{"id":7158,"date":"2026-09-03T10:07:22","date_gmt":"2026-09-03T02:07:22","guid":{"rendered":"http:\/\/172.30.27.2\/?p=7158"},"modified":"2026-09-04T11:14:32","modified_gmt":"2026-09-04T03:14:32","slug":"shuleijiaoshoutuanduifabuganshubingdubingzhenshitianjianduorenwushijueshujuji-spvd-field","status":"publish","type":"post","link":"http:\/\/172.30.27.2\/index.php\/shuleijiaoshoutuanduifabuganshubingdubingzhenshitianjianduorenwushijueshujuji-spvd-field\/","title":{"rendered":"\u8212\u78ca\u6559\u6388\u56e2\u961f\u5728\u300aFrontiers in Plant Science\u300b\u4e0a\u53d1\u8868\u7518\u85af\u75c5\u6bd2\u75c5\u771f\u5b9e\u7530\u95f4\u591a\u4efb\u52a1\u89c6\u89c9\u6570\u636e\u96c6 SPVD-Field"},"content":{"rendered":"

Recently updated on: 2026-09-04<\/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\u56fd\u9645\u671f\u520a Frontiers in Plant Science \u53d1\u8868\u6570\u636e\u8bba\u6587\uff0c\u8bba\u6587\u9898\u4e3a\u201cSPVD-Field: A Task-Oriented Multi-Task Visual Dataset for Sweet Potato Virus Disease under Real Field Conditions\u201d\u3002\u7814\u7a76\u9762\u5411\u7518\u85af\u75c5\u6bd2\u75c5\u667a\u80fd\u611f\u77e5\u4e2d\u516c\u5f00\u6570\u636e\u532e\u4e4f\u3001\u4efb\u52a1\u7c7b\u578b\u5355\u4e00\u548c\u7530\u95f4\u73af\u5883\u4ee3\u8868\u6027\u4e0d\u8db3\u7b49\u95ee\u9898\uff0c\u6784\u5efa\u4e86\u7531\u76ee\u6807\u68c0\u6d4b\u5b50\u6570\u636e\u96c6 SPVD-DET \u4e0e\u75c5\u6591\u5206\u5272\u5b50\u6570\u636e\u96c6 SPVD-SEG \u7ec4\u6210\u7684\u4efb\u52a1\u5bfc\u5411\u578b\u591a\u4efb\u52a1\u89c6\u89c9\u6570\u636e\u96c6\uff0c\u4e3a\u771f\u5b9e\u7530\u95f4\u6761\u4ef6\u4e0b\u7518\u85af\u75c5\u6bd2\u75c5\u68c0\u6d4b\u3001\u75c5\u6591\u7cbe\u7ec6\u5206\u5272\u53ca\u591a\u4efb\u52a1\u5b66\u4e60\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u6570\u636e\u57fa\u7840\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

\u7518\u85af\u662f\u91cd\u8981\u7684\u7cae\u98df\u3001\u9972\u6599\u548c\u5de5\u4e1a\u539f\u6599\u4f5c\u7269\u3002\u7518\u85af\u75c5\u6bd2\u75c5\uff08sweet potato virus disease\uff0cSPVD\uff09\u53ef\u5f15\u8d77\u53f6\u7247\u9ec4\u5316\u3001\u82b1\u53f6\u3001\u53f6\u5f62\u7578\u53d8\u548c\u690d\u682a\u77ee\u5316\u7b49\u75c7\u72b6\uff0c\u4e25\u91cd\u5f71\u54cd\u4ea7\u91cf\u4e0e\u79cd\u82d7\u8d28\u91cf\u3002\u4e0e\u5b9e\u9a8c\u5ba4\u68c0\u6d4b\u76f8\u6bd4\uff0c\u57fa\u4e8e RGB \u56fe\u50cf\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u8bca\u65ad\u65b9\u5f0f\u5177\u6709\u6210\u672c\u4f4e\u3001\u8986\u76d6\u8303\u56f4\u5e7f\u548c\u4fbf\u4e8e\u73b0\u573a\u90e8\u7f72\u7b49\u4f18\u52bf\u3002\u7136\u800c\uff0c\u73b0\u6709\u7518\u85af\u75c5\u5bb3\u56fe\u50cf\u6570\u636e\u591a\u5728\u53d7\u63a7\u6216\u534a\u53d7\u63a7\u73af\u5883\u4e0b\u91c7\u96c6\uff0c\u80cc\u666f\u8f83\u4e3a\u5355\u4e00\uff1b\u540c\u65f6\uff0c\u5355\u4e00\u6570\u636e\u96c6\u901a\u5e38\u4ec5\u652f\u6301\u5206\u7c7b\u3001\u68c0\u6d4b\u6216\u5206\u5272\u4e2d\u7684\u4e00\u79cd\u4efb\u52a1\uff0c\u96be\u4ee5\u6ee1\u8db3\u4ece\u690d\u682a\u7ea7\u5b9a\u4f4d\u5230\u75c5\u6591\u7ea7\u91cf\u5316\u7684\u591a\u5c42\u6b21\u7814\u7a76\u9700\u6c42\u3002<\/p>\n

\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u201c\u4efb\u52a1\u5bfc\u5411\u3001\u76f8\u4e92\u8865\u5145\u201d\u7684\u6570\u636e\u7ec4\u7ec7\u601d\u8def\u3002SPVD-DET \u9762\u5411\u590d\u6742\u573a\u666f\u4e2d\u7684\u75c5\u682a\u6216\u75c7\u72b6\u533a\u57df\u5b9a\u4f4d\uff0c\u91c7\u7528\u8fb9\u754c\u6846\u6807\u6ce8\uff1bSPVD-SEG \u9762\u5411\u75c5\u6591\u5f62\u6001\u3001\u8fb9\u754c\u548c\u5c40\u90e8\u7eb9\u7406\u5206\u6790\uff0c\u91c7\u7528\u50cf\u7d20\u7ea7\u63a9\u819c\u6807\u6ce8\u3002\u4e24\u4e2a\u5b50\u6570\u636e\u96c6\u5206\u522b\u4f7f\u7528\u9002\u5408\u5404\u81ea\u4efb\u52a1\u7684\u91c7\u96c6\u534f\u8bae\u72ec\u7acb\u6784\u5efa\uff0c\u540c\u65f6\u4fdd\u6301\u5bf9 SPVD \u75c7\u72b6\u3001\u4f5c\u7269\u751f\u80b2\u9636\u6bb5\u548c\u7530\u95f4\u73af\u5883\u7684\u7edf\u4e00\u8bed\u4e49\u5b9a\u4e49\u3002\u8be5\u8bbe\u8ba1\u907f\u514d\u4e86\u7528\u5355\u4e00\u540c\u8d28\u5316\u6570\u636e\u6e90\u517c\u987e\u591a\u4efb\u52a1\u6240\u9020\u6210\u7684\u6570\u636e\u8d28\u91cf\u6298\u4e2d\uff0c\u5e76\u5141\u8bb8\u7814\u7a76\u8005\u4f9d\u636e\u68c0\u6d4b\u3001\u5206\u5272\u6216\u8054\u5408\u5efa\u6a21\u76ee\u6807\u7075\u6d3b\u9009\u7528\u6570\u636e\u3002<\/p>\n

\"\"<\/p>\n

\u56fe 1\u00a0 SPVD-Field \u6570\u636e\u96c6\u7684\u4efb\u52a1\u5bfc\u5411\u578b\u603b\u4f53\u8bbe\u8ba1<\/p>\n

SPVD-Field \u6570\u636e\u91c7\u96c6\u4e8e\u6c5f\u82cf\u5f90\u5dde\u9732\u5730\u7518\u85af\u79cd\u690d\u533a\uff0c\u4e3b\u8981\u54c1\u79cd\u4e3a\u201c\u5f90\u85af 3 \u53f7\u201d\u3002\u6240\u6709\u56fe\u50cf\u5747\u5728\u81ea\u7136\u5149\u7167\u548c\u771f\u5b9e\u7530\u95f4\u80cc\u666f\u4e0b\u83b7\u53d6\uff0c\u4e3b\u52a8\u4fdd\u7559\u4e86\u9633\u5149\u4e0e\u9634\u5f71\u53d8\u5316\u3001\u571f\u58e4\u548c\u6742\u8349\u5e72\u6270\u3001\u53f6\u7247\u906e\u6321\u3001\u62cd\u6444\u89c6\u89d2\u4e0e\u5c3a\u5ea6\u53d8\u5316\u4ee5\u53ca\u4e0d\u540c\u75c7\u72b6\u8868\u73b0\u3002SPVD-DET \u5305\u542b 1,264 \u5e45\u539f\u59cb RGB \u56fe\u50cf\u53ca\u76f8\u5e94\u8fb9\u754c\u6846\u6807\u6ce8\uff0c\u7ecf\u589e\u5f3a\u540e\u5f62\u6210 2,357 \u5e45\u56fe\u50cf\uff1b\u5176\u76ee\u6807\u4ece\u5c0f\u5c3a\u5ea6\u75c7\u72b6\u533a\u57df\u5230\u8f83\u5927\u690d\u682a\u7ea7\u5f02\u5e38\u5747\u6709\u8986\u76d6\u3002SPVD-SEG \u5305\u542b 1,095 \u5e45 RGB \u56fe\u50cf\u53ca\u4e00\u4e00\u5bf9\u5e94\u7684\u50cf\u7d20\u7ea7\u75c5\u6591\u63a9\u819c\uff0c\u6807\u6ce8\u4eba\u5458\u4f7f\u7528\u591a\u8fb9\u5f62\u7cbe\u7ec6\u63cf\u7ed8\u4e0d\u89c4\u5219\u75c5\u6591\u8fb9\u754c\uff0c\u5e76\u901a\u8fc7\u590d\u6838\u3001\u4ea4\u53c9\u68c0\u67e5\u548c\u5254\u9664\u8fb9\u754c\u4e0d\u6e05\u6837\u672c\u7b49\u65b9\u5f0f\u4fdd\u969c\u6807\u6ce8\u8d28\u91cf\u3002<\/p>\n

\"\"<\/p>\n

\u56fe 2\u00a0 SPVD-DET \u7684\u7c7b\u522b\u5206\u5e03\u3001\u76ee\u6807\u5c3a\u5ea6\u4e0e\u7a7a\u95f4\u4f4d\u7f6e\u7279\u5f81<\/p>\n

\u4e3a\u589e\u5f3a\u6570\u636e\u96c6\u7684\u53ef\u590d\u73b0\u6027\u548c\u53ef\u6bd4\u8f83\u6027\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u4f9b\u4e86\u56fa\u5b9a\u7684\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u5212\u5206\uff0c\u5e76\u5efa\u7acb\u8986\u76d6\u76ee\u6807\u68c0\u6d4b\u4e0e\u8bed\u4e49\u5206\u5272\u7684\u7edf\u4e00\u8bc4\u4ef7\u6846\u67b6\u3002\u68c0\u6d4b\u4efb\u52a1\u91c7\u7528 Precision\u3001Recall\u3001mAP@0.5 \u548c mAP@0.5:0.95 \u7b49\u6307\u6807\uff0c\u5206\u5272\u4efb\u52a1\u91c7\u7528 IoU \u4e0e Dice \u7cfb\u6570\u3002\u57fa\u7ebf\u5b9e\u9a8c\u8986\u76d6 YOLOv8\u3001YOLOv9\u3001YOLOv10\u3001Swin-SPVDNet\uff0c\u4ee5\u53ca UNet\u3001Attention-UNet\u3001UNetSmall\u3001SwinUNet \u548c FDUNet-LRSA \u7b49\u4ee3\u8868\u6027\u6a21\u578b\uff0c\u517c\u987e\u5377\u79ef\u7f51\u7edc\u4e0e Transformer \u67b6\u6784\u3002<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u6570\u636e\u96c6\u80fd\u591f\u6709\u6548\u652f\u6301\u73b0\u4ee3\u89c6\u89c9\u6a21\u578b\u8bad\u7ec3\uff0c\u540c\u65f6\u4fdd\u7559\u771f\u5b9e\u7530\u95f4\u4efb\u52a1\u7684\u6311\u6218\u6027\u3002\u5728 SPVD-DET \u4e0a\uff0cSwin-SPVDNet \u83b7\u5f97 85.1% \u7684\u7cbe\u786e\u7387\u300175.6% \u7684\u53ec\u56de\u7387\u300186.8% \u7684 mAP@0.5 \u548c 76.0% \u7684 mAP@0.5:0.95\uff1b\u76f8\u8f83 YOLOv8\uff0c\u5176 mAP@0.5 \u63d0\u5347\u7ea6 3.0 \u4e2a\u767e\u5206\u70b9\u3002SPVD-SEG \u7684\u57fa\u7ebf\u5b9e\u9a8c\u4e5f\u663e\u793a\uff0c\u591a\u79cd\u7f51\u7edc\u80fd\u591f\u7a33\u5b9a\u5b66\u4e60\u75c5\u6591\u7ed3\u6784\uff0c\u5176\u4e2d FDUNet-LRSA \u7684\u9a8c\u8bc1 IoU \u8fbe\u5230\u7ea6 0.959\u3002\u5b9a\u6027\u7ed3\u679c\u8fdb\u4e00\u6b65\u8868\u660e\uff0c\u6a21\u578b\u80fd\u591f\u5728\u571f\u58e4\u3001\u6742\u8349\u3001\u906e\u6321\u548c\u5149\u7167\u53d8\u5316\u7b49\u5e72\u6270\u4e0b\u5b9a\u4f4d\u591a\u79cd SPVD \u76f8\u5173\u75c7\u72b6\uff0c\u5e76\u8f83\u51c6\u786e\u5730\u6062\u590d\u4e0d\u89c4\u5219\u75c5\u6591\u8fb9\u754c\u3002<\/p>\n

\"\"<\/p>\n

\u56fe 3\u00a0 SPVD-DET \u5728\u590d\u6742\u7530\u95f4\u6761\u4ef6\u4e0b\u7684\u591a\u6a21\u578b\u68c0\u6d4b\u7ed3\u679c<\/p>\n

\"\"<\/p>\n

\u56fe 4\u00a0 SPVD-SEG \u75c5\u6591\u5206\u5272\u7ed3\u679c\u5bf9\u6bd4<\/p>\n

\u8be5\u6570\u636e\u96c6\u4ee5\u201c\u68c0\u6d4b\u5b9a\u4f4d\u2014\u75c5\u6591\u5206\u5272\u201d\u7684\u591a\u7c92\u5ea6\u5f62\u5f0f\u8fde\u63a5\u5927\u8303\u56f4\u7530\u95f4\u76d1\u6d4b\u4e0e\u7cbe\u7ec6\u75c5\u5bb3\u5206\u6790\uff0c\u53ef\u4e3a\u7518\u85af\u75c5\u6bd2\u75c5\u7b97\u6cd5\u516c\u5e73\u6bd4\u8f83\u3001\u8f7b\u91cf\u5316\u6a21\u578b\u8bbe\u8ba1\u3001\u591a\u4efb\u52a1\u5b66\u4e60\u3001\u75c5\u5bb3\u4e25\u91cd\u5ea6\u4f30\u8ba1\u4ee5\u53ca\u519c\u4e1a\u673a\u5668\u4eba\u548c\u79fb\u52a8\u7aef\u90e8\u7f72\u7814\u7a76\u63d0\u4f9b\u57fa\u7840\u3002\u672a\u6765\uff0c\u56e2\u961f\u5c06\u8fdb\u4e00\u6b65\u6269\u5c55\u4e0d\u540c\u54c1\u79cd\u3001\u533a\u57df\u548c\u751f\u80b2\u9636\u6bb5\u7684\u6570\u636e\uff0c\u5f15\u5165\u75c5\u5bb3\u4e25\u91cd\u5ea6\u3001\u65f6\u95f4\u5e8f\u5217\u53ca\u591a\u5149\u8c31\u6216\u9ad8\u5149\u8c31\u4fe1\u606f\uff0c\u63a8\u52a8\u7518\u85af\u75c5\u5bb3\u611f\u77e5\u7531\u5355\u4efb\u52a1\u8bc6\u522b\u5411\u591a\u4efb\u52a1\u534f\u540c\u3001\u7531\u9759\u6001\u8bca\u65ad\u5411\u8fde\u7eed\u76d1\u6d4b\u53d1\u5c55\u3002<\/p>\n

\u76f8\u5173\u53d1\u8868\u8bba\u6587\u4fe1\u606f\uff1a<\/strong><\/p>\n

[1] Ru, Han,\u00a0 Lei Shu, Grzegorz Cielniak, Fan Yang, Siyang Zang, Xiaoyuan Jing, Weihan Song, and Qian Zhang. \u201cSPVD-Field: A Task-Oriented Multi-Task Visual Dataset for Sweet Potato Virus Disease under Real Field Conditions.\u201d Frontiers in Plant Science 17 (2026): 1843877.<\/p>\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/doi.org\/10.3389\/fpls.2026.1843877<\/a><\/p>\n

\u6570\u636e\u96c6\u4e0b\u8f7d\uff1ahttps:\/\/dx.doi.org\/10.21227\/hq1q-jp43<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

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 … \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-7158","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\/7158","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=7158"}],"version-history":[{"count":2,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/posts\/7158\/revisions"}],"predecessor-version":[{"id":7167,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/posts\/7158\/revisions\/7167"}],"wp:attachment":[{"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/media?parent=7158"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/categories?post=7158"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/172.30.27.2\/index.php\/wp-json\/wp\/v2\/tags?post=7158"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}