{"id":19218,"date":"2025-01-24T01:52:23","date_gmt":"2025-01-23T17:52:23","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=19218"},"modified":"2025-04-05T18:37:33","modified_gmt":"2025-04-05T10:37:33","slug":"gaze-lle","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/gaze-lle\/","title":{"rendered":"Gaze-LLE: \u89c6\u9891\u4e2d\u4eba\u7269\u6ce8\u89c6\u76ee\u6807\u9884\u6d4b\u5de5\u5177"},"content":{"rendered":"<p>Gaze-LLE\u662f\u4e00\u6b3e\u57fa\u4e8e\u5927\u89c4\u6a21\u5b66\u4e60\u7f16\u7801\u5668\u7684\u6ce8\u89c6\u76ee\u6807\u9884\u6d4b\u5de5\u5177\u3002\u8be5\u9879\u76ee\u7531Fiona Ryan\u3001Ajay Bati\u3001Sangmin Lee\u3001Daniel Bolya\u3001Judy Hoffman\u548cJames M. Rehg\u5f00\u53d1\uff0c\u65e8\u5728\u901a\u8fc7\u9884\u8bad\u7ec3\u7684\u89c6\u89c9\u57fa\u7840\u6a21\u578b\uff08\u5982DINOv2\uff09\u5b9e\u73b0\u9ad8\u6548\u7684\u6ce8\u89c6\u76ee\u6807\u9884\u6d4b\u3002Gaze-LLE\u7684\u67b6\u6784\u7b80\u6d01\uff0c\u4ec5\u5728\u51bb\u7ed3\u7684\u9884\u8bad\u7ec3\u89c6\u89c9\u7f16\u7801\u5668\u4e0a\u5b66\u4e60\u8f7b\u91cf\u7ea7\u7684\u6ce8\u89c6\u89e3\u7801\u5668\uff0c\u76f8\u6bd4\u4e4b\u524d\u7684\u5de5\u4f5c\uff0c\u53c2\u6570\u91cf\u51cf\u5c11\u4e861-2\u4e2a\u6570\u91cf\u7ea7\uff0c\u5e76\u4e14\u4e0d\u9700\u8981\u989d\u5916\u7684\u8f93\u5165\u6a21\u6001\u5982\u6df1\u5ea6\u548c\u59ff\u6001\u4fe1\u606f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-19219\" title=\"Gaze-LLE: \u89c6\u9891\u4e2d\u4eba\u7269\u6ce8\u89c6\u76ee\u6807\u9884\u6d4b\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4345cf5641d5028.jpg\" alt=\"Gaze-LLE: \u89c6\u9891\u4e2d\u4eba\u7269\u6ce8\u89c6\u76ee\u6807\u9884\u6d4b\u5de5\u5177-1\" width=\"770\" height=\"433\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4345cf5641d5028.jpg 770w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4345cf5641d5028-300x169.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4345cf5641d5028-768x432.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4345cf5641d5028-18x10.jpg 18w\" sizes=\"auto, (max-width: 770px) 100vw, 770px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u6ce8\u89c6\u76ee\u6807\u9884\u6d4b<\/strong>\uff1a\u57fa\u4e8e\u9884\u8bad\u7ec3\u7684\u89c6\u89c9\u7f16\u7801\u5668\u8fdb\u884c\u6ce8\u89c6\u76ee\u6807\u7684\u9ad8\u6548\u9884\u6d4b\u3002<\/li>\n<li><strong>\u591a\u4eba\u6ce8\u89c6\u9884\u6d4b<\/strong>\uff1a\u652f\u6301\u5bf9\u5355\u5f20\u56fe\u50cf\u4e2d\u7684\u591a\u4e2a\u4eba\u8fdb\u884c\u6ce8\u89c6\u9884\u6d4b\u3002<\/li>\n<li><strong>\u9884\u8bad\u7ec3\u6a21\u578b<\/strong>\uff1a\u63d0\u4f9b\u591a\u79cd\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u652f\u6301\u4e0d\u540c\u7684\u9aa8\u5e72\u7f51\u7edc\u548c\u8bad\u7ec3\u6570\u636e\u3002<\/li>\n<li><strong>\u8f7b\u91cf\u7ea7\u67b6\u6784<\/strong>\uff1a\u4ec5\u5728\u51bb\u7ed3\u7684\u9884\u8bad\u7ec3\u89c6\u89c9\u7f16\u7801\u5668\u4e0a\u5b66\u4e60\u8f7b\u91cf\u7ea7\u7684\u6ce8\u89c6\u89e3\u7801\u5668\u3002<\/li>\n<li><strong>\u65e0\u989d\u5916\u8f93\u5165\u6a21\u6001<\/strong>\uff1a\u4e0d\u9700\u8981\u989d\u5916\u7684\u6df1\u5ea6\u548c\u59ff\u6001\u4fe1\u606f\u8f93\u5165\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li>\u514b\u9686\u4ed3\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>   git clone https:\/\/github.com\/fkryan\/gazelle.git\r\ncd gazelle\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u521b\u5efa\u865a\u62df\u73af\u5883\u5e76\u5b89\u88c5\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>   conda env create -f environment.yml\r\nconda activate gazelle\r\npip install -e .\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u53ef\u9009\uff1a\u5b89\u88c5xformers\u4ee5\u52a0\u901f\u6ce8\u610f\u529b\u8ba1\u7b97\uff08\u5982\u679c\u7cfb\u7edf\u652f\u6301\uff09\uff1a<\/li>\n<\/ol>\n<pre><code>   pip3 install -U xformers --index-url https:\/\/download.pytorch.org\/whl\/cu118\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b<\/h3>\n<p>Gaze-LLE\u63d0\u4f9b\u4e86\u591a\u79cd\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u4e0b\u8f7d\u5e76\u4f7f\u7528\uff1a<\/p>\n<ul>\n<li><strong>gazelle<em>dinov2<\/em>vitb14<\/strong>\uff1a\u57fa\u4e8eDINOv2 ViT-B\u7684\u6a21\u578b\uff0c\u8bad\u7ec3\u6570\u636e\u4e3aGazeFollow\u3002<\/li>\n<li><strong>gazelle<em>dinov2<\/em>vitl14<\/strong>\uff1a\u57fa\u4e8eDINOv2 ViT-L\u7684\u6a21\u578b\uff0c\u8bad\u7ec3\u6570\u636e\u4e3aGazeFollow\u3002<\/li>\n<li><strong>gazelle<em>dinov2<\/em>vitb14_inout<\/strong>\uff1a\u57fa\u4e8eDINOv2 ViT-B\u7684\u6a21\u578b\uff0c\u8bad\u7ec3\u6570\u636e\u4e3aGazeFollow\u548cVideoAttentionTarget\u3002<\/li>\n<li><strong>gazelle<em>large<\/em>vitl14_inout<\/strong>\uff1a\u57fa\u4e8eDINOv2 ViT-L\u7684\u6a21\u578b\uff0c\u8bad\u7ec3\u6570\u636e\u4e3aGazeFollow\u548cVideoAttentionTarget\u3002<\/li>\n<\/ul>\n<h3>\u4f7f\u7528\u793a\u4f8b<\/h3>\n<ol>\n<li>\u5728PyTorch Hub\u4e2d\u52a0\u8f7d\u6a21\u578b\uff1a<\/li>\n<\/ol>\n<pre><code>   import torch\r\nmodel, transform = torch.hub.load('fkryan\/gazelle', 'gazelle_dinov2_vitb14')\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u5728Google Colab\u4e2d\u67e5\u770b\u6f14\u793a\u7b14\u8bb0\u672c\uff0c\u4e86\u89e3\u5982\u4f55\u68c0\u6d4b\u56fe\u50cf\u4e2d\u6240\u6709\u4eba\u7684\u6ce8\u89c6\u76ee\u6807\u3002<\/li>\n<\/ol>\n<h3>\u6ce8\u89c6\u9884\u6d4b<\/h3>\n<p>Gaze-LLE\u652f\u6301\u591a\u4eba\u7684\u6ce8\u89c6\u9884\u6d4b\uff0c\u5373\u5bf9\u5355\u5f20\u56fe\u50cf\u8fdb\u884c\u4e00\u6b21\u7f16\u7801\uff0c\u7136\u540e\u4f7f\u7528\u7279\u5f81\u9884\u6d4b\u56fe\u50cf\u4e2d\u591a\u4e2a\u4eba\u7684\u6ce8\u89c6\u76ee\u6807\u3002\u6a21\u578b\u8f93\u51fa\u4e00\u4e2a\u7a7a\u95f4\u70ed\u56fe\uff0c\u8868\u793a\u573a\u666f\u4e2d\u6ce8\u89c6\u76ee\u6807\u7684\u4f4d\u7f6e\u6982\u7387\uff0c\u503c\u8303\u56f4\u4e3a[0,1]\uff0c\u5176\u4e2d1\u8868\u793a\u6ce8\u89c6\u76ee\u6807\u4f4d\u7f6e\u7684\u6700\u9ad8\u6982\u7387\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Gaze-LLE\u662f\u4e00\u6b3e\u57fa\u4e8e\u5927\u89c4\u6a21\u5b66\u4e60\u7f16\u7801\u5668\u7684\u6ce8\u89c6\u76ee\u6807\u9884\u6d4b\u5de5\u5177\u3002\u8be5\u9879\u76ee\u7531Fiona Ryan\u3001Ajay Bati\u3001Sangmin Lee\u3001Daniel Bolya\u3001Judy Hoffman\u548cJames M. Rehg\u5f00\u53d1\uff0c\u65e8\u5728\u901a\u8fc7\u9884\u8bad\u7ec3\u7684\u89c6\u89c9&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61706,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,378],"class_list":["post-19218","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-shijuemubiaojiance"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/19218","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=19218"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/19218\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/61706"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=19218"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=19218"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=19218"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}