{"id":14961,"date":"2023-04-25T21:18:56","date_gmt":"2023-04-25T13:18:56","guid":{"rendered":"http:\/\/139.9.1.231\/?p=14961"},"modified":"2023-04-26T13:45:06","modified_gmt":"2023-04-26T05:45:06","slug":"segment-everything-everywhere-all-at-once","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2023\/04\/25\/segment-everything-everywhere-all-at-once\/","title":{"rendered":"Segment Everything Everywhere All at Once"},"content":{"rendered":"\n<p class=\"has-yellow-background-color has-background\">\u8bba\u6587\u94fe\u63a5\uff1a<strong><a href=\"https:\/\/arxiv.org\/pdf\/2304.06718.pdf\">https:\/\/arxiv.org\/pdf\/2304.06718.pdf<\/a><\/strong><\/p>\n\n\n\n<p class=\"has-yellow-background-color has-background\">\u9879\u76ee\u94fe\u63a5\uff1a<strong><a href=\"https:\/\/github.com\/UX-Decoder\/Segment-Everything-Everywhere-All-At-Once\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/UX-Decoder\/Segment-Everything-Everywhere-All-At-Once<\/a><\/strong><\/p>\n\n\n\n<p class=\"has-yellow-background-color has-background\">\u8bd5\u73a9\u5730\u5740\uff1a<a href=\"https:\/\/huggingface.co\/spaces\/xdecoder\/SEEM\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/huggingface.co\/spaces\/xdecoder\/SEEM<\/a><\/p>\n\n\n\n<p>       Meta \u53d1\u5e03\u300c\u5206\u5272\u4e00\u5207\u300dAI \u6a21\u578b \u2014\u2014Segment Anything Model\uff08SAM\uff09\u3002SAM \u88ab\u8ba4\u4e3a\u662f\u4e00\u4e2a\u901a\u7528\u7684\u56fe\u50cf\u5206\u5272\u57fa\u7840\u6a21\u578b\uff0c\u5b83\u5b66\u4f1a\u4e86\u5173\u4e8e\u7269\u4f53\u7684\u4e00\u822c\u6982\u5ff5\uff0c\u53ef\u4ee5\u4e3a\u4efb\u4f55\u56fe\u50cf\u6216\u89c6\u9891\u4e2d\u7684\u4efb\u4f55\u7269\u4f53\u751f\u6210 mask\uff0c\u5305\u62ec\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6ca1\u6709\u9047\u5230\u8fc7\u7684\u7269\u4f53\u548c\u56fe\u50cf\u7c7b\u578b\u3002\u8fd9\u79cd\u300c\u96f6\u6837\u672c\u8fc1\u79fb\u300d\u7684\u80fd\u529b\u4ee4\u4eba\u60ca\u53f9\uff0c\u751a\u81f3\u6709\u4eba\u79f0 CV \u9886\u57df\u8fce\u6765\u4e86\u300cGPT-3 \u65f6\u523b\u300d\u3002<\/p>\n\n\n\n<p>      \u6700\u8fd1\uff0c\u4e00\u7bc7\u300c\u4e00\u6b21\u6027\u5206\u5272\u4e00\u5207\u300d\u7684\u65b0\u8bba\u6587\u300aSegment Everything Everywhere All at Once\u300b\u518d\u6b21\u5f15\u8d77\u5173\u6ce8\u3002\u5728\u8be5\u8bba\u6587\u4e2d\uff0c\u6765\u81ea\u5a01\u65af\u5eb7\u661f\u5927\u5b66\u9ea6\u8fea\u900a\u5206\u6821\u3001\u5fae\u8f6f\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u7684\u51e0\u4f4d\u534e\u4eba\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e prompt \u7684\u65b0\u578b\u4ea4\u4e92\u6a21\u578b SEEM\u3002SEEM \u80fd\u591f\u6839\u636e\u7528\u6237\u7ed9\u51fa\u7684\u5404\u79cd\u6a21\u6001\u7684\u8f93\u5165\uff08\u5305\u62ec\u6587\u672c\u3001\u56fe\u50cf\u3001\u6d82\u9e26\u7b49\u7b49\uff09\uff0c\u4e00\u6b21\u6027\u5206\u5272\u56fe\u50cf\u6216\u89c6\u9891\u4e2d\u7684\u6240\u6709\u5185\u5bb9\uff0c\u5e76\u8bc6\u522b\u51fa\u7269\u4f53\u7c7b\u522b\u3002\u8be5\u9879\u76ee\u5df2\u7ecf\u5f00\u6e90\uff0c\u5e76\u63d0\u4f9b\u4e86\u8bd5\u73a9\u5730\u5740\u4f9b\u5927\u5bb6\u4f53\u9a8c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"410\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-23-1024x410.png\" alt=\"\" class=\"wp-image-14963\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-23-1024x410.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-23-300x120.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-23-768x308.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-23-1536x615.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-23.png 1825w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>      \u8be5\u7814\u7a76\u901a\u8fc7\u5168\u9762\u7684\u5b9e\u9a8c\u9a8c\u8bc1\u4e86 SEEM \u5728\u5404\u79cd\u5206\u5272\u4efb\u52a1\u4e0a\u7684\u6709\u6548\u6027\u3002\u5373\u4f7f SEEM \u4e0d\u5177\u6709\u4e86\u89e3\u7528\u6237\u610f\u56fe\u7684\u80fd\u529b\uff0c\u4f46\u5b83\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u56e0\u4e3a\u5b83\u5b66\u4f1a\u4e86\u5728\u7edf\u4e00\u7684\u8868\u5f81\u7a7a\u95f4\u4e2d\u7f16\u5199\u4e0d\u540c\u7c7b\u578b\u7684 prompt\u3002\u6b64\u5916\uff0cSEEM \u53ef\u4ee5\u901a\u8fc7\u8f7b\u91cf\u7ea7\u7684 prompt \u89e3\u7801\u5668\u6709\u6548\u5730\u5904\u7406\u591a\u8f6e\u4ea4\u4e92\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"912\" height=\"647\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-24.png\" alt=\"\" class=\"wp-image-14966\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-24.png 912w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-24-300x213.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-24-768x545.png 768w\" sizes=\"(max-width: 912px) 100vw, 912px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/strong>&nbsp;(<code>Large Language Model, LLMs<\/code>) \u7684\u6210\u529f\uff0c\u5982&nbsp;<code>ChatGPT<\/code>\uff0c\u8bc1\u660e\u4e86\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5728\u4e0e\u4eba\u7c7b\u4e92\u52a8\u4e2d\u7684\u91cd\u8981\u6027\uff0c\u5e76\u63d0\u4f9b\u4e86<strong>\u4eba\u5de5\u901a\u7528\u667a\u80fd<\/strong>&nbsp;(<code>AGI<\/code>) \u7684\u4e00\u77a5\u3002\u4e0e\u4eba\u7c7b\u4e92\u52a8\u7684\u80fd\u529b\u9700\u8981\u4e00\u4e2a\u7528\u6237\u53cb\u597d\u7684\u754c\u9762\uff0c\u53ef\u4ee5\u63a5\u53d7\u5c3d\u53ef\u80fd\u591a\u7c7b\u578b\u7684\u4eba\u7c7b\u8f93\u5165\uff0c\u5e76\u751f\u6210\u4eba\u7c7b\u5bb9\u6613\u7406\u89e3\u7684\u54cd\u5e94\u3002\u5728<strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/strong>&nbsp;(<code>NLP<\/code>) \u9886\u57df\uff0c\u8fd9\u6837\u7684\u901a\u7528\u4ea4\u4e92\u754c\u9762\u5df2\u7ecf\u51fa\u73b0\u5e76\u53d1\u5c55\u4e86\u4e00\u6bb5\u65f6\u95f4\uff0c\u4ece\u65e9\u671f\u7684\u6a21\u578b\u5982&nbsp;<code>GPT<\/code>&nbsp;\u548c&nbsp;<code>T5<\/code>\uff0c\u5230\u4e00\u4e9b\u66f4\u9ad8\u7ea7\u7684\u6280\u672f\uff0c\u5982\u63d0\u793a\u548c\u601d\u7ef4\u94fe\u3002\u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\uff0c\u4e00\u4e9b\u6700\u8fd1\u7684\u5de5\u4f5c\u5c1d\u8bd5\u5c06\u6587\u672c\u63d0\u793a\u4e0e\u5176\u4ed6\u7c7b\u578b\uff0c\u5982\u8349\u56fe\u6216\u5e03\u5c40\u76f8\u7ed3\u5408\uff0c\u4ee5\u66f4\u51c6\u786e\u5730\u6355\u6349\u7528\u6237\u610f\u56fe\uff0c\u751f\u6210\u65b0\u7684\u63d0\u793a\u5e76\u652f\u6301\u591a\u8f6e\u4eba\u5de5\u667a\u80fd\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u901a\u7528\u7684\u63d0\u793a\u65b9\u6848\uff0c\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u7c7b\u578b\u7684\u63d0\u793a\uff08\u5982\u6587\u672c\u3001\u70b9\u51fb\u3001\u56fe\u50cf\uff09\u4e0e\u7528\u6237\u4ea4\u4e92\uff0c\u8fdb\u800c\u6784\u5efa\u4e00\u4e2a\u901a\u7528\u7684&nbsp;<strong>\u201c\u5206\u5272\u4e00\u5207\u201d<\/strong>&nbsp;\u7684\u6a21\u578b&nbsp;<code>SEEM<\/code>\u3002\u8be5\u6a21\u578b\u91c7\u7528&nbsp;<code>Transformer<\/code>&nbsp;\u7f16\u7801\u5668-\u89e3\u7801\u5668\u7ed3\u6784\uff0c\u5c06\u6240\u6709\u67e5\u8be2\u4f5c\u4e3a\u63d0\u793a\u8f93\u5165\u5230\u89e3\u7801\u5668\u4e2d\uff0c\u5e76\u4f7f\u7528\u56fe\u50cf\u548c\u6587\u672c\u7f16\u7801\u5668\u4f5c\u4e3a\u63d0\u793a\u7f16\u7801\u5668\u6765\u7f16\u7801\u6240\u6709\u7c7b\u578b\u7684\u67e5\u8be2\uff0c\u4ece\u800c\u4f7f\u89c6\u89c9\u548c\u6587\u672c\u63d0\u793a\u59cb\u7ec8\u4fdd\u6301\u5bf9\u9f50\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u8be5\u6a21\u578b\u8fd8\u5f15\u5165\u4e86\u8bb0\u5fc6\u63d0\u793a\u6765\u7f29\u51cf\u4ee5\u524d\u7684\u5206\u5272\u4fe1\u606f\uff0c\u5e76\u4e0e\u5176\u4ed6\u63d0\u793a\u8fdb\u884c\u901a\u4fe1\uff0c\u4ee5\u589e\u5f3a\u4e92\u52a8\u6027\u3002\u4e0e&nbsp;<code>SAM<\/code>&nbsp;\u7b49\u5176\u4ed6\u5de5\u4f5c\u4e0d\u540c\u7684\u662f\uff0c\u8be5\u6a21\u578b\u652f\u6301\u591a\u79cd\u63d0\u793a\u7c7b\u578b\uff0c\u5177\u6709\u96f6\u6837\u672c\u6cdb\u5316\u80fd\u529b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c<code>SEEM<\/code>&nbsp;\u5728\u8bb8\u591a\u5206\u5272\u4efb\u52a1\u4e2d\u5177\u6709\u5f3a\u5927\u7684\u6027\u80fd\uff0c\u5305\u62ec\u5c01\u95ed\u96c6\u548c\u5f00\u653e\u96c6\u5168\u666f\u5206\u5272\u3001\u4ea4\u4e92\u5f0f\u5206\u5272\u3001\u63a5\u5730\u5206\u5272\u4ee5\u53ca\u4f7f\u7528\u591a\u79cd\u63d0\u793a\u7684\u5206\u5272\u4efb\u52a1\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u53d8\u5f62\u91d1\u521a\u7684\u5408\u5f71\u4e2d\u628a\u300c\u64ce\u5929\u67f1\u300d\u5206\u5272\u51fa\u6765\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/image.jiqizhixin.com\/uploads\/editor\/87025885-0c75-49de-bd90-fa429e193a69\/640.png\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u8fd8\u80fd\u5bf9\u4e00\u7c7b\u7269\u4f53\u505a\u5206\u5272\uff0c\u6bd4\u5982\u5728\u4e00\u5f20\u666f\u89c2\u56fe\u7247\u4e2d\u5206\u5272\u51fa\u6240\u6709\u5efa\u7b51\u7269\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/image.jiqizhixin.com\/uploads\/editor\/2c0d0f87-feda-4607-8755-9c1bcd0e2282\/640.png\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>SEEM \u4e5f\u80fd\u8f7b\u677e\u5206\u5272\u51fa\u89c6\u9891\u4e2d\u79fb\u52a8\u7684\u7269\u4f53\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/image.jiqizhixin.com\/uploads\/editor\/9ce81c25-e13c-4b30-aeed-fda57d5b21ed\/640.gif\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e2a\u5206\u5272\u6548\u679c\u53ef\u4ee5\u8bf4\u662f\u975e\u5e38\u4e1d\u6ed1\u4e86\u3002\u6211\u4eec\u6765\u770b\u4e00\u4e0b\u8be5\u7814\u7a76\u63d0\u51fa\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p><strong>\u65b9\u6cd5\u6982\u8ff0<\/strong><\/p>\n\n\n\n<p>     \u8be5\u7814\u7a76\u65e8\u5728\u63d0\u51fa\u4e00\u4e2a\u901a\u7528\u63a5\u53e3\uff0c\u4ee5\u501f\u52a9\u591a\u6a21\u6001 prompt \u8fdb\u884c\u56fe\u50cf\u5206\u5272\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5305\u542b 4 \u4e2a\u5c5e\u6027\u7684\u65b0\u65b9\u6848\uff0c\u5305\u62ec\u591a\u529f\u80fd\u6027\uff08versatility\uff09\u3001\u7ec4\u5408\u6027\uff08compositionality\uff09\u3001\u4ea4\u4e92\u6027\uff08interactivity\uff09\u548c\u8bed\u4e49\u611f\u77e5\u80fd\u529b\uff08semantic-awareness\uff09\uff0c\u5177\u4f53\u5305\u62ec<\/p>\n\n\n\n<p>1\uff09\u591a\u529f\u80fd\u6027\u8be5\u7814\u7a76\u63d0\u51fa\u5c06\u70b9\u3001\u63a9\u7801\u3001\u6587\u672c\u3001\u68c0\u6d4b\u6846\uff08box\uff09\u751a\u81f3\u662f\u53e6\u4e00\u4e2a\u56fe\u50cf\u7684\u53c2\u8003\u533a\u57df\uff08referred region\uff09\u8fd9\u4e9b\u5f02\u6784\u7684\u5143\u7d20\uff0c\u7f16\u7801\u6210\u540c\u4e00\u4e2a\u8054\u5408\u89c6\u89c9\u8bed\u4e49\u7a7a\u95f4\u4e2d\u7684 prompt\u3002<\/p>\n\n\n\n<p>2\uff09\u7ec4\u5408\u6027\u901a\u8fc7\u5b66\u4e60\u89c6\u89c9\u548c\u6587\u672c prompt \u7684\u8054\u5408\u89c6\u89c9\u8bed\u4e49\u7a7a\u95f4\u6765\u5373\u65f6\u7f16\u5199\u67e5\u8be2\u4ee5\u8fdb\u884c\u63a8\u7406\u3002SEEM \u53ef\u4ee5\u5904\u7406\u8f93\u5165 prompt \u7684\u4efb\u610f\u7ec4\u5408\u3002<\/p>\n\n\n\n<p>3\uff09\u4ea4\u4e92\u6027\uff1a\u8be5\u7814\u7a76\u5f15\u5165\u4e86\u901a\u8fc7\u7ed3\u5408\u53ef\u5b66\u4e60\u7684\u8bb0\u5fc6\uff08memory\uff09 prompt\uff0c\u5e76\u901a\u8fc7\u63a9\u7801\u6307\u5bfc\u7684\u4ea4\u53c9\u6ce8\u610f\u529b\u4fdd\u7559\u5bf9\u8bdd\u5386\u53f2\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>4\uff09\u8bed\u4e49\u611f\u77e5\u80fd\u529b\uff1a\u4f7f\u7528\u6587\u672c\u7f16\u7801\u5668\u5bf9\u6587\u672c\u67e5\u8be2\u548c\u63a9\u7801\u6807\u7b7e\u8fdb\u884c\u7f16\u7801\uff0c\u4ece\u800c\u4e3a\u6240\u6709\u8f93\u51fa\u5206\u5272\u7ed3\u679c\u63d0\u4f9b\u4e86\u5f00\u653e\u96c6\u8bed\u4e49\u3002<\/p>\n\n\n\n<p>      \u67b6\u6784\u65b9\u9762\uff0cSEEM \u9075\u5faa\u4e00\u4e2a\u7b80\u5355\u7684 Transformer \u7f16\u7801\u5668 &#8211; \u89e3\u7801\u5668\u67b6\u6784\uff0c\u5e76\u989d\u5916\u6dfb\u52a0\u4e86\u4e00\u4e2a\u6587\u672c\u7f16\u7801\u5668\u3002\u5728 SEEM \u4e2d\uff0c\u89e3\u7801\u8fc7\u7a0b\u7c7b\u4f3c\u4e8e\u751f\u6210\u5f0f LLM\uff0c\u4f46\u5177\u6709\u591a\u6a21\u6001\u8f93\u5165\u548c\u591a\u6a21\u6001\u8f93\u51fa\u3002\u6240\u6709\u67e5\u8be2\u90fd\u4f5c\u4e3a prompt \u53cd\u9988\u5230\u89e3\u7801\u5668\uff0c\u56fe\u50cf\u548c\u6587\u672c\u7f16\u7801\u5668\u7528\u4f5c prompt \u7f16\u7801\u5668\u6765\u7f16\u7801\u6240\u6709\u7c7b\u578b\u7684\u67e5\u8be2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"457\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-25-1024x457.png\" alt=\"\" class=\"wp-image-14970\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-25-1024x457.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-25-300x134.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-25-768x343.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-25-1536x686.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-25.png 1843w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>      \u5177\u4f53\u6765\u8bf4\uff0c\u8be5\u7814\u7a76\u5c06\u6240\u6709\u67e5\u8be2\uff08\u5982\u70b9\u3001\u6846\u548c\u63a9\u7801\uff09\u7f16\u7801\u4e3a\u89c6\u89c9 prompt\uff0c\u540c\u65f6\u4f7f\u7528\u6587\u672c\u7f16\u7801\u5668\u5c06\u6587\u672c\u67e5\u8be2\u8f6c\u6362\u4e3a\u6587\u672c prompt\uff0c\u8fd9\u6837\u89c6\u89c9\u548c\u6587\u672c prompt \u5c31\u80fd\u4fdd\u6301\u5bf9\u9f50\u30025 \u79cd\u4e0d\u540c\u7c7b\u578b\u7684 prompt \u90fd\u80fd\u90fd\u6620\u5c04\u5230\u8054\u5408\u89c6\u89c9\u8bed\u4e49\u7a7a\u95f4\u4e2d\uff0c\u901a\u8fc7\u96f6\u6837\u672c\u9002\u5e94\u6765\u5904\u7406\u672a\u89c1\u8fc7\u7684\u7528\u6237 prompt\u3002\u901a\u8fc7\u5bf9\u4e0d\u540c\u7684\u5206\u5272\u4efb\u52a1\u8fdb\u884c\u8bad\u7ec3\uff0c\u6a21\u578b\u5177\u6709\u5904\u7406\u5404\u79cd prompt \u7684\u80fd\u529b\u3002\u6b64\u5916\uff0c\u4e0d\u540c\u7c7b\u578b\u7684 prompt \u53ef\u4ee5\u501f\u52a9\u4ea4\u53c9\u6ce8\u610f\u529b\u4e92\u76f8\u8f85\u52a9\u3002\u6700\u7ec8\uff0cSEEM \u6a21\u578b\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd prompt \u6765\u83b7\u5f97\u5353\u8d8a\u7684\u5206\u5272\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>        \u9664\u4e86\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\uff0cSEEM \u5728\u8fd0\u884c\u65b9\u9762\u4e5f\u5f88\u9ad8\u6548\u3002\u7814\u7a76\u4eba\u5458\u5c06 prompt \u4f5c\u4e3a\u89e3\u7801\u5668\u7684\u8f93\u5165\uff0c\u56e0\u6b64\u5728\u4e0e\u4eba\u7c7b\u8fdb\u884c\u591a\u8f6e\u4ea4\u4e92\u65f6\uff0cSEEM \u53ea\u9700\u8981\u5728\u6700\u5f00\u59cb\u8fd0\u884c\u4e00\u6b21\u7279\u5f81\u63d0\u53d6\u5668\u3002\u5728\u6bcf\u6b21\u8fed\u4ee3\u4e2d\uff0c\u53ea\u9700\u8981\u4f7f\u7528\u65b0\u7684 prompt \u518d\u6b21\u8fd0\u884c\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u89e3\u7801\u5668\u3002\u56e0\u6b64\uff0c\u5728\u90e8\u7f72\u6a21\u578b\u65f6\uff0c\u53c2\u6570\u91cf\u5927\u8fd0\u884c\u8d1f\u62c5\u91cd\u7684\u7279\u5f81\u63d0\u53d6\u5668\u53ef\u4ee5\u5728\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\uff0c\u800c\u5728\u7528\u6237\u7684\u673a\u5668\u4e0a\u4ec5\u8fd0\u884c\u76f8\u5bf9\u8f7b\u91cf\u7ea7\u7684\u89e3\u7801\u5668\uff0c\u4ee5\u7f13\u89e3\u591a\u6b21\u8fdc\u7a0b\u8c03\u7528\u4e2d\u7684\u7f51\u7edc\u5ef6\u8fdf\u95ee\u9898\u3002<\/p>\n\n\n\n<p>     \u5982\u4e0a\u56fe 3\uff08b\uff09\u6240\u793a\uff0c\u5728\u591a\u8f6e\u4ea4\u4e92\u4e2d\uff0c\u6bcf\u6b21\u4ea4\u4e92\u5305\u542b\u4e00\u4e2a\u4eba\u5de5\u5faa\u73af\u548c\u4e00\u4e2a\u6a21\u578b\u5faa\u73af\u3002\u5728\u4eba\u5de5\u5faa\u73af\u4e2d\uff0c\u4eba\u63a5\u6536\u4e0a\u4e00\u6b21\u8fed\u4ee3\u7684\u63a9\u7801\u8f93\u51fa\uff0c\u5e76\u901a\u8fc7\u89c6\u89c9 prompt \u7ed9\u51fa\u4e0b\u4e00\u8f6e\u89e3\u7801\u7684\u6b63\u53cd\u9988\u6216\u8d1f\u53cd\u9988\u3002\u5728\u6a21\u578b\u5faa\u73af\u4e2d\uff0c\u6a21\u578b\u63a5\u6536\u5e76\u66f4\u65b0\u8bb0\u5fc6 prompt \u4f9b\u672a\u6765\u7684\u9884\u6d4b\u3002<\/p>\n\n\n\n<p>SEEM \u662f\u4e00\u79cd\u91c7\u7528\u901a\u7528\u7f16\u7801\u5668-\u89e3\u7801\u5668\u67b6\u6784\u7684\u6a21\u578b, \u4f46\u5177\u6709\u590d\u6742\u7684\u67e5\u8be2\u548c\u63d0\u793a\u4ea4\u4e92, \u5982\u56fe3(a) \u6240\u793a\u3002\u7ed9\u5b9a\u8f93\u5165\u56fe\u50cf\u00a0, \u9996\u5148\u4f7f\u7528\u56fe\u50cf\u7f16\u7801\u5668\u63d0\u53d6\u56fe\u50cf\u7279\u5f81\u00a0, \u7136\u540e SEEM \u89e3\u7801\u5668\u57fa\u4e8e\u4e0e\u89c6\u89c9\u3001\u6587\u672c\u548c\u8bb0\u5fc6\u63d0\u793a\u3001\u00a0\u4ea4\u4e92\u7684\u67e5\u8be2\u8f93\u51fa\u00a0\u00a0\u6765\u9884\u6d4b\u63a9\u6a21\u00a0\u00a0\u548c\u8bed\u4e49\u6982\u5ff5\u00a0\u3002<\/p>\n\n\n\n<p>\u5728\u8bad\u7ec3\u671f\u95f4,&nbsp;&nbsp;\u88ab\u590d\u5236\u7528\u4e8e\u5168\u666f\u5206\u5272\u3001\u6307\u4ee3\u5206\u5272\u548c\u4ea4\u4e92\u5206\u5272\u3002<\/p>\n\n\n\n<p>\u5728\u63a8\u65ad\u65f6\uff0c\u53ef\u5b66\u4e60\u7684\u67e5\u8be2\u4ece\u76f8\u540c\u7684\u6743\u91cd\u96c6\u5408\u521d\u59cb\u5316\uff0c\u4ece\u800c\u5b9e\u73b0\u00a0<code>zero-shot<\/code>\u00a0\u7ec4\u5408\u3002\u8fd9\u79cd\u8bbe\u8ba1\u53d7\u5230\u00a0<code>X-Decoder<\/code>\u00a0\u7684\u6210\u529f\u5b9e\u8df5\u7684\u542f\u53d1\uff0c\u4f46\u4e0d\u540c\u4e4b\u5904\u662f\uff0c\u8fd9\u5141\u8bb8\u4f7f\u7528\u5177\u6709\u4ee5\u4e0b\u5c5e\u6027\u7684\u901a\u7528\u56fe\u50cf\u5206\u5272\u6a21\u578b\uff1a<\/p>\n\n\n\n<h3>\u591a\u529f\u80fd<\/h3>\n\n\n\n<p>\u9664\u4e86\u6587\u672c\u8f93\u5165\u5916\uff0c<code>SEEM<\/code>&nbsp;\u8fd8\u5f15\u5165\u4e86\u89c6\u89c9\u63d0\u793a\u6765\u5904\u7406\u6240\u6709\u7684\u975e\u6587\u672c\u8f93\u5165\uff0c\u4f8b\u5982\u70b9\u3001\u6846\u3001\u6d82\u9e26\u548c\u53e6\u4e00\u5e45\u56fe\u50cf\u7684\u533a\u57df\u5f15\u7528\u7b49\u3002<\/p>\n\n\n\n<p><strong>\u5f53\u6587\u672c\u63d0\u793a\u65e0\u6cd5\u51c6\u786e\u8bc6\u522b\u6b63\u786e\u7684\u5206\u5272\u533a\u57df\u65f6\uff0c\u975e\u6587\u672c\u63d0\u793a\u5c31\u80fd\u591f\u63d0\u4f9b\u6709\u7528\u7684\u8865\u5145\u4fe1\u606f\uff0c\u5e2e\u52a9\u51c6\u786e\u5b9a\u4f4d\u5206\u5272\u533a\u57df\u3002<\/strong>&nbsp;\u4ee5\u5f80\u7684\u4ea4\u4e92\u5f0f\u5206\u5272\u65b9\u6cd5\u901a\u5e38\u5c06\u7a7a\u95f4\u67e5\u8be2\u8f6c\u6362\u4e3a\u63a9\u6a21\uff0c\u7136\u540e\u5c06\u5b83\u4eec\u9988\u9001\u5230\u56fe\u50cf\u9aa8\u5e72\u7f51\u7edc\u4e2d\uff0c\u6216\u8005\u9488\u5bf9\u6bcf\u79cd\u8f93\u5165\u7c7b\u578b\uff08\u70b9\u3001\u6846\uff09\u4f7f\u7528\u4e0d\u540c\u7684\u63d0\u793a\u7f16\u7801\u5668\u3002<strong>\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5b58\u5728\u91cd\u91cf\u8fc7\u5927\u6216\u96be\u4ee5\u6cdb\u5316\u7684\u95ee\u9898\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c<code>SEEM<\/code>&nbsp;\u63d0\u51fa\u4e86\u4f7f\u7528\u89c6\u89c9\u63d0\u793a\u6765\u7edf\u4e00\u6240\u6709\u975e\u6587\u672c\u8f93\u5165\u3002<strong>\u8fd9\u4e9b\u89c6\u89c9\u63d0\u793a\u4ee5\u4ee4\u724c\u7684\u5f62\u5f0f\u7edf\u4e00\u8868\u793a\uff0c\u5e76\u4f4d\u4e8e\u540c\u4e00\u89c6\u89c9\u5d4c\u5165\u7a7a\u95f4\u4e2d\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u4f7f\u7528\u540c\u4e00\u79cd\u65b9\u6cd5\u6765\u5904\u7406\u6240\u6709\u975e\u6587\u672c\u8f93\u5165\u3002<\/strong>&nbsp;\u4e3a\u4e86\u63d0\u53d6\u8fd9\u4e9b\u89c6\u89c9\u63d0\u793a\u7684\u7279\u5f81\uff0c\u8be5\u6a21\u578b\u8fd8\u5f15\u5165\u4e86\u4e00\u4e2a\u79f0\u4e3a\u201c<strong>\u89c6\u89c9\u91c7\u6837\u5668<\/strong>\u201d\u7684\u65b9\u6cd5\uff0c\u7528\u4e8e\u4ece\u8f93\u5165\u56fe\u50cf\u6216\u5f15\u7528\u56fe\u50cf\u7684\u7279\u5f81\u6620\u5c04\u4e2d\u63d0\u53d6\u7279\u5b9a\u4f4d\u7f6e\u7684\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c<code>SEEM<\/code>&nbsp;\u8fd8\u901a\u8fc7\u5168\u666f\u548c\u5f15\u7528\u5206\u5272\u6765\u6301\u7eed\u5b66\u4e60\u901a\u7528\u7684\u89c6\u89c9-\u8bed\u4e49\u7a7a\u95f4\uff0c\u4f7f\u5f97\u89c6\u89c9\u63d0\u793a\u4e0e\u6587\u672c\u63d0\u793a\u80fd\u591f\u81ea\u7136\u5730\u5bf9\u9f50\uff0c\u4ece\u800c\u66f4\u597d\u5730\u6307\u5bfc\u5206\u5272\u8fc7\u7a0b\u3002\u5728\u5b66\u4e60\u8bed\u4e49\u6807\u7b7e\u65f6\uff0c<strong>\u63d0\u793a\u7279\u5f81\u4e0e\u6587\u672c\u63d0\u793a\u6620\u5c04\u5230\u76f8\u540c\u7684\u7a7a\u95f4\u4ee5\u8ba1\u7b97\u76f8\u4f3c\u5ea6\u77e9\u9635\uff0c\u4ece\u800c\u66f4\u597d\u5730\u534f\u540c\u5b8c\u6210\u5206\u5272\u4efb\u52a1\u3002<\/strong><\/p>\n\n\n\n<h3>\u53ef\u7ec4\u5408<\/h3>\n\n\n\n<p>\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u4e0d\u540c\u6216\u7ec4\u5408\u7684\u8f93\u5165\u7c7b\u578b\u8868\u8fbe\u5176\u610f\u56fe\uff0c\u56e0\u6b64\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u7ec4\u5408\u5f0f\u63d0\u793a\u65b9\u6cd5\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u5728\u6a21\u578b\u8bad\u7ec3\u65f6\u4f1a\u9047\u5230\u4e24\u4e2a\u95ee\u9898\u3002<strong>\u9996\u5148\uff0c\u8bad\u7ec3\u6570\u636e\u901a\u5e38\u53ea\u6db5\u76d6\u4e00\u79cd\u4ea4\u4e92\u7c7b\u578b<\/strong>\uff08\u4f8b\u5982\uff0c\u65e0\u3001\u6587\u672c\u3001\u89c6\u89c9\uff09\u3002<strong>\u5176\u6b21\uff0c\u867d\u7136\u6211\u4eec\u5df2\u7ecf\u4f7f\u7528\u89c6\u89c9\u63d0\u793a\u6765\u7edf\u4e00\u6240\u6709\u975e\u6587\u672c\u63d0\u793a\u5e76\u5c06\u5b83\u4eec\u4e0e\u6587\u672c\u63d0\u793a\u5bf9\u9f50\uff0c\u4f46\u5b83\u4eec\u7684\u5d4c\u5165\u7a7a\u95f4\u4ecd\u7136\u672c\u8d28\u4e0a\u4e0d\u540c\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u5c06\u4e0d\u540c\u7c7b\u578b\u7684\u63d0\u793a\u4e0e\u4e0d\u540c\u7684\u8f93\u51fa\u8fdb\u884c\u5339\u914d\u7684\u65b9\u6cd5\u3002\u5728\u6a21\u578b\u8bad\u7ec3\u540e\uff0c<code>SEEM<\/code>&nbsp;\u6a21\u578b\u53d8\u5f97\u719f\u6089\u4e86\u6240\u6709\u63d0\u793a\u7c7b\u578b\uff0c\u5e76\u652f\u6301\u5404\u79cd\u7ec4\u5408\u65b9\u5f0f\uff0c\u4f8b\u5982\u65e0\u63d0\u793a\u3001\u5355\u63d0\u793a\u7c7b\u578b\u6216\u540c\u65f6\u4f7f\u7528\u89c6\u89c9\u548c\u6587\u672c\u63d0\u793a\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5373\u4f7f\u662f\u4ece\u672a\u50cf\u8fd9\u6837\u8bad\u7ec3\u8fc7\u7684\u6837\u672c\uff0c\u89c6\u89c9\u548c\u6587\u672c\u63d0\u793a\u4e5f\u53ef\u4ee5\u7b80\u5355\u5730\u8fde\u63a5\u5e76\u9988\u9001\u5230&nbsp;<code>SEEM<\/code>&nbsp;\u89e3\u7801\u5668\u4e2d\u3002<\/p>\n\n\n\n<h3>\u53ef\u4ea4\u4e92<\/h3>\n\n\n\n<p><code>SEEM<\/code>&nbsp;\u901a\u8fc7\u5f15\u5165\u8bb0\u5fc6\u63d0\u793a\u6765\u8fdb\u884c\u591a\u8f6e\u4ea4\u4e92\u5f0f\u5206\u5272\uff0c\u4f7f\u5f97\u5206\u5272\u7ed3\u679c\u5f97\u5230\u8fdb\u4e00\u6b65\u4f18\u5316\u3002\u8bb0\u5fc6\u63d0\u793a\u662f\u7528\u6765\u4f20\u9012\u5148\u524d\u8fed\u4ee3\u4e2d\u7684\u5206\u5272\u7ed3\u679c\uff0c\u5c06\u5386\u53f2\u4fe1\u606f\u7f16\u7801\u5230\u6a21\u578b\u4e2d\uff0c\u4ee5\u5728\u5f53\u524d\u8f6e\u6b21\u4e2d\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u4e0d\u540c\u4e8e\u4e4b\u524d\u7684\u5de5\u4f5c\u4f7f\u7528\u4e00\u4e2a\u7f51\u7edc\u6765\u7f16\u7801\u63a9\u6a21\uff0c<code>SEEM<\/code>&nbsp;\u91c7\u7528\u63a9\u6a21\u5f15\u5bfc\u7684\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u6765\u7f16\u7801\u5386\u53f2\u4fe1\u606f\uff0c\u8fd9\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u5229\u7528\u5206\u5272\u5386\u53f2\u4fe1\u606f\u6765\u8fdb\u884c\u4e0b\u4e00\u8f6e\u6b21\u7684\u4f18\u5316\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e5f\u53ef\u4ee5\u6269\u5c55\u5230\u540c\u65f6\u8fdb\u884c\u591a\u4e2a\u5bf9\u8c61\u7684\u4ea4\u4e92\u5f0f\u5206\u5272\u3002<\/p>\n\n\n\n<h3>\u8bed\u4e49\u611f\u77e5<\/h3>\n\n\n\n<p>\u4e0e\u4e4b\u524d\u7684\u7c7b\u522b\u65e0\u5173\u7684\u4ea4\u4e92\u5f0f\u5206\u5272\u65b9\u6cd5\u4e0d\u540c\uff0c<code>SEEM<\/code>&nbsp;\u5c06\u8bed\u4e49\u6807\u7b7e\u5e94\u7528\u4e8e\u6765\u81ea\u6240\u6709\u7c7b\u578b\u63d0\u793a\u7ec4\u5408\u7684\u63a9\u7801\uff0c\u56e0\u4e3a\u5b83\u7684\u89c6\u89c9\u63d0\u793a\u7279\u5f81\u4e0e\u6587\u672c\u7279\u5f81\u5728\u4e00\u4e2a\u8054\u5408\u89c6\u89c9-\u8bed\u4e49\u7a7a\u95f4\u4e2d\u662f\u5bf9\u9f50\u7684\u3002<\/p>\n\n\n\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u867d\u7136\u6ca1\u6709\u4e3a\u4ea4\u4e92\u5f0f\u5206\u5272\u8bad\u7ec3\u4efb\u4f55\u8bed\u4e49\u6807\u7b7e\uff0c\u4f46\u662f\u7531\u4e8e\u8054\u5408\u89c6\u89c9-\u8bed\u4e49\u7a7a\u95f4\u7684\u5b58\u5728\uff0c<strong>\u63a9\u819c\u5d4c\u5165<\/strong>(<code>mask embeddings<\/code>)\u548c&nbsp;<strong>\u89c6\u89c9\u53d6\u6837\u5668<\/strong>&nbsp;(<code>visual sampler<\/code>)\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u77e9\u9635\u53ef\u4ee5\u88ab\u8ba1\u7b97\u51fa\u6765\uff0c\u4ece\u800c\u4f7f\u5f97\u8ba1\u7b97\u51fa\u7684&nbsp;<code>logits<\/code>&nbsp;\u53ef\u4ee5\u5f88\u597d\u7684\u5bf9\u9f50\uff0c\u5982\u56fe3(a)\u6240\u793a\u3002<\/p>\n\n\n\n<p>\u8fd9\u6837\uff0c\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u67e5\u8be2\u56fe\u50cf\u5c31\u53ef\u4ee5\u6c47\u96c6\u591a\u4e2a\u793a\u4f8b\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<p>\u8be5\u7814\u7a76\u5c06 SEEM \u6a21\u578b\u4e0e SOTA \u4ea4\u4e92\u5f0f\u5206\u5272\u6a21\u578b\u8fdb\u884c\u4e86\u5b9e\u9a8c\u6bd4\u8f83\uff0c\u7ed3\u679c\u5982\u4e0b\u8868 1 \u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"415\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-26-1024x415.png\" alt=\"\" class=\"wp-image-14972\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-26-1024x415.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-26-300x122.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-26-768x312.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-26-1536x623.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-26.png 1841w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>      \u4f5c\u4e3a\u4e00\u4e2a\u901a\u7528\u6a21\u578b\uff0cSEEM \u5b9e\u73b0\u4e86\u4e0e RITM\uff0cSimpleClick \u7b49\u6a21\u578b\u76f8\u5f53\u7684\u6027\u80fd\uff0c\u5e76\u4e14\u4e0e SAM \u7684\u6027\u80fd\u975e\u5e38\u63a5\u8fd1\uff0c\u800c SAM \u7528\u4e8e\u8bad\u7ec3\u7684\u5206\u5272\u6570\u636e\u662f SEEM \u7684 50 \u500d\u4e4b\u591a\u3002<\/p>\n\n\n\n<p class=\"has-light-pink-background-color has-background\">    <strong> \u4e0e\u73b0\u6709\u7684\u4ea4\u4e92\u5f0f\u6a21\u578b\u4e0d\u540c\uff0cSEEM \u662f\u7b2c\u4e00\u4e2a\u4e0d\u4ec5\u652f\u6301\u7ecf\u5178\u5206\u5272\u4efb\u52a1\uff0c\u8fd8\u652f\u6301\u5404\u79cd\u7528\u6237\u8f93\u5165\u7c7b\u578b\u7684\u901a\u7528\u63a5\u53e3\uff0c\u5305\u62ec\u6587\u672c\u3001\u70b9\u3001\u6d82\u9e26\u3001\u6846\u548c\u56fe\u50cf\uff0c\u63d0\u4f9b\u5f3a\u5927\u7684\u7ec4\u5408\u529f\u80fd\u3002\u5982\u4e0b\u8868 2 \u6240\u793a\uff0c\u901a\u8fc7\u6dfb\u52a0\u53ef\u7ec4\u5408\u7684 prompt\uff0cSEEM \u5728 cIoU\uff0cmIoU \u7b49\u6307\u6807\u4e0a\u6709\u4e86\u663e\u8457\u7684\u5206\u5272\u6027\u80fd\u63d0\u5347\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"901\" height=\"392\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-27.png\" alt=\"\" class=\"wp-image-14976\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-27.png 901w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-27-300x131.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-27-768x334.png 768w\" sizes=\"(max-width: 901px) 100vw, 901px\" \/><\/figure>\n\n\n\n<p>\u6211\u4eec\u518d\u6765\u770b\u4e00\u4e0b\u4ea4\u4e92\u5f0f\u56fe\u50cf\u5206\u5272\u7684\u53ef\u89c6\u5316\u7ed3\u679c\u3002\u7528\u6237\u53ea\u9700\u8981\u753b\u51fa\u4e00\u4e2a\u70b9\u6216\u7b80\u5355\u6d82\u9e26\uff0cSEEM \u5c31\u80fd\u63d0\u4f9b\u975e\u5e38\u597d\u7684\u5206\u5272\u7ed3\u679c<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"290\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-28-1024x290.png\" alt=\"\" class=\"wp-image-14977\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-28-1024x290.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-28-300x85.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-28-768x218.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-28-1536x435.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-28.png 1793w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e5f\u53ef\u4ee5\u8f93\u5165\u6587\u672c\uff0c\u8ba9 SEEM \u8fdb\u884c\u56fe\u50cf\u5206\u5272<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"906\" height=\"637\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-29.png\" alt=\"\" class=\"wp-image-14978\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-29.png 906w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-29-300x211.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-29-768x540.png 768w\" sizes=\"(max-width: 906px) 100vw, 906px\" \/><\/figure>\n\n\n\n<p>\u8fd8\u80fd\u76f4\u63a5\u8f93\u5165\u53c2\u8003\u56fe\u50cf\u5e76\u6307\u51fa\u53c2\u8003\u533a\u57df\uff0c\u5bf9\u5176\u4ed6\u56fe\u50cf\u8fdb\u884c\u5206\u5272\uff0c\u627e\u51fa\u4e0e\u53c2\u8003\u533a\u57df\u4e00\u81f4\u7684\u7269\u4f53\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"362\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-30-1024x362.png\" alt=\"\" class=\"wp-image-14979\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-30-1024x362.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-30-300x106.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-30-768x271.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-30-1536x542.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-30.png 1730w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Zero-shot video object segmentation using the first frame plus one stroke:<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-31.png\" alt=\"\" class=\"wp-image-14980\" width=\"441\" height=\"412\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-31.png 857w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-31-300x281.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2023\/04\/image-31-768x719.png 768w\" sizes=\"(max-width: 441px) 100vw, 441px\" \/><\/figure><\/div>\n\n\n\n<h2>\u603b\u7ed3<\/h2>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86&nbsp;<code>SEEM<\/code>\uff0c\u8be5\u6a21\u578b\u53ef\u4ee5\u540c\u65f6\u5bf9\u6240\u6709\u8bed\u4e49\u8fdb\u884c\u5168\u5c40\u5206\u5272\uff0c\u5e76\u4e14\u53ef\u4ee5\u4e0e\u7528\u6237\u4e92\u52a8\uff0c\u63a5\u53d7\u6765\u81ea\u7528\u6237\u7684\u4e0d\u540c\u7c7b\u578b\u7684\u89c6\u89c9\u63d0\u793a\uff0c<strong>\u5305\u62ec\u70b9\u51fb\u3001\u6846\u9009\u3001\u591a\u8fb9\u5f62\u3001\u6d82\u9e26\u3001\u6587\u672c\u548c\u53c2\u8003\u56fe\u50cf\u5206\u5272<\/strong>\u3002\u8fd9\u4e9b<strong>\u63d0\u793a<\/strong>&nbsp;(<code>prompt<\/code>) \u901a\u8fc7\u63d0\u793a\u7f16\u7801\u5668\u6620\u5c04\u5230\u8054\u5408\u89c6\u89c9-\u8bed\u4e49\u7a7a\u95f4\u4e2d\uff0c\u4f7f\u6211\u4eec\u7684\u6a21\u578b\u9002\u7528\u4e8e\u5404\u79cd\u63d0\u793a\uff0c\u5e76\u53ef\u4ee5\u7075\u6d3b\u5730\u7ec4\u5408\u4e0d\u540c\u7684\u63d0\u793a\u3002<strong>\u901a\u8fc7\u5927\u91cf\u5b9e\u9a8c\u8bc1\u660e\uff0c\u8be5\u6a21\u578b\u5728\u51e0\u4e2a\u5f00\u653e\u548c\u4ea4\u4e92\u5206\u5272\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u8868\u73b0\u51fa\u7ade\u4e89\u529b\u3002<\/strong><\/p>\n\n\n\n<p>\u5f53\u7136\uff0c<code>SEEM<\/code>&nbsp;\u5e76\u4e0d\u662f\u5b8c\u7f8e\u7684\uff0c\u5176\u5b58\u5728\u7684\u4e24\u4e2a\u4e3b\u8981\u9650\u5236\u4e3a\uff1a<strong>\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u6709\u9650<\/strong>\uff0c<code>SEEM<\/code>&nbsp;<strong>\u4e0d\u652f\u6301\u57fa\u4e8e\u90e8\u5206\u7684\u5206\u5272<\/strong>\u3002\u6211\u4eec\u901a\u8fc7\u5229\u7528\u66f4\u591a\u7684\u8bad\u7ec3\u6570\u636e\u548c\u76d1\u7763\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\uff0c\u800c\u57fa\u4e8e\u90e8\u5206\u7684\u5206\u5272\u53ef\u4ee5\u5728\u4e0d\u6539\u53d8\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\u65e0\u7f1d\u5730\u4ece\u4e2d\u5b66\u4e60\u3002<strong>\u6700\u540e\uff0c\u975e\u5e38\u611f\u8c22&nbsp;<code>SAM<\/code>&nbsp;\u63d0\u51fa\u7684\u5206\u5272\u6570\u636e\u96c6\uff0c\u8fd9\u662f\u662f\u975e\u5e38\u5b9d\u8d35\u7684\u8d44\u6e90\uff0c\u6211\u4eec\u5e94\u8be5\u597d\u597d\u5229\u7528\u8d77\u6765\u3002<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2304.06718.pdf \u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/ &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2023\/04\/25\/segment-everything-everywhere-all-at-once\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Segment Everything Everywhere All at Once<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,4,24],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/14961"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=14961"}],"version-history":[{"count":13,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/14961\/revisions"}],"predecessor-version":[{"id":15023,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/14961\/revisions\/15023"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=14961"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=14961"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=14961"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}