{"id":52686,"date":"2025-08-11T17:39:47","date_gmt":"2025-08-11T09:39:47","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/52686.html"},"modified":"2025-08-11T17:39:47","modified_gmt":"2025-08-11T09:39:47","slug":"%e5%b7%a6%e6%89%8b%e7%b2%be%e5%87%86%e8%af%84%e4%bc%b0%ef%bc%8c%e5%8f%b3%e6%89%8b%e6%97%a0%e9%99%90%e7%94%9f%e6%88%90%ef%bc%81k-means%e4%b8%89%e7%af%87cvpr%e8%ae%ba%e6%96%87%e6%8b%86%e8%a7%a3%e9%a3%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/52686.html","title":{"rendered":"\u5de6\u624b\u7cbe\u51c6\u8bc4\u4f30\uff0c\u53f3\u624b\u65e0\u9650\u751f\u6210\uff01K-Means\u4e09\u7bc7CVPR\u8bba\u6587\u62c6\u89e3\u98ce\u66b4\u6765\u88ad\uff01"},"content":{"rendered":"<p style=\"text-align:center\">\u5173\u6ce8<span style=\"background-color:#fbd4d0\">gongzhonghao<\/span><span style=\"color:#1a439c\">\u3010\u56fe\u7075\u5b66\u672fSCI\u79d1\u7814\u5708\u3011<\/span>&#xff0c;\u89e3\u9501\u66f4\u591aSCI\u76f8\u5173\u8d44\u8baf&#xff01;<\/p>\n<p><span style=\"color:#511b78\">\u60f3\u8ba9\u805a\u7c7b\u7b97\u6cd5\u7a81\u7834\u4f20\u7edf\u8fb9\u754c&#xff1f;CVPR\u9876\u4f1a\u7814\u7a76\u6b63\u7528K-Means\u91cd\u6784AI\u8ba4\u77e5&#xff01;<\/span>\u9876\u5c16\u8bba\u6587\u89e3\u9501\u4e09\u5927\u7ef4\u5ea6&#xff1a;\u65e0\u76d1\u7763\u6a21\u578b\u8bc4\u4f30\u5229\u5668\u3001\u89c6\u9891\u751f\u6210\u7684\u805a\u7c7b\u5bc6\u7801\u3001\u590d\u6742\u573a\u666f\u7684\u65f6\u7a7a\u89e3\u8026&#xff01;\u4ece\u7279\u5f81\u4e00\u81f4\u6027\u5bf9\u9f50\u5230\u52a8\u6001\u8bed\u4e49\u538b\u7f29&#xff0c;K-Means\u7684\u6f5c\u529b\u6b63\u5728\u88ab\u91cd\u65b0\u5b9a\u4e49&#xff01;<\/p>\n<p>\u5b83\u4e0d\u4ec5\u662f\u6570\u5b66\u5de5\u5177&#xff0c;\u66f4\u662f\u9a71\u52a8\u751f\u6210\u6a21\u578b\u3001\u63d0\u5347\u5206\u5272\u7cbe\u5ea6\u3001\u7a81\u7834\u8bc4\u4f30\u74f6\u9888\u7684\u6838\u5fc3\u5f15\u64ce&#xff01;<\/p>\n<p>\u70b9\u51fb\u5173\u6ce8&#xff0c;\u4e00\u952e\u62c6\u89e3CVPR\u9876\u4f1a\u5982\u4f55\u7528K-Means\u9b54\u529b&#xff0c;\u70b9\u71c3\u4e0b\u4e00\u4ee3AI\u843d\u5730\u7684\u65e0\u9650\u53ef\u80fd&#xff01;<\/p>\n<\/p>\n<p>\u5173\u6ce8<span style=\"background-color:#fbd4d0\">gongzhonghao<\/span><span style=\"color:#1a439c\">\u3010\u56fe\u7075\u5b66\u672fSCI\u79d1\u7814\u5708\u3011<\/span>&#xff0c;\u83b7\u53d6K-Means\u6700\u65b0\u9009\u9898\u548cidea<\/p>\n<h3>Improving Autoregressive Visual Generation with Cluster-Oriented Token Prediction<\/h3>\n<p><span style=\"background-color:#f9eda6\">\u65b9\u6cd5&#xff1a;<\/span><\/p>\n<p>\u4f5c\u8005\u5148\u5229\u7528\u5e73\u8861 K-means \u628a VQGAN \u7684\u7801\u672c\u91cd\u6392\u6210\u82e5\u5e72\u5927\u5c0f\u76f8\u7b49\u7684\u7c07&#xff0c;\u4f7f\u7c07\u5185\u5d4c\u5165\u9ad8\u5ea6\u76f8\u4f3c&#xff1b;\u518d\u5728\u81ea\u56de\u5f52\u8bad\u7ec3\u9636\u6bb5\u5bf9\u6bcf\u4e00 token \u989d\u5916\u9884\u6d4b\u5176\u6240\u5c5e\u7c07&#xff0c;\u5e76\u7528\u7c07\u7ea7\u4ea4\u53c9\u71b5\u635f\u5931\u4e0e\u539f token \u7ea7\u635f\u5931\u8054\u5408\u4f18\u5316&#xff1b;\u6700\u7ec8\u5373\u4f7f\u6a21\u578b\u9884\u6d4b\u7684\u5177\u4f53 token \u7d22\u5f15\u6709\u8bef&#xff0c;\u53ea\u8981\u7c07\u6b63\u786e&#xff0c;\u751f\u6210\u7684\u56fe\u50cf\u4ecd\u4e0e\u76ee\u6807\u9ad8\u5ea6\u4e00\u81f4&#xff0c;\u4ece\u800c\u4ee5\u51e0\u4e4e\u96f6\u989d\u5916\u5f00\u9500\u5b9e\u73b0\u8bad\u7ec3\u63d0\u901f 40% \u4ee5\u4e0a\u3001\u751f\u6210\u8d28\u91cf\u663e\u8457\u63d0\u5347\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"484\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250811093925-6899ba4dafe79.png\" width=\"1080\" \/><\/p>\n<p><span style=\"background-color:#f9eda6\">\u521b\u65b0\u70b9&#xff1a;<\/span><\/p>\n<ul>\n<li>\n<p>\u9996\u6b21\u63ed\u793a\u5e76\u91cf\u5316\u89c6\u89c9 token \u5d4c\u5165\u7a7a\u95f4\u7684\u5c40\u90e8\u76f8\u4f3c\u6027\u53ef\u76f4\u63a5\u5f71\u54cd\u89e3\u7801\u56fe\u50cf\u8d28\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bbe\u8ba1\u5e73\u8861 K-means \u91cd\u6392\u7b56\u7565&#xff0c;\u628a\u539f\u672c\u65e0\u5e8f\u7684\u7801\u672c\u91cd\u7ec4\u6210\u9ad8\u5185\u805a\u3001\u7b49\u5927\u5c0f\u7684\u7c07&#xff0c;\u8ba9\u76f8\u90bb\u7d22\u5f15\u5929\u7136\u643a\u5e26\u8bed\u4e49\u8fde\u8d2f\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u63d0\u51fa\u7c07\u5bfc\u5411\u4ea4\u53c9\u71b5\u635f\u5931&#xff0c;\u5c06\u201c\u5fc5\u987b\u547d\u4e2d\u786e\u5207 token\u201d\u677e\u5f1b\u4e3a\u201c\u547d\u4e2d\u6b63\u786e\u7c07\u5373\u53ef\u201d&#xff0c;\u5728\u8bad\u7ec3\u4e2d\u540c\u65f6\u4f18\u5316 token \u7ea7\u4e0e\u7c07\u7ea7\u76ee\u6807&#xff0c;\u663e\u8457\u63d0\u5347\u9c81\u68d2\u6027\u4e0e\u6536\u655b\u901f\u5ea6\u3002<\/p>\n<\/li>\n<\/ul>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"479\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250811093930-6899ba5294cfa.png\" width=\"755\" \/><\/p>\n<p><span style=\"background-color:#f9eda6\">\u8bba\u6587\u94fe\u63a5&#xff1a;<\/span><\/p>\n<p>https:\/\/arxiv.org\/pdf\/2501.00880<\/p>\n<\/p>\n<p>\u5173\u6ce8<span style=\"background-color:#fbd4d0\">gongzhonghao<\/span><span style=\"color:#1a439c\">\u3010\u56fe\u7075\u5b66\u672fSCI\u79d1\u7814\u5708\u3011<\/span>&#xff0c;\u83b7\u53d6K-Means\u6700\u65b0\u9009\u9898\u548cidea<\/p>\n<h3>K-means Clustering Based Feature Consistency Alignment for Label-free Model Evaluation<\/h3>\n<p><span style=\"background-color:#f9eda6\">\u65b9\u6cd5&#xff1a;<\/span><\/p>\n<p>\u4f5c\u8005\u9996\u5148\u7528\u9884\u8bad\u7ec3\u7f51\u7edc\u63d0\u53d6\u8bad\u7ec3\u96c6\u4e0e\u6d4b\u8bd5\u96c6\u7279\u5f81&#xff0c;\u5206\u522b\u6267\u884c K-means \u805a\u7c7b\u83b7\u5f97\u4e2d\u5fc3\u8868\u793a&#xff0c;\u5e76\u4ee5 Fr\u00e9chet \u8ddd\u79bb\u523b\u753b\u5206\u5e03\u504f\u79fb&#xff1b;\u968f\u540e\u5c06\u8be5\u8ddd\u79bb\u9001\u5165\u7531\u7ebf\u6027\u3001KNN\u3001SVR\u3001\u968f\u673a\u68ee\u6797\u7b49\u591a\u4e2a\u57fa\u56de\u5f52\u5668\u6784\u6210\u7684\u52a8\u6001\u56de\u5f52\u6846\u67b6&#xff0c;\u5143\u56de\u5f52\u5668\u5b9e\u65f6\u5b66\u4e60\u5404\u57fa\u6a21\u578b\u7684\u6743\u91cd\u5e76\u8f93\u51fa\u6700\u7ec8\u7cbe\u5ea6\u9884\u6d4b&#xff1b;\u6700\u540e\u901a\u8fc7\u8fed\u4ee3\u8ba1\u7b97\u5404\u81ea\u52a8\u8bc4\u4f30\u6a21\u578b\u4e0e\u4e2d\u5fc3\u7ed3\u679c\u7684\u504f\u79bb\u5ea6\u5254\u9664\u79bb\u7fa4\u65b9\u6cd5&#xff0c;\u4ec5\u4fdd\u7559\u7a33\u5b9a\u6a21\u578b\u505a\u52a0\u6743\u878d\u5408&#xff0c;\u5728 DataCV \u6311\u6218\u4e2d\u4ee5 6.8526 \u7684 RMSE \u593a\u5f97\u7b2c\u4e8c\u540d&#xff0c;\u663e\u8457\u4f18\u4e8e\u6700\u4f73\u57fa\u7ebf\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"482\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250811093932-6899ba5448190.png\" width=\"1001\" \/><\/p>\n<p><span style=\"background-color:#f9eda6\">\u521b\u65b0\u70b9&#xff1a;<\/span><\/p>\n<ul>\n<li>\n<p>\u63d0\u51fa K-means Clustering Based Feature Consistency Alignment&#xff08;KCFCA&#xff09;&#xff0c;\u7528\u805a\u7c7b\u4e2d\u5fc3\u4e4b\u95f4\u7684 Fr\u00e9chet \u8ddd\u79bb\u91cf\u5316\u5206\u5e03\u504f\u79fb&#xff0c;\u5b9e\u73b0\u65e0\u6807\u7b7e\u573a\u666f\u4e0b\u7684\u53ef\u89e3\u91ca\u6f02\u79fb\u5ea6\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bbe\u8ba1 Dynamic Regression Model&#xff08;DRM&#xff09;&#xff0c;\u901a\u8fc7\u5143\u56de\u5f52\u5668\u5728\u7ebf\u878d\u5408\u591a\u79cd\u57fa\u56de\u5f52\u5668&#xff0c;\u81ea\u52a8\u6355\u6349\u6f02\u79fb\u4e0e\u51c6\u786e\u7387\u4e4b\u95f4\u975e\u7ebf\u6027\u4e14\u968f\u4efb\u52a1\u53d8\u5316\u7684\u6620\u5c04\u5173\u7cfb\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f15\u5165 Outlier Model Factor Discovery&#xff08;OMFD&#xff09;\u7b97\u6cd5&#xff0c;\u57fa\u4e8e\u7a33\u5b9a\u6027\u8ddd\u79bb\u9608\u503c\u81ea\u52a8\u68c0\u6d4b\u5e76\u5254\u9664\u8868\u73b0\u5f02\u5e38\u7684\u81ea\u52a8\u8bc4\u4f30\u6a21\u578b&#xff0c;\u786e\u4fdd\u591a\u6a21\u578b\u878d\u5408\u59cb\u7ec8\u5904\u4e8e\u6700\u4f18\u5b50\u96c6\u3002<\/p>\n<\/li>\n<\/ul>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"341\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250811093935-6899ba57e1add.png\" width=\"486\" \/><\/p>\n<p><span style=\"background-color:#f9eda6\">\u8bba\u6587\u94fe\u63a5&#xff1a;<\/span><\/p>\n<p>https:\/\/arxiv.org\/pdf\/2304.09758<\/p>\n<\/p>\n<p>\u5173\u6ce8<span style=\"background-color:#fbd4d0\">gongzhonghao<\/span><span style=\"color:#1a439c\">\u3010\u56fe\u7075\u5b66\u672fSCI\u79d1\u7814\u5708\u3011<\/span>&#xff0c;\u83b7\u53d6K-Means\u6700\u65b0\u9009\u9898\u548cidea<\/p>\n<h3>Learning Local and Global Temporal Contexts for Video Semantic Segmentation<\/h3>\n<p><span style=\"background-color:#f9eda6\">\u65b9\u6cd5&#xff1a;<\/span><\/p>\n<p>\u4f5c\u8005\u5148\u4ee5 SegFormer \u4e3a\u9aa8\u5e72&#xff0c;\u5bf9\u8f93\u5165\u7684 3 \u4e2a\u53c2\u8003\u5e27\u548c\u76ee\u6807\u5e27\u63d0\u53d6\u7279\u5f81\u540e&#xff0c;\u901a\u8fc7 CFFA \u6309\u5e27\u8ddd\u7531\u7c97\u5230\u7ec6\u5730\u751f\u6210\u591a\u5c3a\u5ea6\u4e0a\u4e0b\u6587 token&#xff1b;\u968f\u540e CFM \u4ee5\u76ee\u6807\u5e27\u7a97\u53e3\u7279\u5f81\u4e3a\u67e5\u8be2\u3001\u4ee5\u53c2\u8003\u5e27 token \u4e3a\u952e\u503c&#xff0c;\u7528\u8f7b\u91cf\u7ea7\u975e\u81ea\u6ce8\u610f\u529b\u8fed\u4ee3\u7cbe\u70bc\u76ee\u6807\u7279\u5f81\u5b8c\u6210\u5c40\u90e8\u5206\u5272&#xff1b;\u6700\u540e\u5728 CFFM&#043;&#043; \u4e2d&#xff0c;\u5229\u7528\u5df2\u8bad\u7ec3\u597d\u7684\u7f16\u7801\u5668\u5bf9\u5747\u5300\u91c7\u6837\u7684 10 \u5e27\u505a k-means \u805a\u7c7b\u5f97\u5230 100 \u4e2a\u5168\u5c40\u539f\u578b&#xff0c;\u518d\u6b21\u7528 CFM \u5c06\u5168\u5c40\u4e0a\u4e0b\u6587\u878d\u5165\u76ee\u6807\u5e27&#xff0c;\u5e76\u4ee5 0.5 \u6743\u91cd\u878d\u5408\u5c40\u90e8\u5206\u5272\u7ed3\u679c&#xff0c;\u5b9e\u73b0\u53c8\u5feb\u53c8\u51c6\u7684\u89c6\u9891\u8bed\u4e49\u5206\u5272\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"358\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250811093937-6899ba5926ddf.png\" width=\"1055\" \/><\/p>\n<p><span style=\"background-color:#f9eda6\">\u521b\u65b0\u70b9&#xff1a;<\/span><\/p>\n<ul>\n<li>\n<p>\u63d0\u51fa\u201c\u9759\u6001-\u52a8\u6001\u5c40\u90e8\u4e0a\u4e0b\u6587\u7edf\u4e00\u5efa\u6a21\u201d\u601d\u60f3&#xff0c;\u7528\u4e00\u4e2a Coarse-to-Fine Feature Assembling&#xff08;CFFA&#xff09;\u6a21\u5757\u6309\u5e27\u8ddd\u52a8\u6001\u8c03\u6574\u611f\u53d7\u91ce\u4e0e\u6c60\u5316\u7c92\u5ea6&#xff0c;\u9996\u6b21\u663e\u5f0f\u878d\u5408\u90bb\u5c45\u5e27\u7684\u9759\u666f\u4e0e\u52a8\u666f\u4fe1\u606f\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bbe\u8ba1\u8de8\u5e27\u975e\u81ea\u6ce8\u610f\u529b\u7684 Cross-frame Feature Mining&#xff08;CFM&#xff09;&#xff0c;\u4ec5\u7528 1\u20132 \u5c42\u5373\u53ef\u5728\u7a97\u53e3\u7ea7\u9ad8\u6548\u6316\u6398\u53c2\u8003\u5e27\u4e0e\u76ee\u6807\u5e27\u7684\u4f9d\u8d56&#xff0c;\u8ba1\u7b97\u91cf\u4ece O((l&#043;1)\u00b2h\u00b2w\u00b2c) \u964d\u5230 O(hwmc)\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728 CFFM \u57fa\u7840\u4e0a\u5347\u7ea7\u4e3a CFFM&#043;&#043;&#xff0c;\u5f15\u5165 k-means \u5bf9\u5168\u89c6\u9891\u91c7\u6837\u5e27\u7279\u5f81\u805a\u7c7b\u5f97\u5230 100 \u4e2a\u5168\u5c40\u539f\u578b&#xff0c;\u518d\u7528 CFM \u628a\u957f\u7a0b\u5168\u5c40\u4e0a\u4e0b\u6587\u6ce8\u5165\u76ee\u6807\u5e27&#xff0c;\u4ec5\u589e\u52a0 1 M \u53c2\u6570\u5c31\u5e26\u6765\u989d\u5916 1% mIoU\u3002<\/p>\n<\/li>\n<\/ul>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"422\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250811093941-6899ba5d6f91d.png\" width=\"1048\" \/><\/p>\n<p><span style=\"background-color:#f9eda6\">\u8bba\u6587\u94fe\u63a5&#xff1a;<\/span><\/p>\n<p>https:\/\/arxiv.org\/pdf\/2204.03330<\/p>\n<\/p>\n<p>\u25ba\u00a0\u8bba\u6587\u53d1\u8868\u96be\u9898&#xff0c;\u4e00\u7ad9\u5f0f\u89e3\u51b3&#xff01;<\/p>\n<p>TURING<\/p>\n<p>\u9009\u9898\u662f\u8bba\u6587\u7684\u7b2c\u4e00\u6b65&#xff0c;\u975e\u5e38\u91cd\u8981&#xff01;<\/p>\n<p>\u4f46\u5f88\u591a\u5b66\u751f\u627e\u5230\u4e86\u70ed\u95e8\u7684\u9009\u9898&#xff0c;\u5374\u5361\u5728\u4ee3\u7801\u548c\u5199\u4f5c\u4e0a&#xff01;\u53ef\u89c1\u8bba\u6587\u8981\u5f55\u7528&#xff0c;\u9009\u9898-idea-\u4ee3\u7801-\u5199\u4f5c\u90fd\u7f3a\u4e00\u4e0d\u53ef&#xff01;<\/p>\n<p>\u56fe\u7075\u5b66\u672f\u8bba\u6587\u8f85\u5bfc&#xff0c;\u6c47\u805a\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5b9e\u6218\u6d3e\u5bfc\u5e08\u56e2\u961f&#xff0c;\u9488\u5bf9\u8ba1\u7b97\u673a\u5404\u7c7b\u9886\u57df\u63d0\u4f9b1v1\u4e13\u4e1a\u6307\u5bfc&#xff0c;\u76f4\u81f3\u8bba\u6587\u5f55\u7528&#xff01;<\/p>\n<p>\u5173\u6ce8<span style=\"background-color:#fbd4d0\">gongzhonghao<\/span><span 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