b0\u7684 3D \u591a\u6a21\u6001\u533b\u5b66\u57fa\u51c6 M3D-Bench\uff0c\u5b83\u6709\u52a9\u4e8e\u5728\u516b\u4e2a\u4efb\u52a1\u4e2d\u8fdb\u884c\u81ea\u52a8\u8bc4\u4f30\u3002\u901a\u8fc7\u7efc\u5408\u8bc4\u4f30\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u88ab\u8bc1\u660e\u662f\u4e00\u79cd\u7a33\u5065\u7684 3D \u533b\u5b66\u56fe\u50cf\u5206\u6790\u6a21\u578b\uff0c\u5176\u8868\u73b0\u4f18\u4e8e\u73b0\u6709\u89e3\u51b3\u65b9\u6848\u3002\u6240\u6709\u4ee3\u7801\u3001\u6570\u636e\u548c\u6a21\u578b\u5747\u53ef\u5728\u4ee5\u4e0b\u7f51\u5740\u516c\u5f00\u83b7\u53d6\u3002<\/p>\n<p><strong>\u6570\u636e\u96c6<\/strong><\/p>\n<p>M3D-Data \u5171\u5305\u62ec4\u4e2a\u5b50\u6570\u636e\u96c6\uff0c\u5206\u522b\u4e3aM3D-Cap\uff08\u56fe\u6587\u5bf9\uff09, M3D-VQA\uff08\u89c6\u89c9\u95ee\u7b54\u5bf9\uff09, M3D-RefSeg\uff08\u63a8\u7406\u5206\u5272\uff09\u548c M3D-Seg\uff08\u6574\u5408 25 \u4e2a 3D \u5206\u5272\u6570\u636e\u96c6\uff09\u3002<\/p>\n<figure data-size=\"normal\">\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-ee02e524e2fccde62d6d0ad3a200639f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-ee02e524e2fccde62d6d0ad3a200639f.png\"><\/a><\/p>\n<p>\u6570\u636e\u96c6\u7edf\u8ba1\u60c5\u51b5\u3002<\/p>\n<\/figure>\n<figure data-size=\"normal\">\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-239ed8ace461c7978ae31b2db46f4ece.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-239ed8ace461c7978ae31b2db46f4ece.png\"><\/a><\/p>\n<p>M3D-VQA \u6570\u636e\u96c6\u5206\u5e03\u3002\u5176\u4e2d\u95ee\u9898\u7c7b\u578b\u4e3b\u8981\u5305\u62ec\u5e73\u9762\u3001\u671f\u76f8\u3001\u5668\u5b98\u3001\u5f02\u5e38\u548c\u5b9a\u4f4d\u4e94\u7c7b\u5e38\u89c1\u76843D\u56fe\u50cf\u95ee\u9898\u3002<\/p>\n<p>\u6211\u4eec\u6574\u5408\u4e86\u51e0\u4e4e\u6240\u6709\u5f00\u6e90\u7684 3D \u533b\u5b66\u5206\u5272\u6570\u636e\u96c6\uff0c\u7ec4\u6210\u4e86 M3D-Seg\uff0c\u5171\u8ba1 25 \u4e2a\u3002\u6570\u636e\u96c6\u53ef\u4ee5\u88ab\u7528\u6765\u505a\u8bed\u4e49\u5206\u5272\u3001\u63a8\u7406\u5206\u5272\u3001\u6307\u4ee3\u5206\u5272\u548c\u76f8\u5e94\u7684\u68c0\u6d4b\u5b9a\u4f4d\u4efb\u52a1\u3002<\/p>\n<\/figure>\n<figure data-size=\"normal\">\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f42558e7453d18fb6b224bd0918d318e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f42558e7453d18fb6b224bd0918d318e.png\"><\/a><\/p>\n<p>M3D-Seg\u3002<\/p>\n<\/figure>\n<p><strong>\u6a21\u578b<\/strong><\/p>\n<p>M3D-LaMed \u6a21\u578b\u7ed3\u6784\u5982\u4e0b\u56fe\u6240\u793a\u3002\uff08a\uff093D \u56fe\u50cf\u7f16\u7801\u5668\u901a\u8fc7\u8de8\u6a21\u6001\u5bf9\u6bd4\u5b66\u4e60\u635f\u5931\u7531\u56fe\u6587\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u53ef\u76f4\u63a5\u5e94\u7528\u4e8e\u56fe\u6587\u68c0\u7d22\u4efb\u52a1\u3002\uff08b\uff09\u5728 M3D-LaMed \u6a21\u578b\u4e2d\uff0c3D \u533b\u5b66\u56fe\u50cf\u88ab\u8f93\u5165\u5230\u9884\u5148\u8bad\u7ec3\u7684 3D \u56fe\u50cf\u7f16\u7801\u5668\u548c\u9ad8\u6548\u7684 3D \u7a7a\u95f4\u6c60\u5316\u611f\u77e5\u5668\u4e2d\uff0c\u5e76\u5c06\u89c6\u89c9 token \u63d2\u5165 LLM\uff0c\u8f93\u51fa\u7684 [SEG] \u4f5c\u4e3a prompt \u9a71\u52a8\u5206\u5272\u6a21\u5757\u3002<\/p>\n<figure data-size=\"normal\">\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-8f693f5c366e9c7aba8d10390a50901a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-8f693f5c366e9c7aba8d10390a50901a.png\"><\/a><\/p>\n<p>M3D-LaMed \u6a21\u578b\u7ed3\u6784\u3002<\/p>\n<\/figure>\n<p><strong>\u5b9e\u9a8c<\/strong><\/p>\n<p><strong>\u56fe\u6587\u68c0\u7d22<\/strong><\/p>\n<p>\u5728 3D \u56fe\u6587\u68c0\u7d22\u4e2d\uff0c\u6a21\u578b\u65e8\u5728\u6839\u636e\u76f8\u4f3c\u6027\u4ece\u6570\u636e\u96c6\u4e2d\u5339\u914d\u56fe\u50cf\u548c\u6587\u672c\uff0c\u901a\u5e38\u6d89\u53ca\u4e24\u4e2a\u4efb\u52a1\uff1a\u6587\u672c\u5230\u56fe\u50cf\u68c0\u7d22 (TR) \u548c\u56fe\u50cf\u5230\u6587\u672c\u68c0\u7d22 (IR)\u3002<\/p>\n<figure data-size=\"normal\">\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-5210a80a9d1ff9604f2c31e4864e86dd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-5210a80a9d1ff9604f2c31e4864e86dd.png\"><\/a><\/p>\n<p>\u7531\u4e8e\u7f3a\u4e4f\u5408\u9002\u7684\u65b9\u6cd5\uff0c\u6211\u4eec\u5c06 2D \u533b\u5b66\u7684\u4ee3\u8868\u6a21\u578b PMC-CLIP \u5e94\u7528\u4e8e 3D \u56fe\u6587\u68c0\u7d22\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u7531\u4e8e\u7f3a\u4e4f\u7a7a\u95f4\u4fe1\u606f\uff0c\u51e0\u4e4e\u65e0\u6cd5\u548c 3D \u56fe\u6587\u68c0\u7d22\u6a21\u578b\u5bf9\u6bd4\u3002<\/p>\n<\/figure>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-abeb89566a12e2c186738556ce6627fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-abeb89566a12e2c186738556ce6627fc.png\"><\/a><\/p>\n<p><strong>\u62a5\u544a\u751f\u6210<\/strong><\/p>\n<p>\u5728\u62a5\u544a\u751f\u6210\u4e2d\uff0c\u8be5\u6a21\u578b\u6839\u636e\u4ece 3D \u533b\u5b66\u56fe\u50cf\u4e2d\u63d0\u53d6\u7684\u4fe1\u606f\u751f\u6210\u6587\u672c\u62a5\u544a\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-b5ae34311c2bc6e11f652713a7a9d626.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-b5ae34311c2bc6e11f652713a7a9d626.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-2eb97066a8d5816f21d6c6c7da99e665.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-2eb97066a8d5816f21d6c6c7da99e665.png\"><\/a><\/p>\n<p><strong>\u5c01\u95ed\u5f0f\u89c6\u89c9\u95ee\u7b54<\/strong><\/p>\n<p>\u5728\u5c01\u95ed\u5f0f\u89c6\u89c9\u95ee\u7b54\u4e2d\uff0c\u9700\u8981\u4e3a\u6a21\u578b\u63d0\u4f9b\u5c01\u95ed\u7684\u7b54\u6848\u5019\u9009\uff0c\u4f8b\u5982 A,B,C,D\uff0c\u8981\u6c42\u6a21\u578b\u4ece\u5019\u9009\u4e2d\u9009\u51fa\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3d35541aa36292eea39007f1fdb35015.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3d35541aa36292eea39007f1fdb35015.png\"><\/a><\/p>\n<figure data-size=\"normal\">\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-785c535a89db34bfed7b05d3dcf8d120.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-785c535a89db34bfed7b05d3dcf8d120.png\"><\/a><\/p>\n<p>\u6211\u4eec\u53d1\u73b0\u5728\u533b\u5b66\u9886\u57df M3D-LaMed \u8d85\u8fc7\u901a\u7528\u7684 GPT-4V\u3002<\/p>\n<\/figure>\n<p><strong>\u5f00\u653e\u5f0f\u89c6\u89c9\u95ee\u7b54<\/strong><\/p>\n<p>\u5728\u5f00\u653e\u5f0f\u89c6\u89c9\u95ee\u7b54\u4e2d\uff0c\u6a21\u578b\u751f\u6210\u5f00\u653e\u5f0f\u7684\u7b54\u6848\uff0c\u4e0d\u5b58\u5728\u4efb\u4f55\u7b54\u6848\u63d0\u793a\u548c\u5019\u9009\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e0fdb8fa132487aee23cc267c4eb1534.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e0fdb8fa132487aee23cc267c4eb1534.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-554f5bcb20eaf75e5dd6eb25de219c47.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-554f5bcb20eaf75e5dd6eb25de219c47.png\"><\/a><\/p>\n<figure data-size=\"normal\">\n<p>\u6211\u4eec\u53d1\u73b0\u5728\u533b\u5b66\u9886\u57df M3D-LaMed \u8d85\u8fc7\u901a\u7528\u7684 GPT-4V\u3002\u4e0d\u8fc7\u9700\u6ce8\u610f\u76ee\u524dGPT-4V \u9650\u5236\u4e86\u533b\u7597\u76f8\u5173\u95ee\u9898\u7684\u56de\u7b54\u3002<\/p>\n<\/figure>\n<p><strong>\u5b9a\u4f4d<\/strong><\/p>\n<p>\u5b9a\u4f4d\u5728\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\u4e2d\u81f3\u5173\u91cd\u8981\uff0c\u5c24\u5176\u662f\u6d89\u53ca\u8f93\u5165\u548c\u8f93\u51fa\u6846\u7684\u4efb\u52a1\u3002\u5728\u8f93\u51fa\u6846\u7684\u4efb\u52a1\uff0c\u5982\u6307\u4ee3\u8868\u8fbe\u7406\u89e3 (REC) \uff0c\u65e8\u5728\u6839\u636e\u6307\u4ee3\u8868\u8fbe\u5728\u56fe\u50cf\u4e2d\u5b9a\u4f4d\u76ee\u6807\u5bf9\u8c61\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5728\u8f93\u5165\u6846\u7684\u4efb\u52a1\uff0c\u5982\u6307\u4ee3\u8868\u8fbe\u751f\u6210 (REG) \uff0c\u8981\u6c42\u6a21\u578b\u6839\u636e\u56fe\u50cf\u548c\u4f4d\u7f6e\u6846\u751f\u6210\u7279\u5b9a\u533a\u57df\u7684\u63cf\u8ff0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f13abb8804396d7d164bc44d50bff471.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f13abb8804396d7d164bc44d50bff471.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-fa262fd8fb52f9baba7eabce14e46180.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-fa262fd8fb52f9baba7eabce14e46180.png\"><\/a><\/p>\n<p><\/p>\n<p><strong>\u5206\u5272<\/strong><\/p>\n<p>\u5206\u5272\u4efb\u52a1\u5728 3D \u533b\u5b66\u56fe\u50cf\u5206\u6790\u4e2d\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u5177\u6709\u8bc6\u522b\u548c\u5b9a\u4f4d\u529f\u80fd\u3002\u4e3a\u4e86\u89e3\u51b3\u5404\u79cd\u6587\u672c\u63d0\u793a\uff0c\u5206\u5272\u5206\u4e3a\u8bed\u4e49\u5206\u5272\u548c\u6307\u4ee3\u8868\u8fbe\u5206\u5272\u3002\u5bf9\u4e8e\u8bed\u4e49\u5206\u5272\uff0c\u8be5\u6a21\u578b\u6839\u636e\u8bed\u4e49\u6807\u7b7e\u751f\u6210\u5206\u5272\u63a9\u7801\u3002\u6307\u4ee3\u8868\u8fbe\u5206\u5272\u9700\u8981\u6839\u636e\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u63cf\u8ff0\u8fdb\u884c\u76ee\u6807\u5206\u5272\uff0c\u9700\u8981\u6a21\u578b\u5177\u6709\u4e00\u5b9a\u7684\u7406\u89e3\u548c\u63a8\u7406\u7684\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1b13658038aa16c92ef793462093b920.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1b13658038aa16c92ef793462093b920.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-8be29652af48d657256624d535156fc9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-8be29652af48d657256624d535156fc9.png\"><\/a><\/p>\n<p><strong>\u5206\u5e03\u5916 (OOD) \u95ee\u9898\u7684\u6848\u4f8b\u7814\u7a76<\/strong><\/p>\n<p>\u6211\u4eec\u5728 OOD \u5bf9\u8bdd\u4e2d\u6d4b\u8bd5\u4e86 M3D-LaMed \u6a21\u578b\uff0c\u8fd9\u610f\u5473\u7740\u6240\u6709\u95ee\u9898\u90fd\u4e0e\u6211\u4eec\u7684\u8bad\u7ec3\u6570\u636e\u4e0d\u76f8\u5173\u3002\u6211\u4eec\u53d1\u73b0 M3D-LaMed \u5177\u6709\u5f88\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u53ef\u4ee5\u5bf9 OOD \u95ee\u9898\u4ea7\u751f\u5408\u7406\u7684\u7b54\u6848\uff0c\u800c\u4e0d\u662f\u80e1\u8a00\u4e71\u8bed\u3002\u5728\u6bcf\u7ec4\u5bf9\u8bdd\u4e2d\uff0c\u5de6\u4fa7\u7684\u5934\u50cf\u548c\u95ee\u9898\u6765\u81ea\u7528\u6237\uff0c\u53f3\u4fa7\u7684\u5934\u50cf\u548c\u7b54\u6848\u6765\u81ea M3D-LaMed\u3002<\/p>\n<figure data-size=\"normal\">\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-68fe6bd044a78c5152763e6df6d8c149.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-68fe6bd044a78c5152763e6df6d8c149.png\"><\/a><\/p>\n<p>\u6a21\u578b\u5177\u6709\u5f88\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<\/figure>\n<p>\u6211\u4eec\u6700\u65b0\u8bad\u7ec3\u7684\u66f4\u5c0f\u7684 M3D-LaMed-Phi-3-4B \u6a21\u578b\u5177\u6709\u66f4\u597d\u7684\u8868\u73b0\uff0c\u6b22\u8fce\u5927\u5bb6\u4f7f\u7528\uff01<em>GoodBaiBai88\/M3D-LaMed-Phi-3-4B \u00b7\u00a0Hugging Face<\/em><\/p>\n<figure data-size=\"normal\">\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-90a592f23b1abb807b32b605e7ff2ea2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-90a592f23b1abb807b32b605e7ff2ea2.png\"><\/a><\/p>\n<p>\u62a5\u544a\u751f\u6210\u6d4b\u8bc4\u7ed3\u679c<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-71b280066bf2053e69b54dea685472d1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-71b280066bf2053e69b54dea685472d1.png\"><\/a><\/p>\n<\/figure>\n<figure data-size=\"normal\">\n<p>\u5c01\u95ed\u5f0f VQA \u6d4b\u8bc4\u7ed3\u679c<\/p>\n<\/figure>\n<figure data-size=\"normal\">\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a01afcaaedfb5dfb2880250a326b98ba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a01afcaaedfb5dfb2880250a326b98ba.png\"><\/a><\/p>\n<p>\u5728 TotalSegmentator \u4e0a\u6d4b\u8bc4\u7684\u8bed\u4e49\u5206\u5272 Dice \u7ed3\u679c<\/p>\n<\/figure>\n<p><strong>\u603b\u7ed3<\/strong><\/p>\n<p>\u6211\u4eec M3D \u7cfb\u5217\u7814\u7a76\u4fc3\u8fdb\u4e86\u4f7f\u7528 MLLM \u8fdb\u884c 3D \u533b\u5b66\u56fe\u50cf\u5206\u6790\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u5927\u89c4\u6a21 3D \u591a\u6a21\u6001\u533b\u5b66\u6570\u636e\u96c6 M3D-Data\uff0c\u5176\u4e2d\u5305\u542b 120K 3D \u56fe\u50cf\u6587\u672c\u5bf9\u548c 662K \u6307\u4ee4\u54cd\u5e94\u5bf9\uff0c\u4e13\u4e3a 3D \u533b\u5b66\u4efb\u52a1\u91cf\u8eab\u5b9a\u5236\u3002\u6b64\u5916\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 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