{"id":7151,"date":"2026-09-03T09:52:34","date_gmt":"2026-09-03T01:52:34","guid":{"rendered":"http:\/\/172.30.27.2\/?p=7151"},"modified":"2026-09-04T11:15:46","modified_gmt":"2026-09-04T03:15:46","slug":"shuleijiaoshoutuanduitichuganshubingdubingqinglianghuajiancemoxingswin-spvdnet","status":"publish","type":"post","link":"http:\/\/172.30.27.2\/index.php\/shuleijiaoshoutuanduitichuganshubingdubingqinglianghuajiancemoxingswin-spvdnet\/","title":{"rendered":"\u8212\u78ca\u6559\u6388\u56e2\u961f\u5728\u300aComputers and Electronics in Agriculture\u300b\u63d0\u51fa\u7518\u85af\u75c5\u6bd2\u75c5\u8f7b\u91cf\u5316\u68c0\u6d4b\u6a21\u578bSwin-SPVDNet"},"content":{"rendered":"<p style=\"font-size: 10px;font-style: italic;text-align: right;\"> Recently updated on: 2026-09-04<\/p><p>\u8fd1\u65e5\uff0c\u5357\u4eac\u519c\u4e1a\u5927\u5b66\u667a\u6167\u519c\u4e1a\u5b66\u9662\uff08\u4eba\u5de5\u667a\u80fd\u5b66\u9662\uff09\u8212\u78ca\u6559\u6388\u56e2\u961f\u5728\u519c\u4e1a\u4fe1\u606f\u6280\u672f\u9886\u57df\u56fd\u9645\u671f\u520a Computers and Electronics in Agriculture \u53d1\u8868\u7814\u7a76\u8bba\u6587\uff0c\u8bba\u6587\u9898\u4e3a\u201cLightweight Real-Time Detection of Sweet Potato Virus Disease by a Hybrid CNN\u2013Transformer Network\u201d\u3002\u7814\u7a76\u9488\u5bf9\u771f\u5b9e\u7530\u95f4\u73af\u5883\u4e2d\u7518\u85af\u75c5\u6bd2\u75c5\u65e9\u671f\u75c7\u72b6\u7ec6\u5c0f\u3001\u5bf9\u6bd4\u5ea6\u4f4e\u3001\u6613\u53d7\u906e\u6321\u548c\u590d\u6742\u80cc\u666f\u5e72\u6270\u7b49\u95ee\u9898\uff0c\u63d0\u51fa\u878d\u5408\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4e0e Swin Transformer \u7684\u6df7\u5408\u68c0\u6d4b\u6846\u67b6 Swin-SPVDNet\uff0c\u5728\u7ec6\u7c92\u5ea6\u75c5\u5bb3\u7279\u5f81\u611f\u77e5\u3001\u5168\u5c40\u4e0a\u4e0b\u6587\u5efa\u6a21\u548c\u5b9e\u65f6\u68c0\u6d4b\u6548\u7387\u4e4b\u95f4\u5b9e\u73b0\u4e86\u8f83\u597d\u5e73\u8861\u3002\u535a\u58eb\u751f\u97e9\u8339\u4e3a\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\uff0c\u8212\u78ca\u6559\u6388\u4e3a\u901a\u4fe1\u4f5c\u8005\uff0c\u5357\u4eac\u519c\u4e1a\u5927\u5b66\u4e3a\u7b2c\u4e00\u7f72\u540d\u5355\u4f4d\u3002<\/p>\n<p>\u7518\u85af\u4e3b\u8981\u901a\u8fc7\u85af\u8513\u548c\u85af\u5757\u8fdb\u884c\u65e0\u6027\u7e41\u6b96\uff0c\u75c5\u6bd2\u5bb9\u6613\u968f\u7e41\u6b96\u6750\u6599\u8de8\u4ee3\u4f20\u64ad\u5e76\u5bfc\u81f4\u54c1\u79cd\u9000\u5316\u3002\u7518\u85af\u75c5\u6bd2\u75c5\u662f\u5371\u5bb3\u6700\u4e25\u91cd\u7684\u7518\u85af\u75c5\u5bb3\u4e4b\u4e00\uff0c\u65e9\u671f\u5e38\u8868\u73b0\u4e3a\u8f7b\u5fae\u9ec4\u5316\u3001\u53f6\u8109\u900f\u660e\u6216\u7ec6\u5c0f\u6591\u70b9\uff0c\u75c5\u7a0b\u52a0\u91cd\u540e\u53ef\u51fa\u73b0\u82b1\u53f6\u3001\u53f6\u7247\u72ed\u7a84\u548c\u690d\u682a\u77ee\u5316\u3002\u4f20\u7edf\u751f\u7269\u5b66\u6307\u793a\u3001\u9176\u8054\u514d\u75ab\u5438\u9644\u548c\u805a\u5408\u9176\u94fe\u5f0f\u53cd\u5e94\u7b49\u65b9\u6cd5\u51c6\u786e\u6027\u8f83\u9ad8\uff0c\u4f46\u6210\u672c\u3001\u68c0\u6d4b\u901a\u91cf\u4e0e\u73b0\u573a\u64cd\u4f5c\u8981\u6c42\u9650\u5236\u4e86\u5176\u5927\u8303\u56f4\u5feb\u901f\u7b5b\u67e5\u3002\u57fa\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u81ea\u52a8\u68c0\u6d4b\u4e3a\u7530\u95f4\u5de1\u67e5\u3001\u79cd\u82d7\u8d28\u91cf\u63a7\u5236\u548c\u7cbe\u51c6\u690d\u4fdd\u63d0\u4f9b\u4e86\u53ef\u6269\u5c55\u7684\u6280\u672f\u8def\u5f84\u3002<\/p>\n<p>\u73b0\u6709\u89c6\u89c9\u6a21\u578b\u5728 SPVD \u68c0\u6d4b\u4e2d\u9762\u4e34\u5c40\u90e8\u4e0e\u5168\u5c40\u4fe1\u606f\u96be\u4ee5\u517c\u987e\u7684\u95ee\u9898\uff1a\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u64c5\u957f\u63d0\u53d6\u53f6\u7247\u7eb9\u7406\u548c\u75c5\u6591\u7ec6\u8282\uff0c\u4f46\u6709\u9650\u611f\u53d7\u91ce\u4e0d\u5229\u4e8e\u7406\u89e3\u690d\u682a\u6574\u4f53\u72b6\u6001\uff1bTransformer \u80fd\u591f\u5efa\u7acb\u957f\u8ddd\u79bb\u4f9d\u8d56\uff0c\u5374\u53ef\u80fd\u5f31\u5316\u65e9\u671f\u75c5\u6591\u6240\u9700\u7684\u7cbe\u7ec6\u5c40\u90e8\u4fe1\u606f\uff0c\u5e76\u5e26\u6765\u989d\u5916\u8ba1\u7b97\u5f00\u9500\u3002\u7530\u95f4\u571f\u58e4\u3001\u6742\u8349\u3001\u91cd\u53e0\u53f6\u7247\u3001\u52a8\u6001\u5149\u7167\u53ca\u591a\u75c7\u72b6\u5171\u5b58\u8fdb\u4e00\u6b65\u589e\u52a0\u4e86\u68c0\u6d4b\u96be\u5ea6\u3002<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" src=\"http:\/\/172.30.27.2\/wp-content\/uploads\/2026\/09\/\u56fe\u72471-300x154.png\" alt=\"\" width=\"613\" height=\"315\" class=\"alignnone wp-image-7152 aligncenter\" srcset=\"http:\/\/172.30.27.2\/wp-content\/uploads\/2026\/09\/\u56fe\u72471-300x154.png 300w, http:\/\/172.30.27.2\/wp-content\/uploads\/2026\/09\/\u56fe\u72471.png 581w\" sizes=\"(max-width: 613px) 100vw, 613px\" \/><\/p>\n<p style=\"text-align: center\">\u56fe 1\u00a0 \u771f\u5b9e\u7530\u95f4\u7518\u85af\u75c5\u6bd2\u75c5\u68c0\u6d4b\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u53ca\u6a21\u578b\u8bbe\u8ba1\u52a8\u673a<\/p>\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u9762\u5411 SPVD \u7279\u5f81\u7684 Swin-SPVDNet\u3002\u8be5\u6a21\u578b\u5e76\u975e\u7b80\u5355\u5806\u53e0 CNN \u4e0e Transformer\uff0c\u800c\u662f\u901a\u8fc7\u4e09\u7c7b\u5173\u952e\u7ed3\u6784\u5b9e\u73b0\u6709\u9488\u5bf9\u6027\u7684\u5c40\u90e8\u2014\u5168\u5c40\u534f\u540c\uff1a\u9996\u5148\uff0c\u5728\u5377\u79ef\u9aa8\u5e72\u4e2d\u5f15\u5165 C2PSA \u7ed3\u6784\uff0c\u63d0\u9ad8\u5bf9\u7ec6\u5c0f\u75c5\u6591\u548c\u5c40\u90e8\u7eb9\u7406\u7684\u654f\u611f\u6027\uff1b\u5176\u6b21\uff0c\u6784\u5efa C3STR \u6a21\u5757\uff0c\u5728\u8f83\u9ad8\u7a7a\u95f4\u5206\u8fa8\u7387\u4e0b\u7d27\u5bc6\u8026\u5408\u5377\u79ef\u8fd0\u7b97\u4e0e Swin Transformer\uff0c\u4f7f\u5c40\u90e8\u7ec6\u8282\u4e0e\u5168\u5c40\u4e0a\u4e0b\u6587\u5145\u5206\u4ea4\u4e92\uff1b\u518d\u6b21\uff0c\u5f15\u5165\u6b8b\u5dee\u6ce8\u610f\u529b\u6a21\u5757\uff08RAB\uff09\uff0c\u4ece\u901a\u9053\u548c\u7a7a\u95f4\u7ef4\u5ea6\u4f18\u5316\u7279\u5f81\u8868\u8fbe\uff0c\u540c\u65f6\u6539\u5584\u6df1\u5c42\u7f51\u7edc\u4e2d\u7684\u68af\u5ea6\u4f20\u64ad\u3002\u6a21\u578b\u8fd8\u914d\u7f6e\u5fae\u5c0f\u76ee\u6807\u68c0\u6d4b\u5934\uff0c\u4ee5\u4fdd\u7559\u9ad8\u5206\u8fa8\u7387\u4fe1\u606f\u5e76\u589e\u5f3a\u5bf9\u65e9\u671f\u3001\u4f4e\u5bf9\u6bd4\u5ea6\u75c7\u72b6\u7684\u5b9a\u4f4d\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/172.30.27.2\/wp-content\/uploads\/2026\/09\/\u56fe\u72472-300x162.png\" alt=\"\" width=\"574\" height=\"310\" class=\"alignnone wp-image-7153 aligncenter\" srcset=\"http:\/\/172.30.27.2\/wp-content\/uploads\/2026\/09\/\u56fe\u72472-300x162.png 300w, http:\/\/172.30.27.2\/wp-content\/uploads\/2026\/09\/\u56fe\u72472.png 600w\" sizes=\"(max-width: 574px) 100vw, 574px\" \/><\/p>\n<p style=\"text-align: center\">\u56fe 2\u00a0 Swin-SPVDNet \u603b\u4f53\u7f51\u7edc\u7ed3\u6784<\/p>\n<p style=\"text-align: center\"><img decoding=\"async\" src=\"http:\/\/172.30.27.2\/wp-content\/uploads\/2026\/09\/\u56fe\u72473-1-300x163.png\" alt=\"\" width=\"566\" height=\"307\" class=\"alignnone wp-image-7154\" srcset=\"http:\/\/172.30.27.2\/wp-content\/uploads\/2026\/09\/\u56fe\u72473-1-300x163.png 300w, http:\/\/172.30.27.2\/wp-content\/uploads\/2026\/09\/\u56fe\u72473-1.png 586w\" sizes=\"(max-width: 566px) 100vw, 566px\" \/><\/p>\n<p style=\"text-align: center\">\u56fe 3\u00a0 C3STR\u3001\u6b8b\u5dee\u6ce8\u610f\u529b\u6a21\u5757\u4e0e\u5fae\u5c0f\u76ee\u6807\u68c0\u6d4b\u5934\u7684\u7ed3\u6784\u8bbe\u8ba1<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u5728\u6c5f\u82cf\u5f90\u5dde\u9732\u5730\u7518\u85af\u7530\u5f00\u5c55\u6570\u636e\u91c7\u96c6\uff0c\u4f7f\u7528 Nikon D7100 \u76f8\u673a\u4e0e DJI Pocket 2 \u8bbe\u5907\uff0c\u4ece\u4e0d\u540c\u89d2\u5ea6\u548c\u5149\u7167\u6761\u4ef6\u8bb0\u5f55\u201c\u5f90\u85af 3 \u53f7\u201d\u690d\u682a\u7684\u9ec4\u5316\u3001\u53f6\u7247\u7578\u53d8\u3001\u77ee\u5316\u7b49\u75c7\u72b6\u3002\u539f\u59cb\u6570\u636e\u96c6\u5305\u542b 1,264 \u5e45\u56fe\u50cf\uff0c\u5e76\u901a\u8fc7\u65cb\u8f6c\u3001\u5bf9\u6bd4\u5ea6\u8c03\u6574\u3001\u7ffb\u8f6c\u548c\u968f\u673a\u88c1\u526a\u7b49\u65b9\u5f0f\u6269\u5145\u6570\u636e\u591a\u6837\u6027\u3002\u6240\u6709\u6807\u6ce8\u7531\u5177\u5907\u690d\u7269\u75c5\u5bb3\u77e5\u8bc6\u7684\u4eba\u5458\u4f9d\u636e\u519c\u827a\u4e0e\u75c5\u6bd2\u5b66\u75c7\u72b6\u6807\u51c6\u8fdb\u884c\u5ba1\u6838\uff0c\u4ece\u6570\u636e\u6e90\u5934\u63d0\u5347\u6a21\u578b\u8bad\u7ec3\u548c\u8bc4\u4ef7\u7684\u53ef\u9760\u6027\u3002<\/p>\n<p>\u6d88\u878d\u5b9e\u9a8c\u663e\u793a\uff0c\u5404\u6a21\u5757\u5bf9\u6a21\u578b\u6027\u80fd\u5177\u6709\u4e92\u8865\u4f5c\u7528\uff0c\u5b8c\u6574 Swin-SPVDNet \u83b7\u5f97 94.5% \u7684\u7cbe\u786e\u7387\u300188.2% \u7684\u53ec\u56de\u7387\u300195.6% \u7684 mAP@0.5 \u548c 86.5% \u7684 mAP@0.5:0.95\u3002\u4e0e\u591a\u79cd YOLOv5\u2014YOLOv12 \u7cfb\u5217\u6a21\u578b\u76f8\u6bd4\uff0c\u8be5\u6a21\u578b\u5728\u5c0f\u5c3a\u5ea6\u3001\u5f62\u72b6\u4e0d\u89c4\u5219\u53ca\u53d7\u5230\u906e\u6321\u7684\u75c7\u72b6\u4e0a\u8868\u73b0\u51fa\u66f4\u7a33\u5b9a\u7684\u9884\u6d4b\u548c\u66f4\u51c6\u786e\u7684\u5b9a\u4f4d\uff1b\u5728 NVIDIA RTX 4090 \u5e73\u53f0\u4e0a\uff0c\u5176\u63a8\u7406\u901f\u5ea6\u8fbe\u5230 58.3 FPS\uff0c\u8868\u660e\u6a21\u578b\u5177\u5907\u5b9e\u65f6\u5206\u6790\u6f5c\u529b\u3002AP75 \u548c AP90 \u7b49\u66f4\u4e25\u683c\u6307\u6807\u4e0b\u7684\u7ed3\u679c\u8fdb\u4e00\u6b65\u8bf4\u660e\uff0c\u5fae\u5c0f\u76ee\u6807\u68c0\u6d4b\u5934\u6709\u52a9\u4e8e\u6539\u5584\u7ec6\u7c92\u5ea6\u75c5\u5bb3\u533a\u57df\u7684\u5b9a\u4f4d\u8d28\u91cf\u3002<\/p>\n<p>\u7814\u7a76\u6210\u679c\u4e3a\u7518\u85af\u75c5\u6bd2\u75c5\u7684\u5feb\u901f\u3001\u4f4e\u6210\u672c\u548c\u89c4\u6a21\u5316\u89c6\u89c9\u7b5b\u67e5\u63d0\u4f9b\u4e86\u65b0\u7684\u6a21\u578b\u65b9\u6848\uff0c\u53ef\u8fdb\u4e00\u6b65\u7528\u4e8e\u624b\u6301\u5f0f\u8bca\u65ad\u8bbe\u5907\u3001\u65e0\u4eba\u673a\u5de1\u7530\u5e73\u53f0\u548c\u667a\u80fd\u79cd\u82d7\u68c0\u6d4b\u7cfb\u7edf\u3002\u8bba\u6587\u540c\u65f6\u6307\u51fa\uff0c\u5f53\u524d\u7814\u7a76\u4e3b\u8981\u57fa\u4e8e RGB \u56fe\u50cf\u548c\u6709\u9650\u533a\u57df\u6570\u636e\uff0c\u672a\u6765\u5c06\u7ed3\u5408\u591a\u5149\u8c31\u3001\u9ad8\u5149\u8c31\u6216\u70ed\u7ea2\u5916\u4fe1\u606f\uff0c\u5f00\u5c55\u8de8\u533a\u57df\u4e0e\u8de8\u54c1\u79cd\u9a8c\u8bc1\uff0c\u5e76\u901a\u8fc7\u6a21\u578b\u526a\u679d\u3001\u91cf\u5316\u548c\u786c\u4ef6\u611f\u77e5\u4f18\u5316\u63a8\u8fdb\u5728 Jetson \u7b49\u8fb9\u7f18\u8ba1\u7b97\u5e73\u53f0\u4e0a\u7684\u5b9e\u9645\u90e8\u7f72\u3002\u8be5\u7814\u7a76\u6709\u671b\u4fc3\u8fdb\u7518\u85af\u75c5\u5bb3\u76d1\u6d4b\u7531\u4eba\u5de5\u7ecf\u9a8c\u5224\u65ad\u5411\u5b9e\u65f6\u667a\u80fd\u611f\u77e5\u8f6c\u53d8\uff0c\u4e3a\u79cd\u82d7\u8d28\u91cf\u63a7\u5236\u3001\u7530\u95f4\u75c5\u5bb3\u9884\u8b66\u548c\u7cbe\u51c6\u690d\u4fdd\u63d0\u4f9b\u6280\u672f\u652f\u6491\u3002<\/p>\n<p><strong>\u76f8\u5173\u53d1\u8868\u8bba\u6587\u4fe1\u606f\uff1a<\/strong><\/p>\n<p>[1] Ru, Han, Lei Shu, Grzegorz Cielniak, Yan Zhu, Xing Yang, Fan Yang, and Kai Huang. \u201cLightweight Real-Time Detection of Sweet Potato Virus Disease by a Hybrid CNN\u2013Transformer Network.\u201d Computers and Electronics in Agriculture 255 (2026): 112319.<\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/doi.org\/10.1016\/j.compag.2026.112319<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Recently updated on: 2026-09-04\u8fd1\u65e5\uff0c\u5357\u4eac\u519c\u4e1a\u5927\u5b66\u667a\u6167\u519c\u4e1a\u5b66\u9662\uff08\u4eba\u5de5\u667a\u80fd\u5b66\u9662\uff09\u8212 &#8230; <a title=\"\u8212\u78ca\u6559\u6388\u56e2\u961f\u5728\u300aComputers and Electronics in Agriculture\u300b\u63d0\u51fa\u7518\u85af\u75c5\u6bd2\u75c5\u8f7b\u91cf\u5316\u68c0\u6d4b\u6a21\u578bSwin-SPVDNet\" class=\"read-more\" href=\"http:\/\/172.30.27.2\/index.php\/shuleijiaoshoutuanduitichuganshubingdubingqinglianghuajiancemoxingswin-spvdnet\/\" aria-label=\"More on \u8212\u78ca\u6559\u6388\u56e2\u961f\u5728\u300aComputers and Electronics in Agriculture\u300b\u63d0\u51fa\u7518\u85af\u75c5\u6bd2\u75c5\u8f7b\u91cf\u5316\u68c0\u6d4b\u6a21\u578bSwin-SPVDNet\">\u9605\u8bfb\u66f4\u591a<\/a><\/p>\n","protected":false},"author":12,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[99,59],"class_list":["post-7151","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-99","tag-keyandongtai"],"_links":{"self":[{"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/posts\/7151","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/comments?post=7151"}],"version-history":[{"count":3,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/posts\/7151\/revisions"}],"predecessor-version":[{"id":7168,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/posts\/7151\/revisions\/7168"}],"wp:attachment":[{"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/media?parent=7151"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/categories?post=7151"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/tags?post=7151"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}