{"id":4372,"date":"2025-10-21T16:38:43","date_gmt":"2025-10-21T08:38:43","guid":{"rendered":"http:\/\/dcdc.club\/index.php\/2025\/10\/21\/yolo\/"},"modified":"2025-11-07T07:49:42","modified_gmt":"2025-11-06T23:49:42","slug":"yolo","status":"publish","type":"post","link":"https:\/\/dcdc.club\/index.php\/2025\/10\/21\/yolo\/","title":{"rendered":"YOLO"},"content":{"rendered":"<p>\u4e00\u3001\u589e\u5f3a\u7f51\u7edc\u6355\u6349\u5173\u952e\u7ec6\u8282\u80fd\u529b\uff0c\u89e3\u51b3\u5c0f\u76ee\u6807\u68c0\u6d4b\u95ee\u9898\u3002\u539f\u751f\u7b97\u6cd5\u5728\u591a\u5c3a\u5ea6\u3001\u5c0f\u76ee\u6807\u68c0\u6d4b\u4e2d\u5b58\u5728\u7684\u4e0d\u8db3\u3002<\/p>\n<p>\u6ce8\u610f\u529b\u6a21\u5757\u3002<\/p>\n<p>\u4e8c\u3001\u751f\u6210\u5177\u6709\u4e0d\u540c\u611f\u53d7\u91ce\u7684\u7279\u5f81\u56fe\uff0c\u589e\u5f3a\u4e86\u56fe\u50cf\u4e2d\u5168\u5c40\u7279\u5f81\u7684\u6355\u83b7\u80fd\u529b\u3002<\/p>\n<p>Backbone\u52a0\u5377\u79ef\u3002<\/p>\n<p>\u5f15\u5165GhostNet \u6a21\u5757\u4f18\u5316\u7279\u5f81\u63d0\u53d6\u548c\u878d\u5408\u3002<\/p>\n<p>\u91c7\u7528\uff32epNCSPELAN4 \u6a21\u5757\u4e32\u8054\u989d\u5916\u7684C2F \u6a21\u5757\uff0c\u7ec6\u5316\u7279\u5f81\u63d0\u53d6\u4e0e\u878d\u5408\u3002<\/p>\n<p>\u4e09\u3001\u6709\u6548\u6355\u6349\u4e0d\u540c\u5c3a\u5ea6\u7279\u5f81\u4fe1\u606f<\/p>\n<p>\u4f18\u5316c3k2<\/p>\n<p>\u57fa\u4e8e\u5c0f\u6ce2\u5377\u79ef( Wavelet convolution,WTConv) \u6784\u5efa\u7684WC3k2 \u6a21\u5757<\/p>\n<p>\u591a\u5c3a\u5ea6\u7279\u5f81\u805a\u5408\u7406\u5ff5<\/p>\n<p>\u56db\u3001\u66f4\u6df1\u5165\u7684\u8de8\u5c3a\u5ea6\u4fe1\u606f\u4ea4\u4e92<\/p>\n<p>\u5f15\u5165\u5c0f\u5c3a\u5ea6\u7279\u5f81\u56fe\u68c0\u6d4b\u5c42\uff0c\u4f7f\u7528CGA \u6a21\u5757\u4f18\u5316\u7279\u5f81\u4fe1\u606f\u7ec4\u5408\uff0c\u66f4\u597d\u5730\u6574\u5408\u5168\u5c40\u548c\u5c40\u90e8\u4fe1\u606f\u3002<\/p>\n<p>\u4e94\u3001\u68c0\u6d4b\u5934\u4f18\u5316<\/p>\n<p>\u539f\u59cbYOLO 11 \u68c0\u6d4b\u5934\u91c7\u7528\u89e3\u8026\u4e8c\u5206\u652f\u7ed3\u6784\uff0c\u5176\u4e2d\u5206\u7c7b\u68c0\u6d4b\u5934\u75312 \u4e2a\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\u6784\u6210\uff0c\u4f4d\u7f6e\u68c0\u6d4b\u75312 \u4e2a\u5e38\u89c4\u5377\u79ef\u6784\u6210\uff0c2 \u4e2a\u5206\u652f\u5747\u7531\u72ec\u7acb\u5377\u79ef\u67b6\u6784\u6784\u6210\uff0c\u96be\u4ee5\u5145\u5206\u5171\u4eab\u548c\u6574\u5408\u7279\u5f81\u4fe1\u606f\u3002<\/p>\n<p>\u63d0\u51fa\u4e86SCSB \u68c0\u6d4b\u5934\uff0c\u91c7\u7528\u5171\u4eab\u5377\u79ef\u548c\u8026\u5408\u5934\u7684\u7ed3\u6784\uff0c\u5171\u4eab\u5377\u79ef\u80fd\u591f\u5728\u4e0d\u540c\u5c3a\u5ea6\u7279\u5f81\u5c42\u4e4b\u95f4\u4f20\u9012\u4fe1\u606f\uff0c\u63d0\u5347\u4e86\u7279\u5f81\u7684\u591a\u4efb\u52a1\u5171\u4eab\u6027\uff0c\u589e\u5f3a\u4e86\u6a21\u578b\u5bf9\u5c0f\u76ee\u6807\u7279\u5f81\u7684\u654f\u611f\u6027\uff0c\u6709\u6548\u51cf\u5c0f\u8ba1\u7b97\u5197\u4f59\uff0c\u540c\u65f6\u8026\u5408\u5934\u7684\u534f\u540c\u5904\u7406\u4f7f\u5f97\u5206\u7c7b\u548c\u56de\u5f52\u4efb\u52a1\u5728\u540c\u4e00\u7279\u5f81\u7a7a\u95f4\u4e2d\u4e92\u4e3a\u8865\u5145\uff0c\u8fdb\u4e00\u6b65\u52a0\u5f3a\u4e86\u5206\u7c7b\u548c\u56de\u5f52\u534f\u540c\u6027\u3002<\/p>\n<p>\u8f7b\u91cf\u5316\u7684\u68c0\u6d4b\u5934Detect_DG\u3002<\/p>\n<p>\u5c0f\u6ce2\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\u6a21\u5757\u3002<\/p>\n<p>\u516d\u3001\u8fb9\u754c\u6846\u4f18\u5316<\/p>\n<p>\u67d4\u6027\u975e\u6781\u5927\u503c\u6291\u5236\u8fb9\u754c\u6846\u4ea4\u5e76\u64cd\u4f5c\u3002<\/p>\n<p>\u4e03\u3001\u4f18\u5316\u635f\u5931\u51fd\u6570<\/p>\n<p>Inner-MPDIoU \u635f\u5931\u51fd\u6570<\/p>\n<p>\u81ea\u9002\u5e94\u9608\u503c\u7126\u70b9\u635f\u5931\u51fd\u6570\u52a0\u5f3a\u5bf9\u6837\u672c\u7684\u5173\u6ce8\u5ea6,\u63d0\u9ad8\u8bc6\u522b\u7cbe\u5ea6<\/p>\n<p>\u516b\u3001\u4e0a\u4e0b\u6587\u80fd\u529b<\/p>\n<p>\uff32epNCSP \u6a21\u5757\u662f\u57fa\u4e8eCSP \u6a21\u5757\u7684\u7ed3\u6784\u6539\u8fdb\u800c\u6765\u7684\uff0c\u5b83\u5728\u7f51\u7edc\u4e2d\u5f15\u5165\u8de8\u9636\u6bb5\u90e8\u5206\u8fde\u63a5\u6765\u63d0\u9ad8\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u63d0\u53d6\u80fd\u529b\uff0c\u6709\u6548\u7ed3\u5408\u591a\u5c3a\u5ea6\u548c\u74f6\u9888\u7279\u5f81\uff0c\u589e\u5f3a\u7279\u5f81\u8868\u793a\uff0c\u4f7f\u6a21\u578b\u4e0d\u53d7\u906e\u6321\u7269\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u5185\u5bb9\uff1a<\/p>\n<p>\u8bc4\u4ef7\u6307\u6807<\/p>\n<p>\u6d88\u878d\u5b9e\u9a8c<\/p>\n<p>\u70ed\u529b\u56fe<\/p>\n<p>\u4e0d\u540c\u6a21\u578b\u7ed3\u679c\u5bf9\u6bd4<\/p>\n<p>\u53c2\u8003\uff1a<\/p>\n<p><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/1960818727701423603\">(99+ \u5c01\u79c1\u4fe1 \/ 81 \u6761\u6d88\u606f) YOLO11 \u6a21\u578b\u67b6\u6784\u4e0e\u8bad\u7ec3\u53c2\u6570\u8be6\u89e3 &#8211; 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