{"id":56148,"date":"2025-08-14T13:34:48","date_gmt":"2025-08-14T05:34:48","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/56148.html"},"modified":"2025-08-14T13:34:48","modified_gmt":"2025-08-14T05:34:48","slug":"%ef%bc%88%e8%ae%ba%e6%96%87%e9%80%9f%e8%af%bb%ef%bc%89diffusiondet-%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e5%9c%a8%e7%9b%ae%e6%a0%87%e6%a3%80%e6%b5%8b%e4%b8%ad%e7%9a%84%e5%bc%80%e5%88%9b%e6%80%a7","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/56148.html","title":{"rendered":"\uff08\u8bba\u6587\u901f\u8bfb\uff09DiffusionDet - \u6269\u6563\u6a21\u578b\u5728\u76ee\u6807\u68c0\u6d4b\u4e2d\u7684\u5f00\u521b\u6027\u5e94\u7528"},"content":{"rendered":"<p style=\"margin-left:0;margin-right:0;text-align:left\">\u8bba\u6587\u9898\u76ee&#xff1a;DiffusionDet: Diffusion Model for Object Detection&#xff08;DiffusionDet:\u7269\u4f53\u68c0\u6d4b\u7684\u6269\u6563\u6a21\u578b&#xff09;<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:left\">\u4f1a\u8bae&#xff1a;ICCV2023<\/p>\n<p style=\"margin-left:0px;margin-right:0px;text-align:justify\">\u6458\u8981&#xff1a;\u6211\u4eec\u63d0\u51fa\u4e86DiffusionDet&#xff0c;\u8fd9\u662f\u4e00\u4e2a\u65b0\u7684\u6846\u67b6&#xff0c;\u5b83\u5c06\u7269\u4f53\u68c0\u6d4b\u63cf\u8ff0\u4e3a\u4ece\u566a\u58f0\u76d2\u5230\u76ee\u6807\u76d2\u7684\u53bb\u566a\u6269\u6563\u8fc7\u7a0b\u3002\u5728\u8bad\u7ec3\u9636\u6bb5&#xff0c;\u76ee\u6807\u76d2\u4ece\u771f\u5b9e\u503c\u76d2\u6269\u6563\u5230\u968f\u673a\u5206\u5e03&#xff0c;\u6a21\u578b\u5b66\u4e60\u53cd\u8f6c\u8fd9\u4e00\u566a\u58f0\u8fc7\u7a0b\u3002\u5728\u63a8\u7406\u4e2d&#xff0c;\u8be5\u6a21\u578b\u5c06\u968f\u673a\u751f\u6210\u7684\u4e00\u7ec4\u6846\u9010\u6b65\u7ec6\u5316\u5230\u8f93\u51fa\u7ed3\u679c\u3002\u6211\u4eec\u7684\u5de5\u4f5c\u5177\u6709\u5438\u5f15\u4eba\u7684\u7075\u6d3b\u6027&#xff0c;\u8fd9\u4f7f\u5f97\u76d2\u5b50\u7684\u52a8\u6001\u6570\u91cf\u548c\u8fed\u4ee3\u8bc4\u4f30\u6210\u4e3a\u53ef\u80fd\u3002\u5728\u6807\u51c6\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u8fdb\u884c\u7684\u5927\u91cf\u5b9e\u9a8c\u8868\u660e&#xff0c;\u4e0e\u4ee5\u524d\u6210\u719f\u7684\u68c0\u6d4b\u5668\u76f8\u6bd4&#xff0c;DiffusionDet\u5177\u6709\u826f\u597d\u7684\u6027\u80fd\u3002\u4f8b\u5982&#xff0c;\u5728\u4eceCOCO\u5230CrowdHuman\u7684\u96f6\u6837\u672c\u5b66\u4e60\u8f6c\u79fb\u8bbe\u7f6e\u4e0b&#xff0c;\u5f53\u4f7f\u7528\u66f4\u591a\u7684\u76d2\u5b50\u548c\u8fed\u4ee3\u6b65\u9aa4\u8fdb\u884c\u8bc4\u4f30\u65f6&#xff0c;DiffusionDet\u83b7\u5f97\u4e865.3 AP\u548c4.8 AP\u589e\u76ca\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:left\">\u6e90\u7801\u94fe\u63a5&#xff1a;https:\/\/github.com\/ ShoufaChen\/DiffusionDet<\/p>\n<hr \/>\n<h3>\u5f15\u8a00&#xff1a;\u5f53\u751f\u6210\u9047\u89c1\u68c0\u6d4b<\/h3>\n<p>\u60f3\u8c61\u4e00\u4e0b&#xff0c;\u5982\u679c\u6211\u4eec\u80fd\u50cf\u827a\u672f\u5bb6\u4f5c\u753b\u4e00\u6837&#xff0c;\u4ece\u4e00\u5f20\u7a7a\u767d\u753b\u5e03&#xff08;\u968f\u673a\u566a\u58f0&#xff09;\u5f00\u59cb&#xff0c;\u9010\u6b65&#034;\u7ed8\u5236&#034;\u51fa\u56fe\u50cf\u4e2d\u7684\u6240\u6709\u76ee\u6807&#xff0c;\u8fd9\u4f1a\u662f\u600e\u6837\u4e00\u79cd\u4f53\u9a8c&#xff1f;DiffusionDet\u6b63\u662f\u57fa\u4e8e\u8fd9\u6837\u7684\u7075\u611f&#xff0c;\u5c06\u8fd1\u5e74\u6765\u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\u5927\u653e\u5f02\u5f69\u7684\u6269\u6563\u6a21\u578b\u5f15\u5165\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1&#xff0c;\u5f00\u521b\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u7814\u7a76\u65b9\u5411\u3002<\/p>\n<h3>\u4f20\u7edf\u68c0\u6d4b\u65b9\u6cd5\u7684\u56f0\u5883<\/h3>\n<p>\u76ee\u6807\u68c0\u6d4b\u4f5c\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u6838\u5fc3\u4efb\u52a1&#xff0c;\u7ecf\u5386\u4e86\u6f2b\u957f\u7684\u53d1\u5c55\u5386\u7a0b\u3002\u4ece\u6700\u521d\u7684\u6ed1\u52a8\u7a97\u53e3&#xff0c;\u5230\u540e\u6765\u7684\u951a\u6846\u673a\u5236&#xff0c;\u518d\u5230\u8fd1\u671f\u7684DETR\u7cfb\u5217&#xff0c;\u7814\u7a76\u8005\u4eec\u4e00\u76f4\u5728\u5bfb\u627e\u66f4\u4f18\u96c5\u3001\u66f4\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u7136\u800c&#xff0c;\u73b0\u6709\u65b9\u6cd5\u90fd\u9762\u4e34\u7740\u4e00\u4e2a\u5171\u540c\u7684\u95ee\u9898&#xff1a;\u7f3a\u4e4f\u7075\u6d3b\u6027\u3002<\/p>\n<h4>\u56fa\u5b9a\u5019\u9009\u7684\u675f\u7f1a<\/h4>\n<p>\u4f20\u7edf\u7684\u4e24\u9636\u6bb5\u68c0\u6d4b\u5668&#xff08;\u5982Faster R-CNN&#xff09;\u4f9d\u8d56\u9884\u5b9a\u4e49\u7684\u951a\u6846&#xff0c;\u9700\u8981\u5927\u91cf\u7684\u8d85\u53c2\u6570\u8c03\u6574\u3002\u5373\u4f7f\u662f\u66f4\u73b0\u4ee3\u7684DETR&#xff0c;\u867d\u7136\u5b9e\u73b0\u4e86\u7aef\u5230\u7aef\u68c0\u6d4b&#xff0c;\u4f46\u4ecd\u7136\u4f9d\u8d56\u56fa\u5b9a\u6570\u91cf\u7684\u53ef\u5b66\u4e60\u67e5\u8be2\u3002\u8fd9\u610f\u5473\u7740&#xff1a;<\/p>\n<ul>\n<li>\u8bad\u7ec3\u65f6\u7528300\u4e2a\u67e5\u8be2&#xff0c;\u63a8\u7406\u65f6\u4e5f\u5fc5\u987b\u7528300\u4e2a<\/li>\n<li>\u65e0\u6cd5\u6839\u636e\u573a\u666f\u5bc6\u5ea6\u52a8\u6001\u8c03\u6574<\/li>\n<li>\u7a00\u758f\u573a\u666f\u6d6a\u8d39\u8ba1\u7b97&#xff0c;\u5bc6\u96c6\u573a\u666f\u6027\u80fd\u53d7\u9650<\/li>\n<\/ul>\n<h4>\u8fed\u4ee3\u4f18\u5316\u7684\u7f3a\u5931<\/h4>\n<p>\u5927\u591a\u6570\u73b0\u6709\u65b9\u6cd5\u90fd\u662f&#034;\u4e00\u6b21\u6027&#034;\u7684&#xff1a;\u7f51\u7edc\u524d\u5411\u4f20\u64ad\u4e00\u6b21\u5c31\u7ed9\u51fa\u6700\u7ec8\u7ed3\u679c\u3002\u8fd9\u4e0e\u4eba\u7c7b\u89c6\u89c9\u7cfb\u7edf\u7684\u5de5\u4f5c\u65b9\u5f0f\u76f8\u53bb\u751a\u8fdc\u2014\u2014\u6211\u4eec\u5f80\u5f80\u9700\u8981\u591a\u6b21&#034;\u5ba1\u89c6&#034;\u624d\u80fd\u51c6\u786e\u8bc6\u522b\u590d\u6742\u573a\u666f\u4e2d\u7684\u6240\u6709\u76ee\u6807\u3002<\/p>\n<h3>DiffusionDet&#xff1a;\u9769\u547d\u6027\u7684\u65b0\u8303\u5f0f<\/h3>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"390\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814053445-689d757507bae.png\" width=\"552\" \/><\/p>\n<h4>\u6838\u5fc3\u601d\u60f3&#xff1a;\u4ece\u566a\u58f0\u5230\u76ee\u6807<\/h4>\n<p>DiffusionDet\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5c06\u76ee\u6807\u68c0\u6d4b\u91cd\u65b0\u5b9a\u4e49\u4e3a\u4e00\u4e2a\u6e10\u8fdb\u5f0f\u53bb\u566a\u8fc7\u7a0b&#xff1a;<\/p>\n<li>\u8d77\u70b9&#xff1a;\u5b8c\u5168\u968f\u673a\u7684\u8fb9\u754c\u6846<\/li>\n<li>\u8fc7\u7a0b&#xff1a;\u901a\u8fc7\u5b66\u4e60\u5230\u7684\u53bb\u566a\u7f51\u7edc\u9010\u6b65\u4f18\u5316<\/li>\n<li>\u7ec8\u70b9&#xff1a;\u7cbe\u786e\u7684\u76ee\u6807\u68c0\u6d4b\u7ed3\u679c<\/li>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u7528\u4e00\u4e2a\u7b80\u5355\u7684\u7c7b\u6bd4\u6765\u7406\u89e3&#xff1a;\u5c31\u50cf\u4e00\u4e2a\u96d5\u5851\u5bb6\u4ece\u4e00\u5757\u7c97\u7cd9\u7684\u77f3\u5934\u5f00\u59cb&#xff0c;\u901a\u8fc7\u53cd\u590d\u96d5\u7422&#xff0c;\u6700\u7ec8\u521b\u9020\u51fa\u7cbe\u7f8e\u7684\u827a\u672f\u54c1\u3002<\/p>\n<h4>\u6280\u672f\u67b6\u6784&#xff1a;\u7b80\u7ea6\u800c\u4e0d\u7b80\u5355<\/h4>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"441\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814053445-689d7575a944f.png\" width=\"338\" \/><\/p>\n<p>DiffusionDet\u7684\u67b6\u6784\u8bbe\u8ba1\u4f53\u73b0\u4e86&#034;\u5927\u9053\u81f3\u7b80&#034;\u7684\u54f2\u5b66&#xff1a;<\/p>\n<p>\u8f93\u5165\u56fe\u50cf \u2192 \u56fe\u50cf\u7f16\u7801\u5668 \u2192 \u7279\u5f81\u56fe<br \/>\n\u968f\u673a\u6846 \u2192 \u68c0\u6d4b\u89e3\u7801\u5668 \u2192 \u7cbe\u786e\u6846<\/p>\n<p>\u56fe\u50cf\u7f16\u7801\u5668\u53ea\u8fd0\u884c\u4e00\u6b21&#xff0c;\u63d0\u53d6\u56fe\u50cf\u7684\u6df1\u5c42\u8868\u5f81&#xff1b;\u68c0\u6d4b\u89e3\u7801\u5668\u5219\u53ef\u4ee5\u591a\u6b21\u4f7f\u7528&#xff0c;\u6bcf\u6b21\u90fd\u5728\u524d\u4e00\u6b21\u7684\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u4f18\u5316\u7ed3\u679c\u3002<\/p>\n<h4>\u8bad\u7ec3\u8fc7\u7a0b&#xff1a;\u5b66\u4f1a&#034;\u5012\u653e\u7535\u5f71&#034;<\/h4>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"495\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814053446-689d757655fd3.png\" width=\"444\" \/><\/p>\n<p>\u8bad\u7ec3DiffusionDet\u5c31\u50cf\u6559\u4f1a\u7f51\u7edc&#034;\u5012\u653e\u7535\u5f71&#034;&#xff1a;<\/p>\n<li>\u524d\u5411\u8fc7\u7a0b&#xff1a;\u5c06\u771f\u5b9e\u8fb9\u754c\u6846\u9010\u6b65\u6dfb\u52a0\u566a\u58f0&#xff0c;\u76f4\u5230\u53d8\u6210\u968f\u673a\u5206\u5e03<\/li>\n<li>\u5b66\u4e60\u76ee\u6807&#xff1a;\u8bad\u7ec3\u7f51\u7edc\u4ece\u4efb\u610f\u566a\u58f0\u72b6\u6001\u6062\u590d\u5230\u771f\u5b9e\u72b6\u6001<\/li>\n<li>\u5173\u952e\u521b\u65b0&#xff1a;\u5f15\u5165\u65f6\u95f4\u6b65\u5d4c\u5165&#xff0c;\u8ba9\u7f51\u7edc\u77e5\u9053\u5f53\u524d\u5904\u4e8e\u53bb\u566a\u8fc7\u7a0b\u7684\u54ea\u4e2a\u9636\u6bb5<\/li>\n<p># \u7b80\u5316\u7684\u8bad\u7ec3\u4f2a\u4ee3\u7801<br \/>\ndef train_step(images, gt_boxes):<br \/>\n    # \u968f\u673a\u9009\u62e9\u65f6\u95f4\u6b65<br \/>\n    t &#061; random.randint(0, T)<\/p>\n<p>    # \u6dfb\u52a0\u566a\u58f0<br \/>\n    noise &#061; torch.randn_like(gt_boxes)<br \/>\n    noisy_boxes &#061; sqrt(alpha_t) * gt_boxes &#043; sqrt(1-alpha_t) * noise<\/p>\n<p>    # \u9884\u6d4b\u539f\u59cb\u6846<br \/>\n    pred_boxes &#061; model(images, noisy_boxes, t)<\/p>\n<p>    # \u8ba1\u7b97\u635f\u5931<br \/>\n    loss &#061; F.mse_loss(pred_boxes, gt_boxes)<br \/>\n    return loss<\/p>\n<h3>\u4ee4\u4eba\u60ca\u559c\u7684\u5b9e\u9a8c\u7ed3\u679c<\/h3>\n<h4>\u6027\u80fd\u63d0\u5347&#xff1a;\u6570\u5b57\u8bf4\u8bdd<\/h4>\n<p>\u5728COCO\u6570\u636e\u96c6\u4e0a&#xff0c;DiffusionDet\u53d6\u5f97\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u7ed3\u679c&#xff1a;<\/p>\n<ul>\n<li>\u57fa\u7840\u914d\u7f6e&#xff1a;45.8 AP&#xff08;ResNet-50&#xff09;&#xff0c;\u8d85\u8d8aFaster R-CNN 5.6\u4e2a\u70b9<\/li>\n<li>\u4f18\u5316\u914d\u7f6e&#xff1a;46.8 AP&#xff08;4\u6b21\u8fed\u4ee3&#xff0c;500\u6846&#xff09;&#xff0c;\u63a5\u8fd1Swin-Base\u7ea7\u522b\u7684\u6027\u80fd<\/li>\n<li>\u5f3a\u9aa8\u5e72\u7f51\u7edc&#xff1a;53.3 AP&#xff08;Swin-Base&#xff09;&#xff0c;\u8fbe\u5230SOTA\u6c34\u5e73<\/li>\n<\/ul>\n<h4>\u7075\u6d3b\u6027\u9a8c\u8bc1&#xff1a;\u4e00\u4e2a\u6a21\u578b&#xff0c;\u591a\u79cd\u573a\u666f<\/h4>\n<p>DiffusionDet\u6700\u4ee4\u4eba\u5174\u594b\u7684\u7279\u6027\u662f\u5176\u524d\u6240\u672a\u6709\u7684\u7075\u6d3b\u6027\u3002\u5728\u96f6\u6837\u672c\u8fc1\u79fb\u5b9e\u9a8c\u4e2d&#xff0c;\u4eceCOCO&#xff08;\u7a00\u758f\u573a\u666f&#xff09;\u5230CrowdHuman&#xff08;\u5bc6\u96c6\u573a\u666f&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u589e\u52a0\u6846\u6570\u91cf&#xff1a;\u4ece300\u52302000\u6846&#xff0c;\u6027\u80fd\u63d0\u53475.3 AP<\/li>\n<li>\u589e\u52a0\u8fed\u4ee3\u6b21\u6570&#xff1a;\u4ece1\u52304\u6b21&#xff0c;\u6027\u80fd\u63d0\u53474.8 AP<\/li>\n<li>\u5bf9\u6bd4\u5b9e\u9a8c&#xff1a;\u4f20\u7edf\u65b9\u6cd5&#xff08;DETR\u3001Sparse R-CNN&#xff09;\u6027\u80fd\u4e0b\u964d\u6216\u65e0\u63d0\u5347<\/li>\n<\/ul>\n<p>\u8fd9\u610f\u5473\u7740\u4ec0\u4e48&#xff1f;\u4e00\u6b21\u8bad\u7ec3&#xff0c;\u7ec8\u8eab\u53d7\u7528&#xff01;\u540c\u4e00\u4e2a\u6a21\u578b\u53ef\u4ee5&#xff1a;<\/p>\n<ul>\n<li>\u5728\u7a00\u758f\u573a\u666f\u4e2d\u9ad8\u6548\u8fd0\u884c&#xff08;\u5c11\u6846&#xff0c;\u5c11\u8fed\u4ee3&#xff09;<\/li>\n<li>\u5728\u5bc6\u96c6\u573a\u666f\u4e2d\u8ffd\u6c42\u6781\u81f4\u6027\u80fd&#xff08;\u591a\u6846&#xff0c;\u591a\u8fed\u4ee3&#xff09;<\/li>\n<li>\u6839\u636e\u8ba1\u7b97\u9884\u7b97\u7075\u6d3b\u8c03\u6574\u901f\u5ea6-\u7cbe\u5ea6\u6743\u8861<\/li>\n<\/ul>\n<h4>\u6d88\u878d\u7814\u7a76&#xff1a;\u6bcf\u4e2a\u8bbe\u8ba1\u90fd\u6709\u9053\u7406<\/h4>\n<p>\u901a\u8fc7\u8be6\u5c3d\u7684\u6d88\u878d\u7814\u7a76&#xff0c;\u7814\u7a76\u8005\u8bc1\u660e\u4e86\u6bcf\u4e2a\u8bbe\u8ba1\u9009\u62e9\u90fd\u662f\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\u7684&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"177\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814053446-689d7576e6a3a.png\" width=\"294\" \/><\/p>\n<p>\u4fe1\u53f7\u7f29\u653e\u7684\u91cd\u8981\u6027&#xff1a; \u76ee\u6807\u68c0\u6d4b\u9700\u8981\u6bd4\u56fe\u50cf\u751f\u6210\u66f4\u9ad8\u7684\u4fe1\u53f7\u7f29\u653e&#xff08;2.0 vs 1.0&#xff09;&#xff0c;\u56e0\u4e3a\u8fb9\u754c\u6846\u53ea\u67094\u4e2a\u53c2\u6570&#xff0c;\u6bd4\u56fe\u50cf\u7684\u6570\u5343\u4e2a\u50cf\u7d20\u66f4\u52a0&#034;\u8106\u5f31&#034;\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"171\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814053447-689d75773442a.png\" width=\"294\" \/><\/p>\n<p>\u6846\u66f4\u65b0\u7b56\u7565\u7684\u5fc5\u8981\u6027&#xff1a; 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