{"id":17198,"date":"2023-12-29T10:13:55","date_gmt":"2023-12-29T02:13:55","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=17198"},"modified":"2023-12-29T10:13:55","modified_gmt":"2023-12-29T02:13:55","slug":"%e5%ad%97%e8%8a%82%e5%85%b7%e8%ba%ab%e6%99%ba%e8%83%bd%e6%96%b0%e6%88%90%e6%9e%9c%ef%bc%9a%e7%94%a8%e5%a4%a7%e8%a7%84%e6%a8%a1%e8%a7%86%e9%a2%91%e6%95%b0%e6%8d%ae%e8%ae%ad%e7%bb%83gr-1%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/12\/29\/17198\/","title":{"rendered":"\u5b57\u8282\u5177\u8eab\u667a\u80fd\u65b0\u6210\u679c\uff1a\u7528\u5927\u89c4\u6a21\u89c6\u9891\u6570\u636e\u8bad\u7ec3GR-1\uff0c\u590d\u6742\u4efb\u52a1\u8f7b\u677e\u5e94\u5bf9"},"content":{"rendered":"<div class=\"article-desc\">\u5728\u6700\u65b0\u7684\u7814\u7a76\u4e2d\uff0cByteDance Research \u56e2\u961f\u63d0\u51fa GR-1\uff0c\u9996\u6b21\u8bc1\u660e\u4e86\u901a\u8fc7\u5927\u89c4\u6a21\u7684\u89c6\u9891\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u80fd\u591f\u5927\u5e45\u63d0\u5347\u673a\u5668\u4eba\u7aef\u5230\u7aef\u591a\u4efb\u52a1\u64cd\u4f5c\u65b9\u9762\u7684\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\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>\u6700\u8fd1 GPT \u6a21\u578b\u5728 NLP \u9886\u57df\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\u3002GPT \u6a21\u578b\u9996\u5148\u5728\u5927\u89c4\u6a21\u7684\u6570\u636e\u4e0a\u9884\u8bad\u7ec3\uff0c\u7136\u540e\u5728\u7279\u5b9a\u7684\u4e0b\u6e38\u4efb\u52a1\u7684\u6570\u636e\u4e0a\u5fae\u8c03\u3002\u5927\u89c4\u6a21\u7684\u9884\u8bad\u7ec3\u80fd\u591f\u5e2e\u52a9\u6a21\u578b\u5b66\u4e60\u53ef\u6cdb\u5316\u7684\u7279\u5f81\uff0c\u8fdb\u800c\u8ba9\u5176\u8f7b\u677e\u8fc1\u79fb\u5230\u4e0b\u6e38\u7684\u4efb\u52a1\u4e0a\u3002<\/p>\n<p>\u4f46\u76f8\u6bd4\u81ea\u7136\u8bed\u8a00\u6570\u636e\uff0c\u673a\u5668\u4eba\u6570\u636e\u662f\u5341\u5206\u7a00\u7f3a\u7684\u3002\u800c\u4e14\u673a\u5668\u4eba\u6570\u636e\u5305\u62ec\u4e86\u56fe\u7247\u3001\u8bed\u8a00\u3001\u673a\u5668\u4eba\u72b6\u6001\u548c\u673a\u5668\u4eba\u52a8\u4f5c\u7b49\u591a\u79cd\u6a21\u6001\u3002\u4e3a\u4e86\u7a81\u7834\u8fd9\u4e9b\u56f0\u96be\uff0c\u8fc7\u53bb\u7684\u5de5\u4f5c\u5c1d\u8bd5\u7528 contrastive learning [1] \u548c masked modeling [2] \u7b49\u65b9\u5f0f\u6765\u505a\u9884\u8bad\u7ec3\u4ee5\u5e2e\u52a9\u673a\u5668\u4eba\u66f4\u597d\u7684\u5b66\u4e60\u3002<\/p>\n<p>\u5728\u6700\u65b0\u7684\u7814\u7a76\u4e2d\uff0cByteDance Research \u56e2\u961f\u63d0\u51fa GR-1\uff0c\u9996\u6b21\u8bc1\u660e\u4e86\u901a\u8fc7\u5927\u89c4\u6a21\u7684\u89c6\u9891\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u80fd\u591f\u5927\u5e45\u63d0\u5347\u673a\u5668\u4eba\u7aef\u5230\u7aef\u591a\u4efb\u52a1\u64cd\u4f5c\u65b9\u9762\u7684\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\u3002\u5b9e\u9a8c\u8bc1\u660e\u8fd9\u79cd\u9884\u8bad\u7ec3\u65b9\u6cd5\u53ef\u4ee5\u5927\u5e45\u63d0\u5347\u6a21\u578b\u8868\u73b0\u3002\u5728\u6781\u5177\u6311\u6218\u7684 CALVIN \u673a\u5668\u4eba\u64cd\u4f5c\u4eff\u771f\u6570\u636e\u96c6\u4e0a\uff0cGR-1 \u5728 1) \u591a\u4efb\u52a1\u5b66\u4e60 2) \u96f6\u6837\u672c\u573a\u666f\u8fc1\u79fb 3) \u5c11\u91cf\u6570\u636e 4) \u96f6\u6837\u672c\u8bed\u8a00\u6307\u4ee4\u8fc1\u79fb\u4e0a\u90fd\u53d6\u5f97\u4e86 SOTA \u7684\u7ed3\u679c\u3002\u5728\u771f\u673a\u4e0a\uff0c\u7ecf\u8fc7\u89c6\u9891\u9884\u8bad\u7ec3\u7684 GR-1 \u5728\u672a\u89c1\u8fc7\u7684\u573a\u666f\u548c\u7269\u4f53\u7684\u8868\u73b0\u4e5f\u5927\u5e45\u9886\u5148\u73b0\u6709\u65b9\u6cd5\u3002<\/p>\n<p><img data-dominant-color=\"9b8775\" data-has-transparency=\"false\" style=\"--dominant-color: #9b8775;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17199\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/1472b619298653ecd1c56953945b51db9a82d4.gif\" width=\"800\" height=\"800\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>GR-1 \u5728 CALVIN \u4e2d\u8fde\u7eed\u5b8c\u6210\u591a\u4e2a\u4efb\u52a1<\/p>\n<p><img data-dominant-color=\"90837f\" data-has-transparency=\"false\" style=\"--dominant-color: #90837f;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17200\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/83742af5683e4b7c52e16051d543191d07c55e.gif\" width=\"1080\" height=\"810\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>GR-1 \u5728\u771f\u673a\u4e0a\u7aef\u5230\u7aef\u5b8c\u6210\u591a\u79cd\u4efb\u52a1<\/p>\n<p><img data-dominant-color=\"e7e7e7\" data-has-transparency=\"false\" style=\"--dominant-color: #e7e7e7;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17201\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/d62e68a38f207cc2ff334218267841de16104b.png\" width=\"969\" height=\"906\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/d62e68a38f207cc2ff334218267841de16104b.png 969w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/d62e68a38f207cc2ff334218267841de16104b-300x280.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/d62e68a38f207cc2ff334218267841de16104b-150x140.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/d62e68a38f207cc2ff334218267841de16104b-768x718.png 768w\" sizes=\"auto, (max-width: 969px) 100vw, 969px\" \/><\/p>\n<ul data-id=\"ua73dd4b-ADmQe2TI\">\n<li data-id=\"ld70c578-5ZC92BGE\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2312.13139<\/li>\n<li data-id=\"ld70c578-S6CS6Pee\">\u8bba\u6587\u7f51\u7ad9\uff1ahttps:\/\/gr1-manipulation.github.io<\/li>\n<\/ul>\n<h4>\u65b9\u6cd5<\/h4>\n<p>GR-1 \u662f\u4e00\u4e2a<strong>\u7aef\u5230\u7aef\u7684\u673a\u5668\u4eba\u64cd\u4f5c\u6a21\u578b<\/strong>\uff0c\u91c7\u7528\u4e86 GPT \u98ce\u683c\u7684 transformer \u4f5c\u4e3a\u6a21\u578b\u67b6\u6784\u3002GR-1 \u9996\u5148\u5728\u5927\u89c4\u6a21\u89c6\u9891\u6570\u636e\u4e0a\u8fdb\u884c\u89c6\u9891\u9884\u6d4b\u7684\u9884\u8bad\u7ec3\u3002\u9884\u8bad\u7ec3\u7ed3\u675f\u540e\uff0cGR-1 \u5728\u673a\u5668\u4eba\u6570\u636e\u4e0a\u5fae\u8c03\u3002\u5fae\u8c03\u7684\u8bad\u7ec3\u4efb\u52a1\u5305\u542b\u672a\u6765\u5e27\u7684\u9884\u6d4b\u548c\u673a\u5668\u4eba\u52a8\u4f5c\u7684\u9884\u6d4b\u3002<\/p>\n<p><img data-dominant-color=\"f4f1ea\" data-has-transparency=\"false\" style=\"--dominant-color: #f4f1ea;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17202\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/e1ac6ca66342b2b4af6811acc9887853b81427.gif\" width=\"1079\" height=\"607\" \/><\/p>\n<p>GR-1 \u7528\u6765\u81ea Ego4D [3] \u6570\u636e\u7684 8M \u56fe\u7247\u6765\u505a\u89c6\u9891\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u3002\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0cGR-1 \u7684\u8f93\u5165\u5305\u62ec\u89c6\u9891\u7247\u6bb5\u548c\u63cf\u8ff0\u89c6\u9891\u7684\u6587\u5b57\u3002\u6587\u5b57\u4fe1\u606f\u7528 CLIP [4] \u7684\u6587\u5b57\u7f16\u7801\u5668\u7f16\u7801\u3002\u89c6\u9891\u4e2d\u7684\u56fe\u7247\u7528 MAE [5] \u7f16\u7801\uff0c\u7136\u540e\u901a\u8fc7 perciever resampler [6] \u6765\u51cf\u5c11 token \u7684\u4e2a\u6570\u3002\u8f93\u51fa\u7aef GR-1 \u5728\u6bcf\u4e00\u4e2a\u65f6\u95f4\u6233\u901a\u8fc7\u5b66\u4e60 [OBS] token \u6765\u8f93\u51fa\u672a\u6765\u5e27\u7684\u56fe\u7247\u3002[OBS] \u5bf9\u5e94\u7684\u8f93\u51fa\u901a\u8fc7\u4e00\u4e2a transformer \u6765\u89e3\u7801\u6210\u56fe\u7247\u3002\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0cGR-1 \u91c7\u7528\u4e86 mean squared error (MSE) \u7684\u635f\u5931\u51fd\u6570\u3002<\/p>\n<p><img data-dominant-color=\"f2f2f2\" data-has-transparency=\"false\" style=\"--dominant-color: #f2f2f2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17203\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/146d2fb197ab0b60bb59655b10c2dfdc2ca250.png\" width=\"271\" height=\"51\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/146d2fb197ab0b60bb59655b10c2dfdc2ca250.png 271w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/146d2fb197ab0b60bb59655b10c2dfdc2ca250-150x28.png 150w\" sizes=\"auto, (max-width: 271px) 100vw, 271px\" \/><\/p>\n<p>\u5728\u673a\u5668\u4eba\u6570\u636e\u5fae\u8c03\u9636\u6bb5\uff0cGR-1 \u7684\u8f93\u5165\u5305\u62ec\u4efb\u52a1\u8bed\u8a00\u6307\u4ee4\uff0c\u673a\u5668\u4eba\u72b6\u6001\u548c\u89c2\u6d4b\u56fe\u7247\u3002\u5176\u4e2d\u673a\u5668\u4eba\u72b6\u6001\u5305\u62ec 6 \u7ef4\u673a\u5668\u4eba\u4f4d\u59ff\u548c\u5939\u6293\u7684\u5f00\u95ed\u72b6\u6001\u3002\u673a\u5668\u4eba\u72b6\u6001\u901a\u8fc7 MLP \u6765\u7f16\u7801\u3002\u8f93\u51fa\u5305\u62ec\u672a\u6765\u5e27\u7684\u56fe\u7247\u548c\u673a\u5668\u4eba\u52a8\u4f5c\u3002\u8bed\u8a00\u548c\u56fe\u7247\u7684\u7f16\u7801\u65b9\u5f0f\u4e0e\u9884\u8bad\u7ec3\u9636\u6bb5\u76f8\u540c\u3002\u8f93\u51fa\u7aef GR-1 \u901a\u8fc7\u5b66\u4e60 [ACT] token \u6765\u9884\u6d4b\u4e0b\u4e00\u4e2a\u65f6\u95f4\u6233\u673a\u5668\u4eba\u7684\u52a8\u4f5c\u3002\u673a\u68b0\u81c2\u52a8\u4f5c\u7684\u635f\u5931\u51fd\u6570\u91c7\u7528 smooth L1 loss\uff1b\u5939\u6293\u52a8\u4f5c\u7684\u635f\u5931\u51fd\u6570\u91c7\u7528 binary cross entropy loss\u3002<\/p>\n<p><img data-dominant-color=\"f1f1f1\" data-has-transparency=\"false\" style=\"--dominant-color: #f1f1f1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17204\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/f17577c4189cb3b5bfc2610f368cfe984781da.png\" width=\"357\" height=\"51\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/f17577c4189cb3b5bfc2610f368cfe984781da.png 357w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/f17577c4189cb3b5bfc2610f368cfe984781da-300x43.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/f17577c4189cb3b5bfc2610f368cfe984781da-150x21.png 150w\" sizes=\"auto, (max-width: 357px) 100vw, 357px\" \/><\/p>\n<h4>\u5b9e\u9a8c<\/h4>\n<p>\u4f5c\u8005\u5728 CALVIN \u4eff\u771f\u5e73\u53f0\u4e0a\u505a\u4e86\u5927\u91cf\u5b9e\u9a8c\u6765\u9a8c\u8bc1 GR-1 \u7684\u6027\u80fd\u3002CALVIN \u662f\u4e00\u4e2a\u6781\u5177\u6311\u6218\u6027\u7684\u673a\u5668\u4eba\u591a\u4efb\u52a1\u64cd\u4f5c\u4eff\u771f\u5e73\u53f0\u3002\u5176\u4e2d\u5305\u62ec 34 \u4e2a\u901a\u8fc7\u8bed\u8a00\u6307\u4ee4\u7684\u64cd\u4f5c\u4efb\u52a1\u548c A, B, C, D \u56db\u4e2a\u4e0d\u540c\u7684\u73af\u5883\u3002<\/p>\n<p><img data-dominant-color=\"c3b4a8\" data-has-transparency=\"false\" style=\"--dominant-color: #c3b4a8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17205\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/173a76665898c831c4e817b66857f996635794.png\" width=\"1041\" height=\"483\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/173a76665898c831c4e817b66857f996635794.png 1041w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/173a76665898c831c4e817b66857f996635794-300x139.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/173a76665898c831c4e817b66857f996635794-1024x475.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/173a76665898c831c4e817b66857f996635794-150x70.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/173a76665898c831c4e817b66857f996635794-768x356.png 768w\" sizes=\"auto, (max-width: 1041px) 100vw, 1041px\" \/><\/p>\n<p>\u5728 ABCD-&gt;D \u5b9e\u9a8c\u4e2d\uff0c\u673a\u5668\u4eba\u5728\u6765\u81ea A, B, C, D \u56db\u4e2a\u73af\u5883\u7684\u6570\u636e\u4e0a\u8bad\u7ec3\uff0c\u5e76\u5728 D \u4e2d\u6d4b\u8bd5\u3002\u5728 ABC-&gt;D \u5b9e\u9a8c\u4e2d\uff0c\u673a\u5668\u4eba\u5728\u6765\u81ea A, B, C \u4e09\u4e2a\u73af\u5883\u7684\u6570\u636e\u4e0a\u8bad\u7ec3\uff0c\u5e76\u5728 D \u4e2d\u6d4b\u8bd5\u3002\u8fd9\u4e2a\u5b9e\u9a8c\u65e8\u5728\u6d4b\u8bd5 GR-1 \u5e94\u5bf9\u96f6\u6837\u672c\u573a\u666f\u8fc1\u79fb\u7684\u80fd\u529b\u3002\u6d4b\u8bd5\u4e2d\uff0c\u673a\u5668\u4eba\u9700\u8981\u8fde\u7eed\u5b8c\u6210 5 \u4e2a\u4efb\u52a1\u3002\u8868\u4e2d\u5c55\u793a\u4e86\u4e0d\u540c\u65b9\u6cd5\u5728\u8fde\u7eed\u5b8c\u6210 1\uff0c2\uff0c3\uff0c4\uff0c5 \u4e2a\u4efb\u52a1\u7684\u6210\u529f\u7387\u548c\u5e73\u5747\u5b8c\u6210\u7684\u4efb\u52a1\u6570\u91cf\u3002GR-1 \u5728\u4e24\u4e2a\u5b9e\u9a8c\u4e2d\u90fd\u8d85\u8fc7\u4e86\u73b0\u6709\u65b9\u6cd5\u5e76\u5728\u96f6\u6837\u672c\u573a\u666f\u8fc1\u79fb\u4e0a\u5927\u5e45\u9886\u5148\u3002<\/p>\n<p><img data-dominant-color=\"dfdfdf\" data-has-transparency=\"false\" style=\"--dominant-color: #dfdfdf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17206\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/59470611780fe8d847d48843b4a4d5bfa13b3e.png\" width=\"765\" height=\"302\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/59470611780fe8d847d48843b4a4d5bfa13b3e.png 765w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/59470611780fe8d847d48843b4a4d5bfa13b3e-300x118.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/59470611780fe8d847d48843b4a4d5bfa13b3e-150x59.png 150w\" sizes=\"auto, (max-width: 765px) 100vw, 765px\" \/><\/p>\n<p>\u8be5\u5de5\u4f5c\u8fd8\u8fdb\u884c\u4e86\u5c0f\u6570\u636e\u96c6\u7684\u5b9e\u9a8c\u4ee5\u7406\u89e3 GR-1 \u5728\u6570\u636e\u6bd4\u8f83\u5c11\u7684\u65f6\u5019\u7684\u8868\u73b0\u3002\u5728 10% data \u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u628a 34 \u4e2a\u4efb\u52a1\u4e2d\u7684\u6bcf\u4e2a\u4efb\u52a1\u7684\u8bad\u7ec3\u8f68\u8ff9\u63a7\u5236\u5728 66 \u6761\u3002\u603b\u8f68\u8ff9\u6570\u7ea6\u4e3a ABCD-&gt;D \u5b9e\u9a8c\u4e2d\u7684 10%\u3002\u4e3a\u4e86\u6d4b\u8bd5 GR-1 \u5e94\u5bf9\u672a\u77e5\u8bed\u8a00\u7684\u80fd\u529b\uff0c\u4f5c\u8005\u7528 GPT-4 \u4e3a\u6bcf\u4e2a\u4efb\u52a1\u751f\u6210\u4e86 50 \u6761\u65b0\u7684\u672a\u89c1\u8fc7\u7684\u8bed\u8a00\u6307\u4ee4\u6765\u6d4b\u8bd5\u3002GR-1 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sizes=\"auto, (max-width: 758px) 100vw, 758px\" \/><\/p>\n<p>GR-1 \u771f\u673a\u5b9e\u9a8c\u5305\u62ec\u4e86\u79fb\u52a8\u7269\u4f53\u548c\u5f00\u5173\u62bd\u5c49\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><img data-dominant-color=\"959faf\" data-has-transparency=\"false\" style=\"--dominant-color: #959faf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17208\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/f28f1f45752042d447c245033cf67398e8fd83.png\" width=\"1080\" height=\"229\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/f28f1f45752042d447c245033cf67398e8fd83.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/f28f1f45752042d447c245033cf67398e8fd83-300x64.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/f28f1f45752042d447c245033cf67398e8fd83-1024x217.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/f28f1f45752042d447c245033cf67398e8fd83-150x32.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/f28f1f45752042d447c245033cf67398e8fd83-768x163.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u79fb\u52a8\u7269\u4f53\u5b9e\u9a8c\u6307\u4ee4\u5305\u62ec\u5c06\u7269\u4f53\u79fb\u52a8\u5230\u76d8\u5b50 \/ 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data-dominant-color=\"8c7e7b\" data-has-transparency=\"false\" style=\"--dominant-color: #8c7e7b;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17210\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/3640f6b77875c9f478c69861d5bfd08f60c102.gif\" width=\"600\" height=\"450\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p><img data-dominant-color=\"927a72\" data-has-transparency=\"false\" style=\"--dominant-color: #927a72;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17211\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/56b739085646a85e6ad848d97ca3e14fe50186.gif\" width=\"600\" height=\"450\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>\u4f5c\u8005\u8fd8\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u672a\u89c1\u8fc7\u7684\u7269\u4f53\u4e0a\u505a\u4e86\u5b9e\u9a8c\u3002\u672a\u89c1\u7684\u7269\u4f53\u5305\u62ec<strong>\u672a\u89c1\u8fc7\u7684\u7269\u4f53\u5b9e\u4f8b<\/strong>\uff08\u4e00\u7ec4\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u672a\u89c1\u8fc7\u7684\u8304\u5b50\u3001\u897f\u5170\u82b1\u548c\u5f69\u6912\uff09\u548c<strong>\u672a\u89c1\u8fc7\u7684\u7269\u4f53\u79cd\u7c7b<\/strong>\uff08\u897f\u7ea2\u67ff\u548c\u9ec4\u6843\uff09\u3002<\/p>\n<p><img data-dominant-color=\"8f7f7c\" data-has-transparency=\"false\" style=\"--dominant-color: #8f7f7c;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17212\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/22223d4205a9c45d2262431a9fc4d3d88ffed7.gif\" width=\"600\" height=\"450\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p><img data-dominant-color=\"8f7e7c\" data-has-transparency=\"false\" style=\"--dominant-color: #8f7e7c;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17213\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/978477a688f4c729ce794754147fb06472446f.gif\" width=\"600\" height=\"450\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>\u4ee5\u4e0b\u4e3a\u5f00\u5173\u62bd\u5c49\u7684\u5b9e\u9a8c\uff1a<\/p>\n<p><img data-dominant-color=\"8e8881\" data-has-transparency=\"false\" style=\"--dominant-color: #8e8881;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17214\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/a81c6691541721e2bea5862fdad045169234b6.gif\" width=\"600\" height=\"450\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p><img data-dominant-color=\"918b86\" data-has-transparency=\"false\" style=\"--dominant-color: #918b86;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17215\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/616790254f99bc55d018605e745b31560539f5.gif\" width=\"600\" height=\"450\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>\u5982\u4e0b\u8868\u6240\u793a\uff0cGR-1 \u5728\u771f\u673a\u5b9e\u9a8c\u4e2d\u5927\u5e45\u9886\u5148\u5bf9\u6bd4\u7684\u73b0\u6709\u65b9\u6cd5\u3002<\/p>\n<p><img data-dominant-color=\"dfdfdf\" data-has-transparency=\"false\" style=\"--dominant-color: #dfdfdf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-17216\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/d61123f72fe747c408f6901a14344a565aa479.png\" width=\"664\" height=\"132\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/d61123f72fe747c408f6901a14344a565aa479.png 664w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/d61123f72fe747c408f6901a14344a565aa479-300x60.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/12\/d61123f72fe747c408f6901a14344a565aa479-150x30.png 150w\" sizes=\"auto, (max-width: 664px) 100vw, 664px\" \/><\/p>\n<p>\u5728\u6d88\u878d\u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u5bf9\u6bd4\u4e86\u53bb\u6389\u672a\u6765\u5e27\u9884\u6d4b\u548c\u4fdd\u7559\u672a\u6765\u5e27\u9884\u6d4b\u4f46\u53bb\u6389\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u7684\u80fd\u529b\u3002\u7ed3\u679c\u8868\u660e\u9884\u6d4b\u672a\u6765\u5e27\u548c\u9884\u8bad\u7ec3\u4e24\u8005\u90fd\u5bf9 GR-1 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