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color=\"cornflowerblue\">1\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| CVPR 2025&#xff1a;\u52a8\u6001\u53cc\u66f2\u6b63\u5207&#xff08;Dynamic Tanh&#xff0c;DyT&#xff09;\u6a21\u5757&#xff0c;\u7ef4\u6301\u6a21\u578b\u6027\u80fd\u4e0e\u8bad\u7ec3\u7a33\u5b9a\u6027&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">2\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| CVPR-2024 PKI Module \u83b7\u53d6\u591a\u5c3a\u5ea6\u7eb9\u7406\u7279\u5f81&#xff0c;\u9002\u5e94\u5c3a\u5ea6\u53d8\u5316\u5927\u7684\u76ee\u6807&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">3\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| CVPR-2023 SCConv \u7a7a\u95f4\u548c\u901a\u9053\u91cd\u5efa\u5377\u79ef&#xff1a;\u5373\u63d2\u5373\u7528&#xff0c;\u51cf\u5c11\u5197\u4f59\u8ba1\u7b97\u5e76\u63d0\u5347\u7279\u5f81\u5b66\u4e60<\/font><\/p>\n<p><font color=\"cornflowerblue\">4\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| CGblock \u5185\u5bb9\u5f15\u5bfc\u7f51\u7edc \u5229\u7528\u4e0d\u540c\u5c42\u6b21\u4fe1\u606f&#xff0c;\u63d0\u9ad8\u591a\u7c7b\u522b\u5206\u7c7b\u80fd\u529b &#xff08;\u542b\u4e8c\u6b21\u521b\u65b0&#xff09;&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">5\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| ICCV-2023 LSK\u5927\u6838\u9009\u62e9\u6a21\u5757 \u5305\u542b\u4e8c\u6b21\u72ec\u5bb6\u521b\u65b0&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">6\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| \u5229\u7528MobileNetv4\u4e2d\u7684UIB\u3001ExtraDW\u4f18\u5316C3k2&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">7\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| ICCV-2023 \u5f15\u5165Dynamic Snake Convolution\u52a8\u6001\u86c7\u5f62\u5377\u79ef&#xff0c;\u6539\u8fdbC3k2&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">8\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| GnConv&#xff1a;\u4e00\u79cd\u901a\u8fc7\u95e8\u63a7\u5377\u79ef\u548c\u9012\u5f52\u8bbe\u8ba1\u6765\u5b9e\u73b0\u9ad8\u6548\u3001\u53ef\u6269\u5c55\u3001\u5e73\u79fb\u7b49\u53d8\u7684\u9ad8\u9636\u7a7a\u95f4\u4ea4\u4e92\u64cd\u4f5c<\/font><\/p>\n<p><font color=\"cornflowerblue\">9\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| HWD&#xff0c;\u5f15\u5165Haar\u5c0f\u6ce2\u53d8\u6362\u5230\u4e0b\u91c7\u6837\u6a21\u5757\u4e2d&#xff0c;\u51cf\u5c11\u4fe1\u606f\u4e22\u5931&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">10\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| SAConv \u53ef\u5207\u6362\u7684\u7a7a\u6d1e\u5377\u79ef \u4e8c\u6b21\u521b\u65b0C3k2<\/font><\/p>\n<p><font color=\"cornflowerblue\">11\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| ICCV-2023 SAFM \u7a7a\u95f4\u81ea\u9002\u5e94\u7279\u5f81\u8c03\u5236\u6a21\u5757 \u5bf9C3k2\u8fdb\u884c\u4e8c\u6b21\u521b\u65b0&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">12\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| AKConv&#xff1a; \u5177\u6709\u4efb\u610f\u91c7\u6837\u5f62\u72b6\u548c\u4efb\u610f\u53c2\u6570\u6570\u91cf\u7684\u5377\u79ef\u6838<\/font><\/p>\n<p><font color=\"cornflowerblue\">13\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| NeurIPS-2022 ParNet \u5373\u63d2\u5373\u7528\u6a21\u5757 \u4e8c\u6b21\u521b\u65b0C3k2<\/font><\/p>\n<p><font color=\"cornflowerblue\">14\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| CVPR-2024 \u5229\u7528DynamicConv \u52a8\u6001\u5377\u79ef \u7ed3\u5408C3k2\u8fdb\u884c\u4e8c\u6b21\u521b\u65b0,\u63d0\u9ad8\u7cbe\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">15\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| 2023 \u5f15\u5165\u6ce8\u610f\u529b\u5377\u79ef\u6a21\u5757RFAConv&#xff0c;\u5173\u6ce8\u611f\u53d7\u91ce\u7a7a\u95f4\u7279\u5f81 \u52a9\u529byolov11\u7cbe\u5ea6\u63d0\u5347&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">16\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| SPD-Conv \u9488\u5bf9\u5c0f\u76ee\u6807\u548c\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf\u7684\u68c0\u6d4b\u4efb\u52a1&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">17\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| 2023 RCS-OSA \u901a\u9053\u6df7\u6d17\u7684\u91cd\u53c2\u6570\u5316\u5377\u79ef \u4e8c\u6b21\u521b\u65b0C3k2&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">18\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| CVPR-2021 \u591a\u6837\u5206\u652f\u5757DBB&#xff0c;\u66ff\u6362\u4f20\u7edf\u4e0b\u91c7\u6837Conv \u542b\u4e8c\u6b21\u521b\u65b0C3k2<\/font><\/p>\n<p><font color=\"cornflowerblue\">19\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| ECCV-2024 \u5c0f\u6ce2\u5377\u79ef \u589e\u5927\u611f\u53d7\u91ce&#xff0c;\u964d\u4f4e\u53c2\u6570\u91cf\u8ba1\u7b97\u91cf&#xff0c;\u72ec\u5bb6\u521b\u65b0\u52a9\u529b\u6da8\u70b9&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">20\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| 2024\u6700\u65b0\u8f7b\u91cf\u7ea7\u81ea\u9002\u5e94\u63d0\u53d6\u6a21\u5757 LAE \u5373\u63d2\u5373\u7528 \u4fdd\u7559\u5c40\u90e8\u4fe1\u606f\u548c\u5168\u5c40\u4fe1\u606f&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">21\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| CVPR-2020 Strip Pooling \u7a7a\u95f4\u6c60\u5316\u6a21\u5757 \u5904\u7406\u4e0d\u89c4\u5219\u5f62\u72b6\u7684\u5bf9\u8c61 \u542b\u4e8c\u6b21\u521b\u65b0<\/font><\/p>\n<p><font color=\"cornflowerblue\">22\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| RFEM&#xff1a;\u611f\u53d7\u91ce\u589e\u5f3a\u6a21\u5757&#xff0c; \u89e3\u51b3\u591a\u5c3a\u5ea6\u76ee\u6807\u68c0\u6d4b\u4e2d\u56e0\u611f\u53d7\u91ce\u4e0d\u8db3\u5bfc\u81f4\u7684\u5c0f\u76ee\u6807\u4fe1\u606f\u4e22\u5931\u95ee\u9898&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">23\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| AAAI 2025 \u98ce\u8f66\u72b6\u5377\u79efPConv&#xff0c;\u5b9e\u73b0\u611f\u53d7\u91ce\u7684\u9ad8\u6548\u6269\u5f20&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">24\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| AAAI 2025 FBRT-YOLO \u5e94\u7528YOLOv11 \u52a0\u5f3a\u8de8\u5c42\u7279\u5f81\u878d\u5408\u80fd\u529b\u4e0e\u591a\u5c3a\u5ea6\u9002\u5e94\u6027&#xff0c;\u5e76\u4e8c\u6b21\u6539\u8fdbC3k2&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">25\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| CVPR 2024&#xff1a;LEGM \u5c40\u90e8\u7279\u5f81\u5d4c\u5165\u5168\u5c40\u7279\u5f81\u63d0\u53d6 \u9002\u7528\u4e8e\u4f4e\u8d28\u91cf\u56fe\u50cf\u7279\u5f81\u63d0\u53d6\u4efb\u52a1&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">26\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| CVPR-2023 \u90e8\u5206\u5377\u79ef PConv \u8f7b\u91cf\u5316\u5377\u79ef&#xff0c;\u964d\u4f4e\u5185\u5b58\u5360\u7528<\/font><\/p>\n<p><font color=\"cornflowerblue\">27\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| CVPR 2024 \u53ef\u53d8\u5f62\u5377\u79ef v4&#xff08;DCNv4&#xff09;\u65e0\u754c\u6743\u91cd\u63d0\u8868\u8fbe &#043; \u7ebf\u7a0b\u5408\u5e76\u964d\u5197\u4f59&#xff0c;\u5f3a\u5316\u6a21\u578b\u6536\u655b\u901f\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">28\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| YOLO-MS\u4e2d\u7684MSBlock&#xff1a;\u5206\u5c42\u591a\u5206\u652f &#043; GQL \u5f15\u5bfc&#xff0c;\u591a\u5c3a\u5ea6\u7279\u5f81\u589e\u5f3a\u4e0e\u6c61\u67d3\u7a7a\u95f4\u4fe1\u606f\u8fc7\u6ee4&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">29\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| DEConv: \u5f3a\u5ea6\u4fe1\u606f\u4e0e\u68af\u5ea6\u7279\u5f81\u878d\u5408\u7684\u7ec6\u8282\u589e\u5f3a \u9002\u7528\u4e8e\u5c0f\u76ee\u6807\u4e0e\u7ec6\u8282\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">30\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5377\u79ef\u5c42\u3011| DWRSeg &#xff1a;\u9ad8\u6548\u83b7\u53d6\u591a\u5c3a\u5ea6\u4e0a\u4e0b\u6587\u4fe1\u606f&#xff0c;\u4e8c\u6b21\u6539\u8fdbC3k2&#x1f31f;<\/font><\/p>\n<hr \/>\n<h3>\n<p>  &#x1f340;Backbone\/\u4e3b\u5e72\u7f51\u7edc&#x1f340;<br \/>\n <\/h3>\n<p><font color=\"cornflowerblue\">1\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| \u66ff\u6362\u9aa8\u5e72\u7f51\u7edc\u4e3a&#xff1a;Swin Transformer&#xff0c;\u63d0\u9ad8\u591a\u5c3a\u5ea6\u7279\u5f81\u63d0\u53d6\u80fd\u529b<\/font><\/p>\n<p><font color=\"cornflowerblue\">2\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| 2023 U-Net V2 \u66ff\u6362\u9aa8\u5e72\u7f51\u7edc&#xff0c;\u52a0\u5f3a\u7ec6\u8282\u7279\u5f81\u7684\u63d0\u53d6\u548c\u878d\u5408&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">3\u3001\u5728YOLO26\u7684\u9879\u76ee\u5305\u4e2d\u914d\u7f6e\u5e76\u8fd0\u884cTPAMI 2025\u7684Hyper-YOLO\u6a21\u578b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">4\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| CVPR 2025 \u66ff\u6362\u9aa8\u5e72\u4e3aMambaOut&#xff0c;\u53bb\u9664\u5197\u4f59\u7ed3\u6784&#xff0c;\u6316\u6398\u89c6\u89c9Mamba\u6f5c\u529b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">5\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| \u66ff\u6362\u9aa8\u5e72\u7f51\u7edc\u4e3a2023-CVPR ConvNeXt V2 &#xff08;\u9644\u7f51\u7edc\u8be6\u89e3\u548c\u5b8c\u6574\u914d\u7f6e\u6b65\u9aa4&#xff09;&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">6\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| \u66ff\u6362\u9aa8\u5e72\u7f51\u7edc\u4e3aCVPR-2024 PKINet \u83b7\u53d6\u591a\u5c3a\u5ea6\u7eb9\u7406\u7279\u5f81&#xff0c;\u9002\u5e94\u5c3a\u5ea6\u53d8\u5316\u5927\u7684\u76ee\u6807&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">7\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| CVPR 2024 \u66ff\u6362\u9aa8\u5e72\u7f51\u7edc\u4e3a RMT&#xff0c;\u589e\u5f3a\u7a7a\u95f4\u4fe1\u606f\u7684\u611f\u77e5\u80fd\u529b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">8\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| CVPR 2024\u66ff\u6362\u9aa8\u5e72\u7f51\u7edc\u4e3a UniRepLKNet&#xff0c;\u89e3\u51b3\u5927\u6838 ConvNets \u96be\u9898&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">9\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| \u66ff\u6362\u9aa8\u5e72\u4e3aPoolFormer&#xff0c;\u57fa\u4e8e\u5e73\u5747\u6c60\u5316\u7684Token\u6df7\u5408\u5668&#xff0c;\u901a\u8fc7\u805a\u5408\u5c40\u90e8\u90bb\u57df\u7279\u5f81\u5b9e\u73b0\u4fe1\u606f\u4ea4\u4e92&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">10\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| ICLR-2023 \u66ff\u6362\u9aa8\u5e72\u7f51\u7edc\u4e3a&#xff1a;RevCol \u4e00\u79cd\u65b0\u578b\u795e\u7ecf\u7f51\u7edc\u8bbe\u8ba1\u8303\u5f0f&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">11\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| CVPR 2024 \u66ff\u6362\u9aa8\u5e72\u4e3aInceptionNeXt&#xff0c;\u5c06\u5927\u6838\u6df1\u5ea6\u5377\u79ef\u5206\u89e3\u4e3a\u56db\u4e2a\u5e76\u884c\u5206\u652f&#xff0c;\u5e73\u8861\u901f\u5ea6\u4e0e\u7cbe\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">12\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| \u66ff\u6362\u9aa8\u5e72\u7f51\u7edc\u4e3a2023-CVPR LSKNet &#xff08;\u9644\u7f51\u7edc\u8be6\u89e3\u548c\u5b8c\u6574\u914d\u7f6e\u6b65\u9aa4&#xff09;&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">13\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011|\u66ff\u6362HGNetV2\u9aa8\u5e72&#xff0c;\u5305\u542bRT-DETR\u4e2d\u7684l\u3001x\u6a21\u578b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">14\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| \u66ff\u6362\u9aa8\u5e72\u7f51\u7edc CVPR-2024 RepViT \u8f7b\u91cf\u7ea7\u7684Vision Transformers\u67b6\u6784&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">15\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Backbone\/\u4e3b\u5e72\u7f51\u7edc\u3011| \u66ff\u6362\u9aa8\u5e72\u7f51\u7edc\u4e3a GhostNet V3 2024\u534e\u4e3a\u7684\u91cd\u53c2\u6570\u8f7b\u91cf\u5316\u6a21\u578b&#x1f31f;<\/font><\/p>\n<hr \/>\n<h3>\n<p>  &#x1f340;%100\u8f7b\u91cf\u5316 \u2014 \u52a0\u901f\u63a8\u7406&#x1f340;<br \/>\n <\/h3>\n<p><font color=\"cornflowerblue\">1\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| MoblieNet V4&#xff1a;2024 \u8f7b\u91cf\u5316\u7f51\u7edc \u79fb\u52a8\u751f\u6001\u7cfb\u7edf\u7684\u901a\u7528\u6a21\u578b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">2\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| MoblieNet V3&#xff1a;\u57fa\u4e8e\u641c\u7d22\u6280\u672f\u548c\u65b0\u9896\u67b6\u6784\u8bbe\u8ba1\u7684\u8f7b\u91cf\u578b\u7f51\u7edc\u6a21\u578b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">3\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| FasterNet&#xff1a; CVPR-2023 \u9ad8\u6548\u5feb\u901f\u7684\u90e8\u5206\u5377\u79ef\u5757&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">4\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| VanillaNet&#xff1a;\u534e\u4e3a\u7684\u6781\u7b80\u4e3b\u4e49\u9aa8\u5e72\u7f51\u7edc&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">5\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| MoblieOne&#xff1a;\u6539\u8fdb\u76841\u6beb\u79d2\u79fb\u52a8\u4e3b\u5e72\u7f51&#xff0c;\u5f15\u5165\u7ed3\u6784\u91cd\u53c2\u6570\u5316&#xff0c;\u63d0\u9ad8\u6a21\u578b\u68c0\u6d4b\u6548\u7387&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">6\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| MobileViT V1&#xff1a;\u9ad8\u6548\u7684\u4fe1\u606f\u7f16\u7801\u4e0e\u878d\u5408\u6a21\u5757&#xff0c;\u83b7\u53d6\u5c40\u90e8\u548c\u5168\u5c40\u4fe1\u606f<\/font><\/p>\n<p><font color=\"cornflowerblue\">7\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| GhostNet V1&#xff1a;\u57fa\u4e8e Ghost Module \u548c Ghost Bottlenecks\u7684\u8f7b\u91cf\u5316\u7f51\u7edc\u7ed3\u6784<\/font><\/p>\n<p><font color=\"cornflowerblue\">8\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| GhostNet V2&#xff1a;NeurIPS-2022 Spotlight \u5229\u7528\u8fdc\u8ddd\u79bb\u6ce8\u610f\u529b\u589e\u5f3a\u5ec9\u4ef7\u64cd\u4f5c&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">9\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| EMO&#xff1a;ICCV 2023&#xff0c;\u7ed3\u6784\u7b80\u6d01\u7684\u8f7b\u91cf\u5316\u81ea\u6ce8\u610f\u529b\u6a21\u578b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">10\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| ShuffleNet V1&#xff1a;\u4e00\u4e2a\u7528\u4e8e\u79fb\u52a8\u8bbe\u5907\u7684\u6781\u5176\u9ad8\u6548\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/font><\/p>\n<p><font color=\"cornflowerblue\">11\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| Shufflenet V2&#xff1a;\u901a\u8fc7\u901a\u9053\u5212\u5206\u6784\u5efa\u9ad8\u6548\u7f51\u7edc&#xff0c;\u9ad8\u6548\u7684CNN\u67b6\u6784\u8bbe\u8ba1\u7684\u5b9e\u7528\u6307\u5357&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">12\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| MoblieNetV2&#xff1a;\u7ebf\u6027\u74f6\u9888&#xff0c;\u5012\u7f6e\u6b8b\u5dee&#xff0c;\u542b\u6a21\u578b\u8be6\u89e3\u548c\u5b8c\u6574\u914d\u7f6e\u6b65\u9aa4&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">13\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| StarNet&#xff1a;CVPR-2024 \u8d85\u7ea7\u7cbe\u7b80\u9ad8\u6548\u7684\u8f7b\u91cf\u5316\u6a21\u5757&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">14\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| PP-LCNet&#xff1a;\u8f7b\u91cf\u7ea7\u7684CPU\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/font><\/p>\n<p><font color=\"cornflowerblue\">15\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| EfficientNet v1 &#xff1a;\u9ad8\u6548\u7684\u79fb\u52a8\u5012\u7f6e\u74f6\u9888\u7ed3\u6784&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">16\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| EfficientNet v2&#xff1a;\u52a0\u901f\u8bad\u7ec3&#xff0c;\u5feb\u901f\u6536\u655b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">17\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6a21\u578b\u8f7b\u91cf\u5316\u3011| MoblieNetV1&#xff1a;\u7528\u4e8e\u79fb\u52a8\u89c6\u89c9\u5e94\u7528\u7684\u9ad8\u6548\u5377\u79ef\u795e\u7ecf\u7f51\u7edc&#x1f31f;<\/font><\/p>\n<hr \/>\n<h3>\n<p>  &#x1f525;Conv\u548cTransformer \u2014 \u53d1\u6587\u70ed\u70b9&#x1f525;<br \/>\n <\/h3>\n<p><font color=\"cornflowerblue\">1\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| ICLR 2025 ToST \u7edf\u8ba1\u5b66\u9a71\u52a8\u7ebf\u6027\u6ce8\u610f\u529b&#xff01;\u4e8c\u9636\u77e9\u7edf\u8ba1 &#043; \u767d\u76d2\u8bbe\u8ba1&#xff0c;\u91cd\u6784\u9ad8\u6548\u81ea\u6ce8\u610f\u529b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">2\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| CVPR 2023&#xff1a;Super Token Attention \u8d85\u7ea7\u4ee4\u724c\u6ce8\u610f\u529b\u673a\u5236&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">3\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| TGRS 2024&#xff1a;MDAF \u591a\u5c3a\u5ea6\u53cc\u8868\u793a\u5bf9\u9f50\u6ee4\u6ce2\u5668&#xff0c;\u7ed3\u5408\u7a7a\u95f4\u548c\u9891\u57df\u7279\u5f81&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">4\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| TPAMI-2024 Conv2Former \u5229\u7528\u5377\u79ef\u8c03\u5236\u548c\u5927\u6838\u5377\u79ef\u7b80\u5316\u81ea\u6ce8\u610f\u529b\u673a\u5236&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">5\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| CVPR-2024 Single-Head Self-Attention \u5355\u5934\u81ea\u6ce8\u610f\u529b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">6\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| ACmix \u5377\u79ef\u548c\u81ea\u6ce8\u610f\u529b\u7684\u7ed3\u5408&#xff0c;\u5145\u5206\u53d1\u6325\u4e24\u8005\u4f18\u52bf<\/font><\/p>\n<p><font color=\"cornflowerblue\">7\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| \u4e0a\u4e0b\u6587\u8f6c\u6362\u5668CoT \u7ed3\u5408\u9759\u6001\u548c\u52a8\u6001\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u6ce8\u610f\u529b\u673a\u5236 (\u542b\u4e8c\u6b21\u521b\u65b0C3k2)<\/font><\/p>\n<p><font color=\"cornflowerblue\">8\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| GRSL-2024 \u6700\u65b0\u6a21\u5757 \u5377\u79ef\u548c\u81ea\u6ce8\u610f\u529b\u878d\u5408\u6a21\u5757 CAFM \u51cf\u5c11\u56fe\u50cf\u4e2d\u7684\u566a\u58f0\u5e72\u6270&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">9\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| 2023 \u5f15\u5165CloFormer\u4e2d\u7684\u53cc\u5206\u652f\u7ed3\u6784&#xff0c;\u878d\u5408\u9ad8\u9891\u4f4e\u9891\u4fe1\u606f&#xff08;\u4e8c\u6b21\u521b\u65b0C2PSA&#xff09;&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">10\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| CVPR-2022 Deformable Attention Transformer \u53ef\u53d8\u5f62\u6ce8\u610f\u529b \u52a8\u6001\u5173\u6ce8\u76ee\u6807\u533a\u57df&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">11\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| ICCV-2023 iRMB \u5012\u7f6e\u6b8b\u5dee\u79fb\u52a8\u5757 \u8f7b\u91cf\u5316\u7684\u6ce8\u610f\u529b\u6a21\u5757<\/font><\/p>\n<p><font color=\"cornflowerblue\">12\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| ECCV-2024 Histogram Transformer \u76f4\u65b9\u56fe\u81ea\u6ce8\u610f\u529b \u9002\u7528\u4e8e\u566a\u58f0\u5927&#xff0c;\u56fe\u50cf\u8d28\u91cf\u4f4e\u7684\u68c0\u6d4b\u4efb\u52a1&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">13\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| \u5f15\u5165CVPR-2024 RepViT \u8f7b\u91cf\u7ea7\u7684Vision Transformers\u6a21\u5757 RepViTBlock&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">14\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| \u5f15\u5165PoolFormerBlock\u6a21\u5757&#xff0c;\u57fa\u4e8e\u5e73\u5747\u6c60\u5316\u7684Token\u6df7\u5408\u5668&#xff0c;\u901a\u8fc7\u805a\u5408\u5c40\u90e8\u90bb\u57df\u7279\u5f81\u5b9e\u73b0\u4fe1\u606f\u4ea4\u4e92&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">15\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| IJCAI 2024 \u5229\u7528FreqFormer\u4e2d\u7684SFA \u7a7a\u95f4 &#8211; \u9891\u7387\u6ce8\u610f\u529b\u548cCTA \u901a\u9053\u8f6c\u7f6e\u6ce8\u610f\u529b \u4e8c\u6b21\u6539\u8fdbC3k2&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">16\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| CVPR-2023 BiFormer \u7a00\u758f\u81ea\u6ce8\u610f\u529b&#xff0c;\u51cf\u5c11\u5185\u5b58\u5360\u7528&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">17\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| 2024 AssemFormer \u7ed3\u5408\u5377\u79ef\u4e0e Transformer \u4f18\u52bf&#xff0c;\u5f25\u8865\u4f20\u7edf\u65b9\u6cd5\u4e0d\u8db3&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">18\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Conv\u548cTransformer\u3011| CVPR-2021 Bottleneck Transformers \u7b80\u5355\u4e14\u9ad8\u6548\u7684\u81ea\u6ce8\u610f\u529b\u6a21\u5757<\/font><\/p>\n<hr \/>\n<h3>\n<p>  &#x1f525;YOLO\u548cMamba \u2014 \u6700\u65b0\u70ed\u70b9&#x1f525;<br \/>\n <\/h3>\n<p><font color=\"cornflowerblue\">1\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010YOLO\u548cMamba\u3011| \u66ff\u6362\u9aa8\u5e72 Mamba-YOLOv11-T !!! \u6700\u65b0\u7684\u53d1\u6587\u70ed\u70b9&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">2\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010YOLO\u548cMamba\u3011| \u66ff\u6362\u9aa8\u5e72 Mamba-YOLOv11-B !!! \u6700\u65b0\u7684\u53d1\u6587\u70ed\u70b9&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">3\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010YOLO\u548cMamba\u3011| \u66ff\u6362\u9aa8\u5e72 Mamba-YOLOv11-L !!! \u6700\u65b0\u7684\u53d1\u6587\u70ed\u70b9&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">4\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010YOLO\u548cMamba\u3011| 2024 VM-UNet&#xff0c;\u9ad8\u6548\u7684\u7279\u5f81\u63d0\u53d6\u6a21\u5757VSS block \u4e8c\u6b21\u521b\u65b0\u63d0\u9ad8\u7cbe\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">5\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010YOLO\u548cMamba\u3011| CVPR 2025 \u66ff\u6362\u9aa8\u5e72\u4e3aMambaOut&#xff0c;\u53bb\u9664\u5197\u4f59\u7ed3\u6784&#xff0c;\u6316\u6398\u89c6\u89c9Mamba\u6f5c\u529b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">6\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010YOLO\u548cMamba\u3011| CVPR 2025&#xff1a;EfficientViM \u538b\u7f29\u9690\u85cf\u72b6\u6001\u7a7a\u95f4\u8fdb\u884c\u901a\u9053\u6df7\u5408\u3001\u5355\u5934\u8bbe\u8ba1\u51cf\u5c11\u5185\u5b58\u64cd\u4f5c&#xff0c;\u63d0\u5347\u76ee\u6807\u68c0\u6d4b\u6548\u7387\u4e0e\u7cbe\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">7\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010YOLO\u548cMamba\u3011| MLLA&#xff1a;Mamba-Like Linear Attention&#xff0c;\u878d\u5408Mamba\u8bbe\u8ba1\u4f18\u52bf\u7684\u6ce8\u610f\u529b\u673a\u5236&#x1f31f;<\/font><\/p>\n<hr \/>\n<h3>\n<p>  &#x1f4c8;\u6ce8\u610f\u529b\u673a\u5236\u7bc7 \u2014 \u53d1\u6587\u5fc5\u5907&#x1f4c8;<br \/>\n <\/h3>\n<p><font color=\"cornflowerblue\">1\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| CVPR 2024 CGLU \u5377\u79ef\u95e8\u63a7\u901a\u9053\u6ce8\u610f\u529b \u53cc\u5206\u652f\u7ed3\u6784 &#043; \u5377\u79ef\u589e\u5f3a\u95e8\u63a7\u7684\u901a\u9053\u6df7\u5408\u5668&#xff0c;\u63d0\u5347\u5c40\u90e8\u5efa\u6a21\u4e0e\u9c81\u68d2\u6027&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">2\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| \u6dfb\u52a0SE\u3001CBAM\u3001ECA\u3001CA\u3001Swin Transformer\u7b49\u6ce8\u610f\u529b\u548c\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236<\/font><\/p>\n<p><font color=\"cornflowerblue\">3\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| ICML-2021 \u5f15\u5165SimAM\u6ce8\u610f\u529b\u6a21\u5757&#xff08;\u4e00\u4e2a\u7b80\u5355\u7684&#xff0c;\u65e0\u53c2\u6570\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u6ce8\u610f\u6a21\u5757&#xff09;<\/font><\/p>\n<p><font color=\"cornflowerblue\">4\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| GAM\u5168\u5c40\u6ce8\u610f\u529b\u673a\u5236&#xff1a; \u4fdd\u7559\u4fe1\u606f\u4ee5\u589e\u5f3a\u901a\u9053\u4e0e\u7a7a\u95f4\u7684\u76f8\u4e92\u4f5c\u7528<\/font><\/p>\n<p><font color=\"cornflowerblue\">5\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| 2023 MCAttention \u591a\u5c3a\u5ea6\u4ea4\u53c9\u8f74\u6ce8\u610f\u529b \u83b7\u53d6\u591a\u5c3a\u5ea6\u7279\u5f81\u548c\u5168\u5c40\u4e0a\u4e0b\u6587\u4fe1\u606f&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">6\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| 2024 SCSA-CBAM \u7a7a\u95f4\u548c\u901a\u9053\u7684\u534f\u540c\u6ce8\u610f\u6a21\u5757 \u4e8c\u6b21\u521b\u65b0C3k2&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">7\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| 2024 SCI TOP FCAttention \u5373\u63d2\u5373\u7528\u6ce8\u610f\u529b\u6a21\u5757&#xff0c;\u589e\u5f3a\u5c40\u90e8\u548c\u5168\u5c40\u7279\u5f81\u4fe1\u606f\u4ea4\u4e92&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">8\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| EMA \u5373\u63d2\u5373\u7528\u6a21\u5757&#xff0c;\u63d0\u9ad8\u8fdc\u8ddd\u79bb\u5efa\u6a21\u4f9d\u8d56<\/font><\/p>\n<p><font color=\"cornflowerblue\">9\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| NAM \u5373\u63d2\u5373\u7528\u6a21\u5757&#xff0c;\u91cd\u65b0\u4f18\u5316\u901a\u9053\u548c\u7a7a\u95f4\u6ce8\u610f\u529b<\/font><\/p>\n<p><font color=\"cornflowerblue\">10\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| 2024 \u8499\u7279\u5361\u7f57\u6ce8\u610f\u529b&#xff08;MCAttn&#xff09;\u6a21\u5757&#xff0c;\u63d0\u9ad8\u5c0f\u76ee\u6807\u7684\u5173\u6ce8\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">11\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| CVPR2024 CAA\u4e0a\u4e0b\u6587\u951a\u70b9\u6ce8\u610f\u529b\u673a\u5236&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">12\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| \u5f15\u5165Shuffle Attention\u6ce8\u610f\u529b\u6a21\u5757&#xff0c;\u589e\u5f3a\u7279\u5f81\u56fe\u7684\u8bed\u4e49\u8868\u793a<\/font><\/p>\n<p><font color=\"cornflowerblue\">13\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| Mixed Local Channel Attention (MLCA) \u878d\u5408\u901a\u9053\u3001\u7a7a\u95f4\u3001\u5c40\u90e8\u548c\u5168\u5c40\u4fe1\u606f\u7684\u65b0\u578b\u6ce8\u610f\u529b<\/font><\/p>\n<p><font color=\"cornflowerblue\">14\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| ICLR2023 \u9ad8\u6548\u8ba1\u7b97\u4e0e\u5168\u5c40\u5c40\u90e8\u4fe1\u606f\u878d\u5408\u7684 Sea_Attention \u6a21\u5757&#xff08;\u542bC2PSA\u4e8c\u6b21\u521b\u65b0&#x1f31f;&#xff09;<\/font><\/p>\n<p><font color=\"cornflowerblue\">15\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| ICCV2023 \u805a\u7126\u7ebf\u6027\u6ce8\u610f\u529b\u6a21\u5757 Focused Linear Attention \u805a\u7126\u80fd\u529b\u4e0e\u7279\u5f81\u591a\u6837\u6027\u53cc\u91cd\u63d0\u5347&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">16\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| WACV-2021 Triplet Attention \u4e09\u91cd\u6ce8\u610f\u529b\u6a21\u5757 &#8211; \u8de8\u7ef4\u5ea6\u4ea4\u4e92\u6ce8\u610f\u529b\u673a\u5236\u4f18\u5316<\/font><\/p>\n<p><font color=\"cornflowerblue\">17\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| SENet V2 \u4f18\u5316SE\u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u805a\u5408\u901a\u9053\u548c\u5168\u5c40\u4fe1\u606f&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">18\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| CVPRW-2024 \u5206\u5c42\u4e92\u8865\u6ce8\u610f\u529b\u6df7\u5408\u5c42 H-RAMi \u9488\u5bf9\u4f4e\u8d28\u91cf\u56fe\u50cf\u7684\u7279\u5f81\u63d0\u53d6\u6a21\u5757&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">19\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| CVPR-2023 FSAS \u57fa\u4e8e\u9891\u57df\u7684\u81ea\u6ce8\u610f\u529b\u6c42\u89e3\u5668 \u7ed3\u5408\u9891\u57df\u8ba1\u7b97\u548c\u5377\u79ef\u64cd\u4f5c \u964d\u4f4e\u566a\u58f0\u5f71\u54cd&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">20\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| Large Separable Kernel Attention (LSKA) \u5927\u6838\u53ef\u5206\u79bb\u5377\u79ef\u6ce8\u610f\u529b \u4e8c\u6b21\u521b\u65b0C2PSA\u3001C3k2&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">21\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| WACV-2024 D-LKA \u53ef\u53d8\u5f62\u7684\u5927\u6838\u6ce8\u610f \u9488\u5bf9\u5927\u5c3a\u5ea6\u3001\u4e0d\u89c4\u5219\u7684\u76ee\u6807\u56fe\u50cf&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">22\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| \u5f15\u5165MobileNetv4\u4e2d\u7684Mobile MQA&#xff0c;\u8f7b\u91cf\u5316\u6ce8\u610f\u529b\u6a21\u5757 \u63d0\u9ad8\u6a21\u578b\u6548\u7387&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">23\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| \u5229\u7528SegNeXt\u4e2d\u7684\u5377\u79ef\u6ce8\u610f\u529b\u6a21\u5757MSCA&#xff0c;\u6355\u6349\u591a\u5c3a\u5ea6\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f&#xff0c;\u66f4\u52a0\u8f7b\u91cf\u9ad8\u6548&#xff08;\u542bC3k2\u4e8c\u6b21\u521b\u65b0&#xff09;&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">24\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| CPCA&#xff1a;\u901a\u9053\u5148\u9a8c\u5377\u79ef\u6ce8\u610f\u529b\u6a21\u5757&#xff0c; \u52a8\u6001\u5206\u914d\u6ce8\u610f\u529b\u6743\u91cd&#xff0c;\u5e76\u5229\u7528\u591a\u5c3a\u5ea6\u6df1\u5ea6\u5377\u79ef\u6a21\u5757\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">25\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u6ce8\u610f\u529b\u673a\u5236\u7bc7\u3011| 2024 PPA \u5e76\u884c\u8865\u4e01\u611f\u77e5\u6ce8\u610f\u6a21\u5757&#xff0c;\u63d0\u9ad8\u5c0f\u76ee\u6807\u5173\u6ce8\u5ea6&#x1f31f;<\/font><\/p>\n<hr \/>\n<h3>\n<p>  &#x1f680;SPPF\/\u7a7a\u95f4\u91d1\u5b57\u5854\u6c60\u5316&#x1f680;<br \/>\n <\/h3>\n<p><font color=\"cornflowerblue\">1\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010SPPF\u3011| AIFI : \u57fa\u4e8eTransformer\u7684\u5c3a\u5ea6\u5185\u7279\u5f81\u4ea4\u4e92&#xff0c;\u5728\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u7684\u540c\u65f6\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd<\/font><\/p>\n<p><font color=\"cornflowerblue\">2\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010SPPF\u3011| SimSPPF&#xff0c;\u7b80\u5316\u8bbe\u8ba1&#xff0c;\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387<\/font><\/p>\n<p><font color=\"cornflowerblue\">3\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010SPPF\u3011| NeuralPS-2022 Focal Modulation : \u4f7f\u7528\u7126\u70b9\u8c03\u5236\u6a21\u5757\u4f18\u5316\u7a7a\u95f4\u91d1\u5b57\u5854\u6c60\u5316SPPF&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">4\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010SPPF\u3011| \u5c06\u7279\u5f81\u91d1\u5b57\u5854\u6c60\u5316\u4fee\u6539\u4e3a&#xff1a;SPPELAN &#xff0c;\u591a\u5c3a\u5ea6\u7279\u5f81\u63d0\u53d6\u4e0e\u9ad8\u6548\u7279\u5f81\u878d\u5408&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">5\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010SPPF\u3011| \u5c06\u7279\u5f81\u91d1\u5b57\u5854\u6c60\u5316\u4fee\u6539\u4e3a&#xff1a;SPPCSPC&#xff0c;\u63d0\u5347\u6a21\u578b\u7684\u7279\u5f81\u63d0\u53d6\u80fd\u529b\u548c\u8ba1\u7b97\u6548\u7387&#x1f31f;<\/font><\/p>\n<hr \/>\n<h3>\n<p>  &#x1f680;Neck \u2014 \u52a0\u5f3a\u7279\u5f81\u878d\u5408&#x1f680;<br \/>\n <\/h3>\n<p><font color=\"cornflowerblue\">1\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| arXiv 2024 MAFPN&#xff1a;\u591a\u5206\u652f\u8f85\u52a9\u7279\u5f81\u91d1\u5b57\u5854\u7f51\u7edc | \u901a\u8fc7\u53cc\u5411\u8f85\u52a9\u878d\u5408\u4e0e\u5f02\u6784\u5377\u79ef\u673a\u5236&#xff0c;\u89e3\u51b3\u4f20\u7edfPAFPN\u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408\u4e0d\u5145\u5206\u4e0e\u5c0f\u76ee\u6807\u68c0\u6d4b\u4e0d\u8db3\u95ee\u9898&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">2\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| CVPR2024 LGAG&#xff1a;\u5927\u6838\u5206\u7ec4\u6ce8\u610f\u529b\u95e8\u6a21\u5757&#xff0c;3\u00d73\u5206\u7ec4\u5377\u79ef\u4e0e\u6ce8\u610f\u529b\u534f\u540c\u7684\u7279\u5f81\u7cbe\u51c6\u878d\u5408&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">3\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| BiFPN&#xff1a;\u53cc\u5411\u7279\u5f81\u91d1\u5b57\u5854\u7f51\u7edc-\u8de8\u5c3a\u5ea6\u8fde\u63a5\u548c\u52a0\u6743\u7279\u5f81\u878d\u5408&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">4\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| \u4f7f\u7528CARAFE\u8f7b\u91cf\u7ea7\u901a\u7528\u4e0a\u91c7\u6837\u7b97\u5b50<\/font><\/p>\n<p><font color=\"cornflowerblue\">5\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| ASF-YOLO \u6ce8\u610f\u529b\u5c3a\u5ea6\u5e8f\u5217\u878d\u5408\u6a21\u5757\u6539\u8fdb\u9888\u90e8\u7f51\u7edc&#xff0c;\u63d0\u9ad8\u5c0f\u76ee\u6807\u68c0\u6d4b\u7cbe\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">6\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| GFPN \u8d85\u8d8aBiFPN \u901a\u8fc7\u8df3\u5c42\u8fde\u63a5\u548c\u8de8\u5c3a\u5ea6\u8fde\u63a5\u6539\u8fdbv11\u9888\u90e8\u7f51\u7edc&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">7\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| 2023 \u663e\u5f0f\u89c6\u89c9\u4e2d\u5fc3EVC \u4f18\u5316\u7279\u5f81\u63d0\u53d6\u91d1\u5b57\u5854&#xff0c;\u5bf9\u5bc6\u96c6\u9884\u6d4b\u4efb\u52a1\u975e\u5e38\u6709\u6548&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">8\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| \u6709\u6548\u4e14\u8f7b\u91cf\u7684\u52a8\u6001\u4e0a\u91c7\u6837\u7b97\u5b50&#xff1a;DySample<\/font><\/p>\n<p><font color=\"cornflowerblue\">9\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| ArXiv 2023&#xff0c;\u57fa\u4e8eU &#8211; Net v2\u4e2d\u7684\u7684\u9ad8\u6548\u7279\u5f81\u878d\u5408\u6a21\u5757&#xff1a;SDI&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">10\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| PRCV 2023&#xff0c;SBA&#xff1a;\u7279\u5f81\u878d\u5408\u6a21\u5757&#xff0c;\u63cf\u7ed8\u7269\u4f53\u8f6e\u5ed3\u91cd\u65b0\u6821\u51c6\u7269\u4f53\u4f4d\u7f6e&#xff0c;\u89e3\u51b3\u8fb9\u754c\u6a21\u7cca\u95ee\u9898&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">11\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| \u66ff\u6362RT-DETR\u4e2d\u7684CCFF\u8de8\u5c3a\u5ea6\u7279\u5f81\u878d\u5408\u9888\u90e8\u7ed3\u6784&#xff0c;\u4f18\u5316\u8ba1\u7b97\u74f6\u9888\u4e0e\u5197\u4f59\u95ee\u9898&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">12\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| HS-FPN&#xff1a;\u9ad8\u7ea7\u7b5b\u9009\u7279\u5f81\u878d\u5408\u91d1\u5b57\u5854&#xff0c;\u52a0\u5f3a\u7ec6\u5fae\u7279\u5f81\u7684\u68c0\u6d4b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">13\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| ECCV-2024 RCM \u77e9\u5f62\u81ea\u6821\u51c6\u6a21\u5757 \u4e8c\u6b21\u521b\u65b0C3k2 \u6539\u8fdb\u9888\u90e8\u7f51\u7edc&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">14\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| NeurIPS 2023 \u878d\u5408GOLD-YOLO\u9888\u90e8\u7ed3\u6784&#xff0c;\u5f3a\u5316\u5c0f\u76ee\u6807\u68c0\u6d4b\u80fd\u529b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">15\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| SEAM&#xff1a;\u5206\u79bb\u548c\u589e\u5f3a\u6ce8\u610f\u6a21\u5757&#xff0c;\u89e3\u51b3\u590d\u6742\u573a\u666f\u4e0b\u7684\u5c0f\u76ee\u6807\u906e\u6321\u95ee\u9898&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">16\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| ACMMM 2024 WFU&#xff1a;\u5c0f\u6ce2\u7279\u5f81\u4e0a\u91c7\u6837 | \u901a\u8fc7\u5c0f\u6ce2\u53d8\u6362\u7684\u9891\u7387\u5206\u89e3\u4e0e\u8de8\u5c3a\u5ea6\u878d\u5408\u673a\u5236&#xff0c;\u89e3\u51b3\u4f20\u7edf\u4e0a\u91c7\u6837\u8fc7\u7a0b\u4e2d\u7684\u6df7\u53e0\u548c\u7ec6\u8282\u4e22\u5931\u95ee\u9898&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">17\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| CFC\u548cSFC\u6a21\u5757&#xff0c;\u72ec\u7279\u7684\u4e0a\u4e0b\u6587\u5efa\u6a21\u548c\u7a7a\u95f4\u7279\u5f81\u6821\u51c6\u673a\u5236&#xff0c;\u5b9e\u73b0\u7cbe\u5ea6\u4e0e\u6548\u7387\u7684\u5e73\u8861\u4f18\u5316&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">18\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| \u66ff\u6362\u9888\u90e8\u7ed3\u6784\u4e3aTPAMI 2025\u7684Hyper-YOLO&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">19\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| CVPR 2024 MFM&#xff08;Modulation Fusion Module&#xff0c;\u8c03\u5236\u878d\u5408\u6a21\u5757&#xff09;&#xff1a;\u52a8\u6001\u7279\u5f81\u52a0\u6743\u878d\u5408&#xff0c;\u7a81\u51fa\u5173\u952e\u7279\u5f81\u6291\u5236\u5197\u4f59&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">20\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| GSConv&#043;Slim Neck&#xff1a;\u6df7\u5408\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\u548c\u6807\u51c6\u5377\u79ef\u7684\u8f7b\u91cf\u5316\u7f51\u7edc\u8bbe\u8ba1&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">21\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| BMVC 2024 MASAG \u6a21\u5757&#xff08;\u591a\u5c3a\u5ea6\u81ea\u9002\u5e94\u7a7a\u95f4\u6ce8\u610f\u95e8&#xff09;&#xff1a;\u52a8\u6001\u611f\u53d7\u91ce\u4e0e\u7a7a\u95f4\u6ce8\u610f\u529b\u589e\u5f3a\u591a\u5c3a\u5ea6\u76ee\u6807\u68c0\u6d4b\u7cbe\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">22\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| CGA Fusion&#xff1a;\u5185\u5bb9\u5f15\u5bfc\u7684\u6ce8\u610f\u529b\u878d\u5408\u6a21\u5757&#xff0c;\u7a7a\u95f4\u6743\u91cd\u5f15\u5bfc\u7684\u591a\u6a21\u6001\u7279\u5f81\u81ea\u9002\u5e94\u878d\u5408&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">23\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| \u9002\u7528\u5173\u952e\u70b9\u68c0\u6d4b&#xff1a;PSFM&#xff0c;\u6df1\u5c42\u8bed\u4e49\u878d\u5408\u6a21\u5757 \u5f15\u5165\u6df1\u5c42\u4e0e\u6d45\u5c42\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u52a8\u6001\u5efa\u6a21\u4e0d\u540c\u5c42\u7ea7\u7684\u5168\u5c40\u8bed\u4e49\u4f9d\u8d56\u5173\u7cfb&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">24\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| \u5173\u952e\u70b9\u68c0\u6d4b&#xff1a;SDFM \u8868\u5c42\u7ec6\u8282\u878d\u5408\u6a21\u5757&#xff0c;\u5229\u7528\u901a\u9053-\u7a7a\u95f4\u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u5b9e\u73b0\u6df1\u5c42\u4e0e\u6d45\u5c42\u7279\u5f81\u878d\u5408&#xff0c;\u6291\u5236\u566a\u58f0\u5e72\u6270&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">25\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| \u5173\u952e\u70b9\u68c0\u6d4b&#xff1a;CGA Fusion&#xff1a;\u5185\u5bb9\u5f15\u5bfc\u7684\u6ce8\u610f\u529b\u878d\u5408\u6a21\u5757&#xff0c;\u7a7a\u95f4\u6743\u91cd\u5f15\u5bfc\u7684\u591a\u6a21\u6001\u7279\u5f81\u81ea\u9002\u5e94\u878d\u5408&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">26\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| \u5229\u7528YOLOv13\u7684\u8d85\u56fe\u5173\u8054\u589e\u5f3a\u7ed3\u6784 \u4f18\u5316\u9888\u90e8\u7f51\u7edc \u589e\u5f3a\u591a\u5c3a\u5ea6\u611f\u77e5&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">27\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| CVPR 2024 EUCB \u9ad8\u6548\u7684\u4e0a\u91c7\u6837\u5377\u79ef\u5757&#xff1a;\u8f7b\u91cf\u7ea7\u4e0a\u91c7\u6837 &#043; \u6df1\u5ea6\u5377\u79ef\u589e\u5f3a &#043; \u901a\u9053\u5339\u914d&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">28\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| TPAMI 2024 FreqFusion \u9891\u57df\u611f\u77e5\u7279\u5f81\u878d\u5408\u6a21\u5757 \u89e3\u51b3\u5bc6\u96c6\u56fe\u50cf\u9884\u6d4b\u95ee\u9898&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">29\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| PSFM&#xff0c;\u6df1\u5c42\u8bed\u4e49\u878d\u5408\u6a21\u5757 \u5f15\u5165\u6df1\u5c42\u4e0e\u6d45\u5c42\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u52a8\u6001\u5efa\u6a21\u4e0d\u540c\u5c42\u7ea7\u7684\u5168\u5c40\u8bed\u4e49\u4f9d\u8d56\u5173\u7cfb&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">30\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Neck\u3011| SDFM \u8868\u5c42\u7ec6\u8282\u878d\u5408\u6a21\u5757&#xff0c;\u5229\u7528\u901a\u9053-\u7a7a\u95f4\u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u5b9e\u73b0\u6df1\u5c42\u4e0e\u6d45\u5c42\u7279\u5f81\u878d\u5408&#xff0c;\u6291\u5236\u566a\u58f0\u5e72\u6270&#x1f31f;<\/font><\/p>\n<hr \/>\n<h3>\n<p>  &#x1f680;Head\/\u68c0\u6d4b\u5934&#x1f680;<br \/>\n <\/h3>\n<p><font color=\"cornflowerblue\">1\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Head\u3011| &#xff08;\u72ec\u5bb6\u6539\u8fdb&#xff09;\u7ed3\u5408 ICME-2024 \u4e2d\u7684PPA\u6ce8\u610f\u529b\u6a21\u5757&#xff0c;\u81ea\u7814\u5e26\u6709\u6ce8\u610f\u529b\u673a\u5236\u7684\u5c0f\u76ee\u6807\u68c0\u6d4b\u5934&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">2\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Head\u3011| &#xff08;\u72ec\u5bb6\u6539\u8fdb&#xff09;\u8f7b\u91cf\u5316\u68c0\u6d4b\u5934&#xff1a;\u5229\u7528 EfficientNet \u4e2d\u7684\u79fb\u52a8\u5012\u7f6e\u74f6\u9888\u6a21\u5757 MBConv \u6539\u8fdb\u68c0\u6d4b\u5934&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">3\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Head\u3011| &#xff08;\u72ec\u5bb6\u6539\u8fdb&#xff09;\u68c0\u6d4b\u5934\u6dfb\u52a0Conv2Former \u5229\u7528\u5377\u79ef\u8c03\u5236\u64cd\u4f5c\u548c\u5927\u6838\u5377\u79ef\u7b80\u5316\u81ea\u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u63d0\u9ad8\u7f51\u7edc\u6027\u80fd&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">4\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Head\/\u5206\u5272\u5934\u3011| &#xff08;\u72ec\u5bb6\u6539\u8fdb&#xff09;\u7ed3\u5408 ICME-2024 \u4e2d\u7684PPA\u6ce8\u610f\u529b\u6a21\u5757&#xff0c;\u81ea\u7814\u5e26\u6709\u6ce8\u610f\u529b\u673a\u5236\u7684\u5c0f\u76ee\u6807\u68c0\u6d4b\u5934&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">5\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Head\/\u5206\u5272\u5934\u3011| &#xff08;\u72ec\u5bb6\u6539\u8fdb&#xff09;\u8f7b\u91cf\u5316\u68c0\u6d4b\u5934&#xff1a;\u5229\u7528 EfficientNet \u4e2d\u7684\u79fb\u52a8\u5012\u7f6e\u74f6\u9888\u6a21\u5757 MBConv \u6539\u8fdb\u68c0\u6d4b\u5934&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">6\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Head\/\u5206\u5272\u5934\u3011| \u7ed3\u5408CVPR-2024 \u4e2d\u7684DynamicConv \u52a8\u6001\u5377\u79ef \u6539\u8fdb\u5206\u5272\u5934, \u4f18\u5316\u6a21\u578b&#xff08;\u72ec\u5bb6\u6539\u8fdb&#xff09;&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">7\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Head\u3011| \u5f15\u5165RT-DETR\u4e2d\u7684RTDETRDecoder&#xff0c;\u66ff\u6362\u68c0\u6d4b\u5934&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">8\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Head\u3011| \u589e\u52a0\u9488\u5bf9 \u5927\u76ee\u6807 \u7684\u68c0\u6d4b\u5c42 &#xff08;\u56db\u4e2a\u68c0\u6d4b\u5934&#xff09;&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">9\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Head\u3011| \u7ed3\u5408CVPR-2024 \u4e2d\u7684DynamicConv \u52a8\u6001\u5377\u79ef \u6539\u8fdb\u68c0\u6d4b\u5934, \u4f18\u5316\u6a21\u578b&#xff08;\u72ec\u5bb6\u6539\u8fdb&#xff09;&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">10\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Head\u3011| \u6dfb\u52a0\u4e13\u7528\u4e8e\u5c0f\u76ee\u6807\u7684\u68c0\u6d4b\u5c42 \u9644YOLOv1~YOLOv11\u7684\u68c0\u6d4b\u5934\u53d8\u5316\u8be6\u89e3&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">11\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010Head\/\u5206\u5272\u5934\u3011| &#xff08;\u72ec\u5bb6\u6539\u8fdb&#xff09;\u68c0\u6d4b\u5934\u6dfb\u52a0Conv2Former \u5229\u7528\u5377\u79ef\u8c03\u5236\u64cd\u4f5c\u548c\u5927\u6838\u5377\u79ef\u7b80\u5316\u81ea\u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u63d0\u9ad8\u7f51\u7edc\u6027\u80fd&#x1f31f;<\/font><\/p>\n<hr \/>\n<h3>\n<p>  &#x1f680;\u635f\u5931\u51fd\u6570\u7bc7&#x1f680;<br \/>\n <\/h3>\n<p><font color=\"cornflowerblue\">1\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| AAAI 2025 SD Loss&#xff0c;\u57fa\u4e8e\u76ee\u6807\u5c3a\u5ea6\u52a8\u6001\u8c03\u6574\u5c3a\u5ea6\u635f\u5931\u548c\u4f4d\u7f6e\u635f\u5931\u7684\u5f71\u54cd\u7cfb\u6570&#xff0c;\u51cf\u5c11 IoU \u6807\u7b7e\u6ce2\u52a8&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">2\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| Shape-NWD&#xff1a;\u878d\u5408\u6539\u8fdb&#xff0c;\u7ed3\u5408Shape-IoU\u548cNWD \u66f4\u597d\u5730\u9002\u5e94\u5c0f\u76ee\u6807\u7279\u6027&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">3\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| \u66ff\u6362\u6fc0\u6d3b\u51fd\u6570\u4e3aMish\u3001PReLU\u3001Hardswish\u3001LeakyReLU\u3001ReLU6<\/font><\/p>\n<p><font color=\"cornflowerblue\">4\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| Inner-IoU\u635f\u5931&#xff1a;\u901a\u8fc7\u8f85\u52a9\u8fb9\u754c\u6846\u8ba1\u7b97IoU\u63d0\u5347\u68c0\u6d4b\u6548\u679c(Inner_GIoU\u3001Inner_DIoU\u3001Inner_CIoU\u3001Inner_EIoU\u3001Inner_SIoU)<\/font><\/p>\n<p><font color=\"cornflowerblue\">5\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| Shape-IoU&#xff1a;\u8003\u8651\u8fb9\u754c\u6846\u5f62\u72b6\u548c\u5c3a\u5ea6\u7684\u66f4\u7cbe\u786e\u5ea6\u91cf&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">6\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| 2024 \u5f15\u8fdbFocaler-IoU\u635f\u5931\u51fd\u6570 \u52a0\u5f3a\u8fb9\u754c\u6846\u56de\u5f52&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">7\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| NWD\u635f\u5931\u51fd\u6570&#xff0c;\u63d0\u9ad8\u5c0f\u76ee\u6807\u68c0\u6d4b\u7cbe\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">8\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| 2024-TOP \u81ea\u9002\u5e94\u9608\u503c\u7126\u70b9\u635f\u5931&#xff08;ATFL&#xff09;\u63d0\u5347\u5bf9\u5c0f\u76ee\u6807\u7684\u68c0\u6d4b\u80fd\u529b&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">9\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| \u5c06\u6fc0\u6d3b\u51fd\u6570\u66ff\u6362\u4e3a\u5e26\u6709\u6ce8\u610f\u529b\u673a\u5236\u7684\u6fc0\u6d3b\u51fd\u6570 ARelu&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">10\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| WIoU v3&#xff1a;\u9488\u5bf9\u4f4e\u8d28\u91cf\u6837\u672c\u7684\u8fb9\u754c\u6846\u56de\u5f52\u635f\u5931\u51fd\u6570&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">11\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| \u66ff\u6362Powerful-IoU&#xff08;PIoU&#xff09;&#xff0c;\u589e\u5f3a\u5bf9\u4e2d\u7b49\u8d28\u91cf\u951a\u6846\u7684\u5173\u6ce8\u529b&#xff0c;\u5f15\u5bfc\u951a\u6846\u66f4\u76f4\u63a5\u3001\u9ad8\u6548\u5730\u56de\u5f52&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">12\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| \u5229\u7528MPDIoU&#xff0c;\u52a0\u5f3a\u8fb9\u754c\u6846\u56de\u5f52\u7684\u51c6\u786e\u6027<\/font><\/p>\n<p><font color=\"cornflowerblue\">13\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u635f\u5931\u51fd\u6570\u7bc7\u3011| Slide Loss&#xff0c;\u89e3\u51b3\u7b80\u5355\u6837\u672c\u548c\u56f0\u96be\u6837\u672c\u4e4b\u95f4\u7684\u4e0d\u5e73\u8861\u95ee\u9898&#x1f31f;<\/font><\/p>\n<hr \/>\n<h3>\n<p>  &#x1f680;\u7279\u6b8a\u573a\u666f \u2014 \u5c0f\u76ee\u6807\u6539\u8fdb&#x1f680;<br \/>\n <\/h3>\n<p><font color=\"cornflowerblue\">1\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5c0f\u76ee\u6807\u6539\u8fdb\u3011| ASF-YOLO \u6ce8\u610f\u529b\u5c3a\u5ea6\u5e8f\u5217\u878d\u5408\u6a21\u5757\u6539\u8fdb\u9888\u90e8\u7f51\u7edc&#xff0c;\u63d0\u9ad8\u5c0f\u76ee\u6807\u68c0\u6d4b\u7cbe\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">2\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5c0f\u76ee\u6807\u6539\u8fdb\u3011| NWD\u635f\u5931\u51fd\u6570&#xff0c;\u63d0\u9ad8\u5c0f\u76ee\u6807\u68c0\u6d4b\u7cbe\u5ea6&#x1f31f;<\/font><\/p>\n<p><font color=\"cornflowerblue\">3\u3001YOLO26\u6539\u8fdb\u7b56\u7565\u3010\u5c0f\u76ee\u6807\u6539\u8fdb\u3011| 2024 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