{"id":3553,"date":"2025-06-16T13:58:45","date_gmt":"2025-06-16T05:58:45","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3553"},"modified":"2025-06-16T13:58:45","modified_gmt":"2025-06-16T05:58:45","slug":"202506-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-qclusformer-a-quantum-transformer-based-framework-for-unsupervised-visual-clustering","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202506-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-qclusformer-a-quantum-transformer-based-framework-for-unsupervised-visual-clustering\/","title":{"rendered":"202506 \u8bba\u6587\u7814\u8bfb- QClusformer: A Quantum Transformer-based Framework for Unsupervised Visual Clustering"},"content":{"rendered":"\n<p>\u6765\u6e90:2024 IEEE International Conference on Quantum Computing and Engineering (QCE)<br>\u4f5c\u8005: Xuan-Bac Nguyen, Hoang-Quan Nguyen, Samee U. Khan, Hugh Churchill<br>\u5355\u4f4d:CVIU\u5b9e\u9a8c\u5ba4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u8bba\u6587\u4e3b\u8981\u5de5\u4f5c\u53ca\u8d21\u732e<\/h2>\n\n\n\n<p>       \u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u4f5c\u8005\u5f15\u5165\u4e86QCLUSFORMER\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f00\u62d3\u6027\u53d8\u538b\u5668\u7684\u6846\u67b6\uff0c\u5229\u7528\u91cf\u5316\u673a\u5236\u6765\u5e94\u5bf9\u65e0\u76d1\u7763\u7684\u89c6\u89c9\u805a\u7c7b\u6311\u6218\u3002<br>       \u5177\u4f53\u6765\u8bf4\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u53d8\u538b\u5668\u4f53\u7cfb\u7ed3\u6784\uff0c\u5305\u62ec\u81ea\u6ce8\u610f\u529b\u6a21\u5757\u548c\u53d8\u538b\u5668\u5757\uff0c\u4ece\u91cf\u5316\u89d2\u5ea6\u6765\u5b9e\u73b0\u91cf\u5316\u786c\u4ef6\u7684\u6267\u884c\u3002<br>       \u8bba\u6587\u8d21\u732e\u5982\u4e0b\uff1a\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u53d8\u538b\u5668\u7684\u65b9\u6cd5\uff0c\u79f0\u4e3aQCLUSFORMER\uff0c\u7528\u4e8e\u5728\u91cf\u5316\u8ba1\u7b97\u9886\u57df\u5185\u8fdb\u884c\u89c6\u89c9\u805a\u7c7b\u3002\u5f15\u5165\u4e86\u4f7f\u7528\u53c2\u6570\u5316\u91cf\u5316\u73af\u8def\u7684\u81ea\u6ce8\u610f\u529b\u6a21\u5757\u548c\u53d8\u538b\u5668\u5c42\u3002\u5404\u79cd\u57fa\u51c6\u6570\u636e\u96c6\u7684\u7ecf\u9a8c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u76f8\u5e94\u7684\u7ecf\u5178\u7b97\u6cd5\u76f8\u6bd4\uff0c\u672c\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u7684\u6709\u66f4\u5f3a\u65b0\u9896\u6027\u548c\u6548\u7387\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u6a21\u578b\u6846\u67b6<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"300\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72471-1024x300.png\" alt=\"\" class=\"wp-image-3571\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72471-1024x300.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72471-300x88.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72471-768x225.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72471.png 1501w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2.1. Motivations<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"326\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72472-1024x326.png\" alt=\"\" class=\"wp-image-3572\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72472-1024x326.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72472-300x95.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72472-768x244.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72472.png 1525w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>        \u5229\u7528\u7ecf\u5178\u53d8\u538b\u5668\u539f\u7406\uff0c\u901a\u8fc7\u91cf\u5316\u89d2\u5ea6\u6982\u5ff5\u5316\u4e86\u53d8\u538b\u5668\u7684\u6700\u91cd\u8981\u5143\u7d20\uff0c\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5c06\u5176\u5e94\u7528\u6269\u5c55\u5230\u91cf\u5316\u673a\u5236\u3002\u6784\u5efa\u4e86\u5305\u62ec\u81ea\u6ce8\u610f\u529b\u6a21\u5757\u548c\u53c2\u6570\u5316\u7684\u91cf\u5316\u73af\u8def\uff0c\u7528\u4f5c\u7ebf\u6027\u5c42\u4ee5\u6784\u5efa\u91cf\u5b50\u53d8\u538b\u5668\u4f53\u7cfb\u7ed3\u6784\u3002 \u5e76\u4e3a\u91cf\u5316\u673a\u5236\u63d0\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u53d8\u538b\u5668\u7684\u805a\u7c7b\u6846\u67b6\uff0c\u4ee5\u8bc6\u522b\u7fa4\u96c6\u4e2d\u7684\u5608\u6742\u6216\u786c\u6837\u54c1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2.2. Quantum State Feature Encoding<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"347\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72473.png\" alt=\"\" class=\"wp-image-3574\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72473.png 740w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72473-300x141.png 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2.3. Quantum Transformer<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"754\" height=\"362\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72474.png\" alt=\"\" class=\"wp-image-3575\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72474.png 754w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72474-300x144.png 300w\" sizes=\"auto, (max-width: 754px) 100vw, 754px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"248\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72475-1024x248.png\" alt=\"\" class=\"wp-image-3576\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72475-1024x248.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72475-300x73.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72475-768x186.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72475.png 1372w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"604\" height=\"318\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72476.png\" alt=\"\" class=\"wp-image-3577\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72476.png 604w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u72476-300x158.png 300w\" sizes=\"auto, (max-width: 604px) 100vw, 604px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u603b\u7ed3\u4e0e\u601d\u8003<\/h2>\n\n\n\n<p>\uff08\u4e00\uff09\u3001\u8bba\u6587\u7684\u6838\u5fc3\u5185\u5bb9:<\/p>\n\n\n\n<p>\u00a0\u00a0\u00a0 \u5728\u672c\u6587\u4e2d\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u9488\u5bf9\u57fa\u4e8e\u53d8\u538b\u5668\u7684\u89c6\u529b\u805a\u7c7b\u95ee\u9898\u7684QCLUSFORMER\uff0c\u4e00\u79cd\u91cf\u5316\u65b9\u6cd5\u3002 QClusFormer\u65b9\u6cd5\u5229\u7528\u53c2\u6570\u5316\u7684\u91cf\u5316\u56de\u8def\u6765\u5229\u7528\u81ea\u6ce8\u610f\u529b\u8ba1\u7b97\u4e2d\u7684\u91cf\u5316\u4fe1\u606f\u3002\u5bf9\u591a\u4e2a\u5927\u578b\u89c6\u89c9\u805a\u7c7b\u57fa\u51c6\u7684\u7ade\u4e89\u8bc4\u4f30\u7ed3\u679c\u8868\u660e\uff0c\u5728\u5404\u79cd\u5e94\u7528\u4e2d\uff0c\u63d0\u51fa\u7684\u53d8\u538b\u5668\u57fa\u7fa4\u96c6\u7fa4\u6846\u67b6\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<p>\uff08\u4e8c\uff09\u3001\u7efc\u5408\u5bf9\u9f50\u601d\u8003:<\/p>\n\n\n\n<p>1.\u8fd9\u7bc7\u8bba\u6587\u5728\u805a\u7c7b\u65b9\u9762\u8fd8\u662f\u6839\u690d\u4e8e\u4f20\u7edf\u805a\u7c7b\u7b97\u6cd5\uff0c\u6ca1\u6709\u6446\u8131\u5bf9\u4f20\u7edf\u805a\u7c7b\u7b97\u6cd5\u7684\u4f9d\u8d56\u6027\u3002<\/p>\n\n\n\n<p>2.\u6587\u7ae0\u5bf9transformer\u7684\u81ea\u6ce8\u610f\u529b\u5c42\u505a\u4e86\u6539\u53d8\uff0c\u5e76\u4e14\u9488\u5bf9\u4e8e\u56fe\u50cf\u6570\u636e\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6765\u6e90:2024 IEEE International Conference on Quantum Comput [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3553","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3553","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=3553"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3553\/revisions"}],"predecessor-version":[{"id":3579,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3553\/revisions\/3579"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=3553"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=3553"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=3553"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}