{"id":14841,"date":"2023-09-28T11:38:31","date_gmt":"2023-09-28T03:38:31","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=14841"},"modified":"2023-09-28T11:41:38","modified_gmt":"2023-09-28T03:41:38","slug":"%e9%a9%ac%e6%af%85%e5%9b%a2%e9%98%9f%e6%96%b0%e4%bd%9c%ef%bc%81%e5%be%ae%e8%b0%83%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%bc%9a%e3%80%8c%e7%81%be%e9%9a%be%e6%80%a7%e9%81%97%e5%bf%98","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/09\/28\/14841\/","title":{"rendered":"\u9a6c\u6bc5\u56e2\u961f\u65b0\u4f5c\uff01\u5fae\u8c03\u591a\u6a21\u6001\u5927\u6a21\u578b\u4f1a\u300c\u707e\u96be\u6027\u9057\u5fd8\u300d\uff0c\u8ba9\u6027\u80fd\u5927\u51cf"},"content":{"rendered":"<div class=\"article-desc\">\u9a6c\u6bc5\u6559\u6388\u56e2\u961f\u6700\u65b0\u7814\u7a76\u8868\u660e\uff0c\u5fae\u8c03\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u5c06\u4f1a\u5bfc\u81f4\u707e\u96be\u6027\u9057\u5fd8\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-0719ea8d=\"\" data-element=\"root\">\n<p>\u6a21\u578b\u707e\u96be\u6027\u9057\u5fd8\uff0c\u6210\u4e3a\u5f53\u524d\u4e00\u4e2a\u5173\u952e\u70ed\u95e8\u8bdd\u9898\uff0c\u751a\u81f3\u8fdeGPT-4\u4e5f\u65e0\u6cd5\u907f\u514d\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u6765\u81eaUC\u4f2f\u514b\u5229\u3001NYU\u7b49\u673a\u6784\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u5fae\u8c03\u540e\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u4f1a\u4ea7\u751f\u707e\u96be\u6027\u9057\u5fd8\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14888\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/35ae3c688a582945bc1069c871d49069aa9edf-300x91-1-1-1.png\" width=\"300\" height=\"91\" alt=\"\" \/><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2309.10313<\/p>\n<p>\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u5f15\u5165\u4e86\u9996\u4e2a\u7814\u7a76MLLM\u707e\u96be\u6027\u9057\u5fd8\u7684\u8bc4\u4f30\u6846\u67b6\u2014\u2014EMT\uff08Evaluating MulTimodality\uff09\u3002\uff08\u8001\u4e8c\u6b21\u5143\u7684\u57fa\u56e0\u52a8\u4e86\uff09<\/p>\n<p>\u5728\u591a\u4e2a\u57fa\u51c6\u4e0a\u8bc4\u4f304\u4e2a\u6a21\u578b\u540e\uff0c\u53d1\u73b0\u591a\u6570\u6a21\u578b\u65e0\u6cd5\u4fdd\u6301\u4e0e\u5176\u57fa\u7840\u89c6\u89c9\u7f16\u7801\u5668\uff08CLIP\uff09\u76f8\u4f3c\u7684\u5206\u7c7b\u6027\u80fd\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u5728\u4e00\u4e2a\u6570\u636e\u96c6\u4e0a\u5bf9LLaVA\u8fdb\u884c\u5fae\u8c03\u4f1a\u5bfc\u81f4\u5728\u5176\u4ed6\u6570\u636e\u96c6\u4e0a\u51fa\u73b0\u707e\u96be\u6027\u9057\u5fd8\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14889\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/35ae3c688a582945bc1069c871d49069aa9edf-2-1-1.png\" width=\"1080\" height=\"328\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/35ae3c688a582945bc1069c871d49069aa9edf-2-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/35ae3c688a582945bc1069c871d49069aa9edf-2-1-1-300x91.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/35ae3c688a582945bc1069c871d49069aa9edf-2-1-1-1024x311.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/35ae3c688a582945bc1069c871d49069aa9edf-2-1-1-768x233.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>MLLM\u7684EMT\u8bc4\u4f30\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<p>\u901a\u8fc7 (1) 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srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/a1e98d0571e2b5aa93258926c6e33484045447-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/a1e98d0571e2b5aa93258926c6e33484045447-1-1-300x121.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/a1e98d0571e2b5aa93258926c6e33484045447-1-1-1024x414.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/a1e98d0571e2b5aa93258926c6e33484045447-1-1-768x311.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e00\u8d77\u6765\u770b\u770b\u7a76\u7adf\u600e\u4e48\u56de\u4e8b\uff1f<\/p>\n<h4>\u5fae\u8c03\u540e\uff0c\u5927\u6a21\u578b\u5fd8\u6027\u66f4\u4e25\u91cd\u4e86<\/h4>\n<p>GPT-4\u4e4b\u540e\uff0c\u4e00\u7cfb\u5217\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u7684\u7814\u7a76\u55b7\u6d8c\u800c\u51fa\u3002<\/p>\n<p>\u4e1a\u754c\u5e38\u7528\u7684\u505a\u6cd5\u662f\u5c06\u9884\u8bad\u7ec3\u7684\u89c6\u89c9\u7f16\u7801\u5668\u4e0e\u5f00\u6e90LLM\u96c6\u6210\uff0c\u4ee5\u53ca\u5bf9\u751f\u6210\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u6307\u4ee4\u8c03\u4f18\u3002<\/p>\n<p>\u867d\u7136\u8bb8\u591a\u7ecf\u8fc7\u5fae\u8c03\u7684MLLM\u5728\u901a\u7528\u89c6\u89c9\u8bed\u8a00\u7406\u89e3\u65b9\u9762\uff0c\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u80fd\u529b\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u4ecd\u7136\u906d\u53d7\u707e\u96be\u6027\u9057\u5fd8\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u6a21\u578b\u5f80\u5f80\u4f1a\u8fc7\u5ea6\u62df\u5408\u5fae\u8c03\u6570\u636e\u96c6\uff0c\u4ece\u800c\u5bfc\u81f4\u9884\u8bad\u7ec3\u4efb\u52a1\u7684\u6027\u80fd\u4e0b\u964d\u3002<\/p>\n<p>\u56fe\u50cf\u5206\u7c7b\u4e2d\u7684\u707e\u96be\u6027\u9057\u5fd8\uff0c\u5df2\u5728CV\u548cML\u9886\u57df\u4e2d\u6709\u7740\u5e7f\u6cdb\u7684\u7814\u7a76\u3002<\/p>\n<p>\u7136\u800c\uff0cMLLM\u7684\u6700\u65b0\u53d1\u5c55\u4e3b\u8981\u96c6\u4e2d\u5728\uff0c\u521b\u5efa\u7528\u4e8e\u89c6\u89c9\u95ee\u7b54\u591a\u6a21\u6001\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u6ca1\u6709\u8bc4\u4f30\u5176\u57fa\u672c\u56fe\u50cf\u5206\u7c7b\u80fd\u529b\uff0c\u66f4\u4e0d\u7528\u8bf4\u63a2\u7d22MLLM\u4e2d\u7684\u707e\u96be\u6027\u9057\u5fd8\u4e86\u3002<\/p>\n<p>\u8bdd\u867d\u5982\u6b64\uff0c\u5148\u524d\u7684MLLM\u8bc4\u4f30\u6846\u67b6\u4e3b\u8981\u4fa7\u91cd\u4e8e\u8bc4\u4f30\u300c\u8ba4\u77e5\u63a8\u7406\u80fd\u529b\u300d\u6216\u300c\u5e7b\u89c9\u300d\uff0c\u800c\u5ffd\u7565\u4e86\u7814\u7a76\u5982\u4f55\u5728MLLM\u4e2d\u707e\u96be\u6027\u9057\u5fd8\u7684\u5fc5\u8981\u6027\u3002<\/p>\n<p>\u603b\u800c\u8a00\u4e4b\uff0c\u6700\u65b0\u7814\u7a76\u505a\u51fa\u4e862\u4e2a\u5173\u952e\u8d21\u732e\uff1a<\/p>\n<p>&#8211; \u63d0\u51fa\u4e86EMT\uff0c\u4e00\u4e2a\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u8bc4\u4f30MLLM\u4e2d\u707e\u96be\u6027\u9057\u5fd8\u73b0\u8c61\u7684\u8bc4\u4f30\u6846\u67b6\u3002<\/p>\n<p>\u636e\u7814\u7a76\u4eba\u5458\u6240\u77e5\uff0c\u5b83\u662f\u7b2c\u4e00\u4e2a\u901a\u8fc7\u5206\u7c7b\u7814\u7a76MLLM\u707e\u96be\u6027\u9057\u5fd8\u7684\u8bc4\u4f30\u6846\u67b6\u3002\u901a\u8fc7EMT\uff0c\u7814\u7a76\u56e2\u961f\u53d1\u73b0\u51e0\u4e4e\u6240\u6709\u6d4b\u8bd5\u7684\u6a21\u578b\u90fd\u65e0\u6cd5\u4fdd\u7559\u5176\u89c6\u89c9\u7f16\u7801\u5668\u7684\u5206\u7c7b\u6027\u80fd\u3002<\/p>\n<p>&#8211; \u5bf9LLaVA\u8fdb\u884c\u4e86\u5fae\u8c03\u5b9e\u9a8c\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u9002\u5ea6\u7684\u5fae\u8c03\u5bf9\u4e8e\u975e\u5fae\u8c03\u4efb\u52a1\u662f\u6709\u5229\u7684\uff0c\u4f46\u8fc7\u5ea6\u7684\u5fae\u8c03\u6700\u7ec8\u4f1a\u5bfc\u81f4\u8fd9\u4e9b\u4efb\u52a1\u4e2d\u7684\u707e\u96be\u6027\u9057\u5fd8\u3002<\/p>\n<h4>EMT\uff1a\u8bc4\u4f30\u5f00\u6e90\u591a\u6a21\u6001\u5927\u6a21\u578b<\/h4>\n<p>\u5177\u4f53\u6765\u8bb2\uff0cEMT\u7684\u5de5\u4f5c\u539f\u7406\u5982\u4e0b\uff1a<\/p>\n<p>(1) \u9996\u5148\u8f93\u5165\u6765\u81ea\u5206\u7c7b\u4efb\u52a1\u7684\u56fe\u50cf\uff1b<\/p>\n<p>(2) \u7136\u540e\uff0c\u6839\u636e\u6bcf\u4e2a\u6570\u636e\u96c6\uff0c\u8981\u6c42\u6d4b\u8bd5MLLM\u5bf9\u8f93\u5165\u56fe\u50cf\u8fdb\u884c\u5206\u7c7b\uff0c\u5e76\u901a\u8fc7\u63d0\u4f9b\u7684\u63d0\u793a\u6536\u96c6\u5176\u8f93\u51fa\uff1b<\/p>\n<p>(3) \u63a5\u4e0b\u6765\uff0c\u7531\u4e8eMLLM\u7684\u8f93\u51fa\u53ef\u80fd\u4e0d\u9075\u5faa\u7279\u5b9a\u683c\u5f0f\uff0c\u56e0\u6b64\u7814\u7a76\u4eba\u5458\u7528GPT-3.5\u6765\u8bc4\u4f30\u5206\u7c7b\u7cbe\u5ea6\uff1b<\/p>\n<p>(4) \u6700\u540e\uff0c\u8f93\u51fa\u6d4b\u8bd5MLLM\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u7684\u9884\u6d4b\u7cbe\u5ea6<\/p>\n<p><strong>\u5f00\u6e90MLLM\u707e\u96be\u6027\u9057\u5fd8<\/strong><\/p>\n<p>\u7814\u7a76\u4eba\u5458\u9996\u5148\u7528EMT\u6765\u8bc4\u4f30\u56db\u4e2a\u6a21\u578b\uff1aLLaVA\u3001Otter\u3001LENS\u548cInstructBLIP\u3002<\/p>\n<p>\u5b83\u4eec\u5728MNIST\u3001CIFAR10\u3001CIFAR100\u548cminiImageNet\u4e0a\u7684\u5206\u7c7b\u51c6\u786e\u7387\u4ecb\u7ecd\u5982\u4e0b\u3002\u7814\u7a76\u56e2\u961f\u6309\u57fa\u672cViTCLIP\u6a21\u578b\u5bf9\u6240\u5c55\u793a\u7684\u5f84\u5411\u56fe\u8fdb\u884c\u4e86\u533a\u5206\u3002<\/p>\n<p>\u5c3d\u7ba1\u5927\u591a\u6570\u6d4b\u8bd5\u7684MLLM\u65e0\u6cd5\u83b7\u5f97\u4e0e\u5176\u57fa\u7840\u89c6\u89c9\u7f16\u7801\u5668\u76f8\u4f3c\u7684\u6027\u80fd\uff0c\u4f46\u4ecd\u6709\u51e0\u5904\u503c\u5f97\u6ce8\u610f\uff1a<\/p>\n<p>&#8211; InstructBLIP-7b\u662f\u552f\u4e00\u7684\u4f8b\u5916\uff0c\u5176\u6027\u80fd\u4f18\u4e8e\u89c6\u89c9\u7f16\u7801\u5668<\/p>\n<p>&#8211; \u5728\u6240\u6709\u6d4b\u8bd5\u6a21\u578b\u4e2d\uff0cLENS\u7684\u6574\u4f53\u5206\u7c7b\u6027\u80fd\u6700\u5dee<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14891\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/72d09bb24ccfdfccbdd00446bdd74f47134c24-1-1.png\" width=\"1080\" height=\"398\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/72d09bb24ccfdfccbdd00446bdd74f47134c24-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/72d09bb24ccfdfccbdd00446bdd74f47134c24-1-1-300x111.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/72d09bb24ccfdfccbdd00446bdd74f47134c24-1-1-1024x377.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/72d09bb24ccfdfccbdd00446bdd74f47134c24-1-1-768x283.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e0d\u540cMLLM\u5728MNIST\u3001CIFAR-10\u3001CIFAR-100\u548cminiImagenet\u4e0a\u7684EMT\u8bc4\u4f30\u7cbe\u5ea6<\/p>\n<h4>\u68c0\u9a8c\u9884\u6d4b\u7ed3\u679c<\/h4>\n<p>\u7814\u7a76\u4eba\u5458\u5bf9\u4e0d\u540c\u6a21\u578b\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u7684\u8f93\u51fa\u7ed3\u679c\u8fdb\u884c\u4e86\u5206\u6790\uff0c\u5e76\u627e\u51fa\u4e86\u5f71\u54cd\u5206\u7c7b\u51c6\u786e\u6027\u7684\u4e09\u5927\u56e0\u7d20\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14892\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/070b00e220698836a20947a8272e96c3f2bf4f-1-1.png\" width=\"1080\" height=\"281\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/070b00e220698836a20947a8272e96c3f2bf4f-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/070b00e220698836a20947a8272e96c3f2bf4f-1-1-300x78.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/070b00e220698836a20947a8272e96c3f2bf4f-1-1-1024x266.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/070b00e220698836a20947a8272e96c3f2bf4f-1-1-768x200.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&#8211; \u9519\u8bef\u9884\u6d4b\uff1a\u4e0e\u5176\u4ed6\u5206\u7c7b\u4efb\u52a1\u4e00\u6837\uff0cMLLM\u6709\u65f6\u4e5f\u4f1a\u505a\u51fa\u9519\u8bef\u7684\u9884\u6d4b\u3002<\/p>\n<p>\u5728\u5982\u4e0b\u793a\u4f8b\u4e2d\uff0cLLaVA-7B\u5728MNIST\u5206\u7c7b\u4e2d\u9519\u8bef\u5730\u5c060\u770b\u505a\u62108\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14893\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/29cc8fa36db66e83dc2298a45fa6dec3c5c7c5-1-1.png\" width=\"1080\" height=\"117\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/29cc8fa36db66e83dc2298a45fa6dec3c5c7c5-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/29cc8fa36db66e83dc2298a45fa6dec3c5c7c5-1-1-300x33.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/29cc8fa36db66e83dc2298a45fa6dec3c5c7c5-1-1-1024x111.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/29cc8fa36db66e83dc2298a45fa6dec3c5c7c5-1-1-768x83.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&#8211; 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loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14894\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/d3de61415d7a6d03274141fb86ab9d5278382f-1-1.png\" width=\"1080\" height=\"125\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/d3de61415d7a6d03274141fb86ab9d5278382f-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/d3de61415d7a6d03274141fb86ab9d5278382f-1-1-300x35.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/d3de61415d7a6d03274141fb86ab9d5278382f-1-1-1024x119.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/d3de61415d7a6d03274141fb86ab9d5278382f-1-1-768x89.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&#8211; \u5916\u5728\u5e7b\u89c9\uff1a\u8f93\u51fa\u4e0e\u539f\u59cb\u6e90\u5185\u5bb9\u6ca1\u6709\u53ef\u9a8c\u8bc1\u7684\u8054\u7cfb\u3002<\/p>\n<p>\u5982\u4e0b\u793a\u4f8b\u4e2d\uff0c\u867d\u7136\u751f\u6210\u7684\u8f93\u51fa\u6587\u672c\u90e8\u5206\u5305\u542b\u6807\u7b7e\u300c\u89c2\u8d4f\u9c7c\u300d\uff0c\u4f46\u5b83\u8fd8\u663e\u793a\u4e86\u9644\u52a0\u63cf\u8ff0\u7b26\uff0c\u8fd9\u4e9b\u63cf\u8ff0\u7b26\u4e0d\u4ec5\u96be\u4ee5\u9a8c\u8bc1\uff0c\u800c\u4e14\u4e0e\u63d0\u793a\u6982\u8ff0\u7684\u539f\u59cb\u8bf7\u6c42\u65e0\u5173\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14895\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/275fbcc65f918ae3c4b051ef0c22a24ad5b182-1-1.png\" width=\"1080\" height=\"121\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/275fbcc65f918ae3c4b051ef0c22a24ad5b182-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/275fbcc65f918ae3c4b051ef0c22a24ad5b182-1-1-300x34.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/275fbcc65f918ae3c4b051ef0c22a24ad5b182-1-1-1024x115.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/275fbcc65f918ae3c4b051ef0c22a24ad5b182-1-1-768x86.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<h4>\u5fae\u8c03LLaVA<\/h4>\n<p>\u63a5\u4e0b\u6765\uff0c\u7814\u7a76\u4eba\u5458\u4f7f\u7528EMT\u6765\u8bc4\u4f30LLaVA\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u7684\u7cbe\u5ea6\u53d8\u5316\u3002<\/p>\n<p>\u5728\u6b64\uff0c\u4ed6\u4eec\u4f7f\u7528LLaVA-7b\u548cLLaVA-13b\u4f5c\u4e3a\u57fa\u7840MLLM\u8fdb\u884c\u5fae\u8c03\uff0c\u5e76\u4e14\u5206\u522b\u5728MNIST\u3001CIFAR-10\u3001CIFAR-100\u548c miniImagenet\u4e0a\u8fdb\u884c\u5fae\u8c03\u5b9e\u9a8c\u3002<\/p>\n<p>\u5177\u4f53\u65b9\u6cd5\u662f\u5fae\u8c03\uff081\uff09\u7ebf\u6027\u9002\u914d\u5668\u5c42\uff08\u8868\u793a\u4e3a\u7ebf\u6027\uff09\uff1b\uff082\uff09\u7ebf\u6027\u9002\u914d\u5668\u5c42\u548c\u4f7f\u7528Lora\u7684LLM\uff08\u8868\u793a\u4e3alora\uff09\u3002<\/p>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e863\u4e2aepoch\u5fae\u8c03\u7ed3\u679c\u3002\u867d\u7136LLaVA\u7684\u6027\u80fd\u786e\u5b9e\u5728\u5fae\u8c03\u6570\u636e\u96c6\u4e0a\u6709\u6240\u63d0\u9ad8\uff0c\u4f46\u56fe\u4e2d\u63ed\u793a\u4e86MLLM\u5fae\u8c03\u7684\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a<\/p>\n<blockquote><p>\u5728\u4e00\u4e2a\u6570\u636e\u96c6\u4e0a\u5fae\u8c03MLLM\u4f1a\u964d\u4f4e\u53e6\u4e00\u975e\u5fae\u8c03\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u3002<\/p><\/blockquote>\n<p>\u8fd9\u79cd\u73b0\u8c61\u867d\u7136\u5e76\u4e0d\u51fa\u4eba\u610f\u6599\uff0c\u4f46\u5374\u503c\u5f97\u6ce8\u610f\u3002\u7531\u4e8e\u8be5\u6a21\u578b\u9664\u4e86\u7ecf\u8fc7\u5fae\u8c03\u7684\u6570\u636e\u96c6\u4e4b\u5916\u6ca1\u6709\u63a5\u89e6\u8fc7\u5176\u4ed6\u6570\u636e\u96c6\uff0c\u56e0\u6b64\u7406\u6240\u5f53\u7136\u4f1a\u89c2\u5bdf\u5230\u4e0e\u707e\u96be\u6027\u9057\u5fd8\u7c7b\u4f3c\u7684\u5f71\u54cd\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14896\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/f249dd402d7210b4247009c92ec2e8dd1f2ab9-1-1.gif\" width=\"634\" height=\"616\" alt=\"\" title=\"\u56fe\u7247\" \/><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14897\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/05408f718c654004c307456a11dba09d5d4796-1-1.gif\" width=\"634\" height=\"616\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>\u7ecf\u8fc7\u5fae\u8c03\u5b9e\u9a8c\u8868\u660e\uff1a<\/p>\n<p>&#8211; \u5728\u4e00\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\u4f1a\u5bfc\u81f4\u5176\u4ed6\u6570\u636e\u96c6\u4e0a\u7684\u707e\u96be\u6027\u9057\u5fd8\uff0c\u8fd9\u79cd\u73b0\u8c61\u5728\u7ebf\u6027\u5fae\u8c03\u548cLora\u5fae\u8c03\u4e2d\u90fd\u4f1a\u53d1\u751f<\/p>\n<p>&#8211; Lora\u5fae\u8c03\u6bd4\u7ebf\u6027\u5fae\u8c03\u5bfc\u81f4\u66f4\u591a\u9057\u5fd8<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u7814\u7a76\u4eba\u5458\u5c06\u901a\u8fc7\u63d0\u4f9b\u7cbe\u786e\u5ea6\u66f2\u7ebf\uff0c\u6765\u66f4\u8be6\u7ec6\u5730\u7814\u7a76\u5fae\u8c03\u8fc7\u7a0b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14898\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/660a54a497f5adf99ac910c36931de518a5caf-1-1.png\" width=\"1080\" height=\"439\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/660a54a497f5adf99ac910c36931de518a5caf-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/660a54a497f5adf99ac910c36931de518a5caf-1-1-300x122.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/660a54a497f5adf99ac910c36931de518a5caf-1-1-1024x416.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/660a54a497f5adf99ac910c36931de518a5caf-1-1-768x312.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4ece\u5206\u7c7b\u66f2\u7ebf\u4e2d\u53ef\u4ee5\u770b\u51fa\uff1a<\/p>\n<p>&#8211; \u7ebf\u6027\u5fae\u8c03\u5177\u6709\u666e\u9002\u6027\uff0c\u56e0\u4e3a\u4f7f\u7528RGB\u6570\u636e\u96c6\uff08CIFAR10\u3001CIFAR100\u3001miniImageNet\uff09\u8fdb\u884c\u7ebf\u6027\u5fae\u8c03\u4e5f\u80fd\u5728\u7b2c\u4e00\u4e2aepoch\u63d0\u9ad8\u5176\u4ed6RGB\u6570\u636e\u96c6\u7684\u51c6\u786e\u7387<\/p>\n<p>&#8211; Lora\u5fae\u8c03\u4e0d\u5177\u5907\u7ebf\u6027\u5fae\u8c03\u7684\u901a\u7528\u6027<\/p>\n<h4>\u68c0\u9a8c\u9884\u6d4b\u7ed3\u679c<\/h4>\n<p>\u5f53\u7814\u7a76\u4eba\u5458\u68c0\u67e5\u5fae\u8c03LLaVA\u7684\u8f93\u51fa\u65f6\u53d1\u73b0\uff1a<\/p>\n<blockquote><p>\u5b83\u4f1a\u8f93\u51fa\u4e0e\u5176\u5fae\u8c03\u6570\u636e\u96c6\u76f8\u5173\u7684\u6587\u672c\uff0c\u540c\u65f6\u5ffd\u7565\u4e0e\u5176\u539f\u59cb\u63d0\u793a\u76f8\u5173\u7684\u95ee\u9898\uff0c\u4ece\u800c\u4ea7\u751f\u5e7b\u89c9\u3002<\/p><\/blockquote>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u8bf4\u660e\u8fd9\u4e00\u73b0\u8c61\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u4f9b\u4e86\u5bf9LLaVA-7b\u548cLLaVA-13b\u8fdb\u884c\u5206\u7c7b\u7684\u660e\u786e\u793a\u4f8b\uff0c\u8fd9\u4e9b\u793a\u4f8b\u5df2\u4f7f\u7528EMT\u63d0\u793a\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5fae\u8c03\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14899\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/b78f6bc6372da2a2f8b559a174b31e2bec4665-1-1.png\" width=\"1080\" height=\"355\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/b78f6bc6372da2a2f8b559a174b31e2bec4665-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/b78f6bc6372da2a2f8b559a174b31e2bec4665-1-1-300x99.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/b78f6bc6372da2a2f8b559a174b31e2bec4665-1-1-1024x337.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/b78f6bc6372da2a2f8b559a174b31e2bec4665-1-1-768x252.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5982\u4e0b\u7684\u6f14\u793a\u8bf4\u660e\uff0c\u5f53CIFAR-10\u5fae\u8c03\u6a21\u578b\u5728CIFAR10\u4e0a\u8fdb\u884c\u6d4b\u8bd5\u65f6\uff0cLLaVA\u786e\u5b9e\u80fd\u6210\u529f\u8bc6\u522b\u7269\u4f53\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5728\u5176\u4ed6\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\u540e\uff0cLLaVA\u6a21\u578b\u5728CIFAR-10\u5206\u7c7b\u4e2d\u5f00\u59cb\u51fa\u73b0\u5e7b\u89c9\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14900\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/a1c40ae074e6e99d8dd5859f457ce16ad655eb-1-1.png\" width=\"1080\" height=\"255\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/a1c40ae074e6e99d8dd5859f457ce16ad655eb-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/a1c40ae074e6e99d8dd5859f457ce16ad655eb-1-1-300x71.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/a1c40ae074e6e99d8dd5859f457ce16ad655eb-1-1-1024x242.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/a1c40ae074e6e99d8dd5859f457ce16ad655eb-1-1-768x181.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u901a\u8fc7MNIST\u5fae\u8c03\u6a21\u578b\u5bf9CIFAR-10\u8fdb\u884c\u5206\u7c7b\u65f6\uff0c\u6a21\u578b\u4e0d\u4ec5\u90e8\u5206\u751f\u6210\u4e86\u5173\u952e\u8bcd\u300c\u98de\u673a\u300d\uff0c\u800c\u4e14\u540c\u65f6\u4ea7\u751f\u4e86\u6570\u5b57\u300c8\u300d\u7684\u5e7b\u89c9\u8f93\u51fa\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14901\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/35f265c8422f425c17a34267a67a07ac36352d-1-1.png\" width=\"1080\" height=\"122\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/35f265c8422f425c17a34267a67a07ac36352d-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/35f265c8422f425c17a34267a67a07ac36352d-1-1-300x34.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/35f265c8422f425c17a34267a67a07ac36352d-1-1-1024x116.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/35f265c8422f425c17a34267a67a07ac36352d-1-1-768x87.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u53e6\u5916\uff0c\u7814\u7a76\u4eba\u5458\u5728CIFAR-100\u548cminiImagenet\u5fae\u8c03\u6a21\u578b\u4e2d\u4e5f\u89c2\u5bdf\u5230\u4e86\u7c7b\u4f3c\u7684\u73b0\u8c61\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u8fd9\u4e9b\u5fae\u8c03\u6a21\u578b\u5f00\u59cb\u4ea7\u751f\u5e7b\u89c9\uff0c\u5c06\u300c\u98de\u673a\u300d\u9884\u6d4b\u4e3a\u4e0e\u300c\u98de\u673a\u300d\u76f8\u4f3c\u6216\u76f8\u5173\u7684\u7c7b\u522b\uff0c\u5982CIFAR-100\u6a21\u578b\u4e2d\u7684\u300c\u8774\u8776\u300d\u548cminiImagenet\u6a21\u578b\u4e2d\u7684\u300c\u822a\u7a7a\u6bcd\u8230\u300d\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14902\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/f65661b7540cb64d62c7756f80aec20cf3efae-1-1.png\" width=\"1080\" height=\"229\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/f65661b7540cb64d62c7756f80aec20cf3efae-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/f65661b7540cb64d62c7756f80aec20cf3efae-1-1-300x64.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/f65661b7540cb64d62c7756f80aec20cf3efae-1-1-1024x217.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/f65661b7540cb64d62c7756f80aec20cf3efae-1-1-768x163.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e0a\u8ff0\u4f8b\u5b50\u8868\u660e\uff1a<\/p>\n<p>&#8211; \u5fae\u8c03MLLM\u786e\u5b9e\u63d0\u9ad8\u4e86\u5fae\u8c03\u6570\u636e\u96c6\u7684\u5206\u7c7b\u6027\u80fd<\/p>\n<p>&#8211; \u5fae\u8c03MLLM\u5728\u5176\u4ed6\u6570\u636e\u96c6\u4e0a\u4f1a\u5bfc\u81f4\u707e\u96be\u6027\u9057\u5fd8\uff0c\u56e0\u4e3a\u5fae\u8c03MLLM\u4f1a\u8bb0\u5fc6\u5fae\u8c03\u6570\u636e\u96c6\uff0c\u4ece\u800c\u4ea7\u751f\u5e7b\u89c9\u6587\u672c<\/p>\n<h4>\u4f5c\u8005\u4ecb\u7ecd<\/h4>\n<p><strong>Yuexiang Zhai<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14903\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/5787afb576a8822df88917ba99a34f9a452657-1-1.png\" width=\"256\" height=\"256\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/5787afb576a8822df88917ba99a34f9a452657-1-1.png 256w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/5787afb576a8822df88917ba99a34f9a452657-1-1-150x150.png 150w\" sizes=\"auto, (max-width: 256px) 100vw, 256px\" \/><\/p>\n<p>Yuexiang Zhai\u662f\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7684\u535a\u58eb\u751f\uff0c\u7531\u9a6c\u6bc5\u6559\u6388\u548cSergey Levine\u6559\u6388\u6307\u5bfc\u3002<\/p>\n<p><strong>Shengbang Tong\uff08\u7ae5\u665f\u90a6\uff09<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14904\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/55cd6a944bac461c0d5369a1d4088435a040ea-1-1.png\" width=\"1080\" height=\"1088\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/55cd6a944bac461c0d5369a1d4088435a040ea-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/55cd6a944bac461c0d5369a1d4088435a040ea-1-1-298x300.png 298w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/55cd6a944bac461c0d5369a1d4088435a040ea-1-1-1016x1024.png 1016w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/55cd6a944bac461c0d5369a1d4088435a040ea-1-1-150x150.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/55cd6a944bac461c0d5369a1d4088435a040ea-1-1-768x774.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>Peter Tong\uff08Shengbang Tong\uff0c\u7ae5\u665f\u90a6\uff09\u662fNYU Courant CS\u7684\u4e00\u540d\u535a\u58eb\u65b0\u751f\uff0c\u5bfc\u5e08\u662fYann LeCun\u6559\u6388\u548c\u8c22\u8d5b\u5b81\u6559\u6388\u3002<\/p>\n<p>\u6b64\u524d\uff0c\u4ed6\u5728\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u4e3b\u4fee\u8ba1\u7b97\u673a\u79d1\u5b66\u3001\u5e94\u7528\u6570\u5b66\uff08\u8363\u8a89\uff09\u548c\u7edf\u8ba1\u5b66\uff08\u8363\u8a89\uff09\u3002\u5e76\u66fe\u662f\u4f2f\u514b\u5229\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\uff08BAIR\uff09\u7684\u7814\u7a76\u5458\uff0c\u5bfc\u5e08\u662f\u9a6c\u6bc5\u6559\u6388\u548cJacob Steinhardt\u6559\u6388\u3002<\/p>\n<p>\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u662f\u4e16\u754c\u6a21\u578b\u3001\u65e0\u76d1\u7763\/\u81ea\u76d1\u7763\u5b66\u4e60\u3001\u751f\u6210\u6a21\u578b\u548c\u591a\u6a21\u6001\u6a21\u578b\u3002<\/p>\n<p><strong>Xiao Li<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14905\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/06bd53d351bbdc9d949403af21ede925097214-1-1.png\" width=\"648\" height=\"606\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/06bd53d351bbdc9d949403af21ede925097214-1-1.png 648w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/06bd53d351bbdc9d949403af21ede925097214-1-1-300x281.png 300w\" sizes=\"auto, (max-width: 648px) 100vw, 648px\" \/><\/p>\n<p>Xiao Li\u662f\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff08\u6df1\u5733\uff09\u6570\u636e\u79d1\u5b66\u5b66\u9662\u7684\u52a9\u7406\u6559\u6388\u3002<\/p>\n<p>\u5728\u6b64\u4e4b\u524d\uff0c\u4ed6\u4e8e2016\u5e74\u81f32020\u5e74\u5728\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\uff0c\u5bfc\u5e08\u662fThierry Blu\u6559\u6388\u548cAnthony Man-Cho So\u6559\u6388\u3002\u4e8e2012\u5e74\u81f32016\u5e74\u5728\u6d59\u6c5f\u5de5\u4e1a\u5927\u5b66\u653b\u8bfb\u672c\u79d1\u5b66\u4f4d\u3002<\/p>\n<p><strong>Mu Cai<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14906\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/643a4ed976201634f4678368810f7337ac6f9e-1-1.png\" width=\"1080\" height=\"1174\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/643a4ed976201634f4678368810f7337ac6f9e-1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/643a4ed976201634f4678368810f7337ac6f9e-1-1-276x300.png 276w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/643a4ed976201634f4678368810f7337ac6f9e-1-1-942x1024.png 942w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/643a4ed976201634f4678368810f7337ac6f9e-1-1-768x835.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>Mu Cai\u662f\u5a01\u65af\u5eb7\u661f\u5927\u5b66\u9ea6\u8fea\u900a\u5206\u6821\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u662fYong Jae Lee\u6559\u6388\u3002<\/p>\n<p>\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u5728\u4e8e\u6df1\u5ea6\u5b66\u4e60\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u4ea4\u53c9\u9886\u57df\uff0c\u5c24\u5176\u662f\u89c6\u89c9LLM\u3001\u4e09\u7ef4\u573a\u666f\u7406\u89e3\u548c\u81ea\u76d1\u7763\u5b66\u4e60\u3002<\/p>\n<p><strong>Qing Qu<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14907\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/d628ed2392ba173914230382fffcf0e0b3c4c6-1-1.png\" width=\"896\" height=\"877\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/d628ed2392ba173914230382fffcf0e0b3c4c6-1-1.png 896w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/d628ed2392ba173914230382fffcf0e0b3c4c6-1-1-300x294.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/d628ed2392ba173914230382fffcf0e0b3c4c6-1-1-768x752.png 768w\" sizes=\"auto, (max-width: 896px) 100vw, 896px\" \/><\/p>\n<p>Qing Qu\u662f\u5bc6\u6b47\u6839\u5927\u5b66\u5b89\u5a1c\u5821\u5206\u6821\u5de5\u7a0b\u5b66\u9662\u7535\u5b50\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfbECE\u7684\u52a9\u7406\u6559\u6388\u3002\u4ed6\u8fd8\u96b6\u5c5e\u4e8e\u5bc6\u6b47\u6839\u6570\u636e\u79d1\u5b66\u7814\u7a76\u6240\uff08MIDAS\uff09\u3001\u5bc6\u6b47\u6839\u5e94\u7528\u4e0e\u8de8\u5b66\u79d1\u6570\u5b66\u4e2d\u5fc3\uff08MCAIM\uff09\u548c\u5bc6\u6b47\u6839\u8ba1\u7b97\u53d1\u73b0\u4e0e\u5de5\u7a0b\u7814\u7a76\u6240\uff08MICDE\uff09\u3002<\/p>\n<p>\u4ed6\u4e8e2011\u5e74\u83b7\u5f97\u6e05\u534e\u5927\u5b66\u5b66\u58eb\u5b66\u4f4d\uff0c2018\u5e74\u5728\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\u30022018\u5e74\u81f32020\u5e74\uff0c\u4ed6\u5728\u7ebd\u7ea6\u5927\u5b66\u6570\u636e\u79d1\u5b66\u4e2d\u5fc3\u62c5\u4efbMoore-Sloan\u7814\u7a76\u5458\u3002<\/p>\n<p>\u4ed6\u662fSPARS&#8217;15\u6700\u4f73\u5b66\u751f\u8bba\u6587\u5956\u83b7\u5f97\u8005\uff0c\u4e5f\u662f2016\u5e74\u5fae\u8f6f\u673a\u5668\u5b66\u4e60\u535a\u58eb\u5956\u5b66\u91d1\u83b7\u5f97\u8005\u3002\u4ed6\u4e8e2022\u5e74\u83b7\u5f97\u7f8e\u56fd\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u4e8b\u4e1a\u5956\uff0c\u5e76\u4e8e2023\u5e74\u83b7\u5f97\u4e9a\u9a6c\u900aAWS\u4eba\u5de5\u667a\u80fd\u5956\u3002<\/p>\n<p>\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u5728\u4e8e\u4fe1\u53f7\u5904\u7406\u3001\u6570\u636e\u79d1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u548c\u6570\u503c\u4f18\u5316\u7684\u4ea4\u53c9\u9886\u57df\u3002\u4ed6\u5c24\u5176\u5173\u6ce8\u4ece\u9ad8\u7ef4\u6570\u636e\u4e2d\u5b66\u4e60\u4f4e\u590d\u6742\u5ea6\u6a21\u578b\u7684\u8ba1\u7b97\u65b9\u6cd5\uff0c\u5229\u7528\u673a\u5668\u5b66\u4e60\u3001\u6570\u503c\u4f18\u5316\u548c\u9ad8\u7ef4\u51e0\u4f55\u7684\u5de5\u5177\uff0c\u5e94\u7528\u4e8e\u6210\u50cf\u79d1\u5b66\u548c\u79d1\u5b66\u53d1\u73b0\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u4ed6\u7684\u4e3b\u8981\u5174\u8da3\u5728\u4e8e\u4ece\u4f4e\u7ef4\u5efa\u6a21\u7684\u89d2\u5ea6\u7406\u89e3\u6df1\u5ea6\u7f51\u7edc\u3002<\/p>\n<p><strong>Yi Ma<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14908\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/95870f514f2961af949533b510288cb5bd6ae1-1-1.png\" width=\"650\" height=\"650\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/95870f514f2961af949533b510288cb5bd6ae1-1-1.png 650w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/95870f514f2961af949533b510288cb5bd6ae1-1-1-300x300.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/09\/95870f514f2961af949533b510288cb5bd6ae1-1-1-150x150.png 150w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><\/p>\n<p>\u9a6c\u6bc5\u6559\u6388\u662fIEEE\u3001ACM\u548cSIAM\u7684\u4f1a\u58eb\uff0c\u76ee\u524d\u62c5\u4efb\u9999\u6e2f\u5927\u5b66\u540c\u5fc3\u57fa\u91d1\u6570\u636e\u79d1\u5b66\u7814\u7a76\u9662\u9662\u957f\uff0c\u4ee5\u53ca\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7535\u5b50\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u7cfb\u6559\u6388\u3002<\/p>\n<p>\u4ed6\u4e8e1995\u5e74\u83b7\u5f97\u6e05\u534e\u5927\u5b66\u81ea\u52a8\u5316\u548c\u5e94\u7528\u6570\u5b66\u5b66\u58eb\u5b66\u4f4d\uff0c1997\u5e74\u83b7\u5f97\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7684\u6570\u5b66\u7855\u58eb\u5b66\u4f4d\u53ca\u7535\u5b50\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u7855\u58eb\u5b66\u4f4d\uff0c\u5e76\u4e8e2000\u5e74\u83b7\u5f97\u8be5\u6821\u7684\u7535\u5b50\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d\u3002<\/p>\n<p>\u9a6c\u6559\u6388\u66fe\u4e8e2000\u5e74\u81f32011\u5e74\u5728\u5728\u4f0a\u5229\u8bfa\u4f0a\u5927\u5b66\u5384\u5df4\u7eb3-\u9999\u69df\u5206\u6821\uff08UIUC\uff09\u7535\u6c14\u4e0e\u8ba1\u7b97\u673a\u5de5\u7a0b\u7cfb\u4efb\u6559\uff1b2009\u5e74\u81f32014\u5e74\uff0c\u62c5\u4efb\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8ba1\u7b97\u673a\u89c6\u89c9\u7ec4\u4e3b\u4efb\u53ca\u9996\u5e2d\u7814\u7a76\u5458\uff1b2014\u5e74\u81f32017\u5e74\u51fa\u4efb\u4e0a\u6d77\u79d1\u6280\u5927\u5b66\u4fe1\u606f\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662\u6559\u6388\u3001\u6267\u884c\u9662\u957f\uff1b2018\u5e74\u52a0\u5165\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7535\u5b50\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u4efb\u6559\u3002<\/p>\n<p>\u4ed6\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u5e7f\u4e49\u4e3b\u6210\u5206\u5206\u6790\u548c\u9ad8\u7ef4\u5ea6\u6570\u636e\u5206\u6790\u65b9\u9762\uff0c\u53d1\u8868\u4e86\u8d85\u8fc760\u7bc7\u671f\u520a\u8bba\u6587\uff0c120\u7bc7\u5b66\u672f\u4f1a\u8bae\u8bba\u6587\uff0c\u4ee5\u53ca\u8457\u67093\u672c\u6559\u79d1\u4e66\u3002<\/p>\n<p>\u4ed6\u5206\u522b\u57282004\u5e74\u83b7\u5f97\u7f8e\u56fd\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u804c\u4e1a\u5956\uff0c2005\u5e74\u83b7\u5f97\u7f8e\u56fd\u56fd\u5bb6\u822a\u7a7a\u7814\u7a76\u5c40\u9752\u5e74\u7814\u7a76\u5458\u5956\u3002\u5e76\u57281999\u5e74\u7684\u56fd\u9645\u8ba1\u7b97\u673a\u89c6\u89c9\u5927\u4f1a\uff08ICCV\uff09\u4e0a\u83b7\u5f97David Marr\u6700\u4f73\u8ba1\u7b97\u673a\u89c6\u89c9\u8bba\u6587\u5956\u3002\u4ed6\u8fd8\u83b7\u5f972004\u5e74\u6b27\u6d32\u8ba1\u7b97\u673a\u89c6\u89c9\u4f1a\u8bae\uff08ECCV\uff09\u7684\u6700\u4f73\u8bba\u6587\u5956\u8363\u8a89\u63d0\u540d\u30012009\u5e74\u4e9a\u6d32\u8ba1\u7b97\u673a\u89c6\u89c9\u4f1a\u8bae\uff08ACCV\uff09\u7684\u6700\u4f73\u5b66\u672f\u8bba\u6587\u5956\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u9a6c\u6559\u6388\u8fd8\u66fe\u62c5\u4efbICCV 2013\u7684\u7a0b\u5e8f\u4e3b\u5e2d\u548cICCV 2015\u7684\u5927\u4f1a\u4e3b\u5e2d\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_14841\" class=\"pvc_stats total_only  \" data-element-id=\"14841\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 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