{"id":34326,"date":"2025-08-22T16:38:49","date_gmt":"2025-08-22T08:38:49","guid":{"rendered":"https:\/\/aicats.wiki\/?p=34326"},"modified":"2025-08-22T16:39:02","modified_gmt":"2025-08-22T08:39:02","slug":"detr%e6%98%af%e4%bb%80%e9%ba%bc%ef%bc%9f-2025%e5%b9%b4%e7%9b%ae%e6%a8%99%e5%81%b5%e6%b8%ac%e6%8a%80%e8%a1%93%e8%a7%a3%e6%9e%90%e8%88%87%e6%87%89%e7%94%a8%e6%83%85%e5%a2%83%e5%85%a8%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/08\/22\/34326-html","title":{"rendered":"DETR\u662f\u4ec0\u9ebc\uff1f 2025\u5e74\u76ee\u6a19\u5075\u6e2c\u6280\u8853\u89e3\u6790\u8207\u61c9\u7528\u60c5\u5883\u5168\u6307\u5357"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u672c\u6587\u5c08\u696d\u89e3\u6790<strong>DETR\uff08Detection Transformer\uff09\u76ee\u6a19\u5075\u6e2c\u6846\u67b6<\/strong>\u7684<a href=\"https:\/\/aicats.wiki\/tw\/2025\/08\/15\/31605.html\/\" title=\"ideogram ai\u8a73\u7d30\u4ecb\u7d39\u8207\u4f7f\u7528\u6307\u5357\uff1a\u5982\u4f55\u5feb\u901f\u7522\u751f\u9ad8\u54c1\u8ceaAI\u5b57\u9ad4\u548c\u5716\u50cf\uff1f\">\u6280\u8853\u539f\u7406<\/a>\u3001\u4e3b\u6d41\u7d50\u69cb\u82072025\u5e74\u524d\u6cbf\u8fed\u4ee3\uff0c\u4e26\u6bd4\u8f03\u50b3\u7d71\u5075\u6e2c\u5668\u512a\u52e2\uff0c\u6db5\u84cb<strong>Deformable DETR\u3001DINO\u3001RT-DETR\u7b49\u5275\u65b0\u6a21\u578b<\/strong>\uff0c\u8a73\u8ff0\u5176\u5728\u667a\u6167\u57ce\u5e02\u3001\u5de5\u696d\u6aa2\u6e2c\u3001\u91ab\u5b78\u5f71\u50cf\u7b49\u591a\u884c\u696d\u7684\u5be6\u969b\u61c9\u7528\u3002\u5167\u5bb9\u5305\u542b\u6bd4\u8f03\u8868\u683c\u3001\u696d\u754c\u6e05\u55ae\u8207\u5be6\u7528\u958b\u6e90\u5de5\u5177\u63a8\u85a6\uff0c\u5354\u52a9<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u5f9e\u696d\u4eba\u54e1\u548c\u5de5\u7a0b\u5e2b\u5feb\u901f\u638c\u63e1\u6700\u65b0\u76ee\u6a19\u5075\u6e2c\u6280\u8853\u52d5\u5411\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1755516801.png\" alt=\"DETR\u662f\u4ec0\u9ebc\uff1f 2025\u5e74\u76ee\u6a19\u5075\u6e2c\u6280\u8853\u89e3\u6790\u8207\u61c9\u7528\u60c5\u5883\u5168\u6307\u5357\" class=\"wp-image-51824\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u96a8\u8457\u4eba\u5de5\u667a\u6167\u6280\u8853\u548c\u6df1\u5ea6\u5b78\u7fd2\u5728\u96fb\u8166\u8996\u89ba\u9818\u57df\u7684\u5feb\u901f\u767c\u5c55\uff0c<strong>\u76ee\u6a19\u5075\u6e2c<\/strong>\u4e0d\u65b7\u8fce\u4f86\u65b0\u7684\u6280\u8853\u7a81\u7834\u3002<strong>DETR\uff08Detection Transformer\uff09<\/strong>\u4f5c\u70baTransformer\u67b6\u69cb\u5728\u76ee\u6a19\u5075\u6e2c\u9818\u57df\u7684\u91cd\u5927\u5275\u65b0\uff0c\u81ea2020\u5e74\u7531Facebook AI Research\u63d0\u51fa\u4ee5\u4f86\uff0c\u5df2\u6210\u70ba\u5b78\u8853\u548c\u5de5\u696d\u754c\u7684\u7814\u7a76\u71b1\u9ede\u3002\u672c\u6587\u5c07\u4ee5\u5c08\u696d\u65b0\u805e\u5831\u5c0e\u7684\u65b9\u5f0f\uff0c\u6df1\u5165\u89e3\u6790DETR\u7684\u6280\u8853\u539f\u7406\u3001\u7d50\u69cb\u7d44\u4ef6\u30012025\u5e74\u4e3b\u6d41\u6280\u8853\u8fed\u4ee3\uff0c\u4ee5\u53ca\u5728\u591a\u884c\u696d\u4e2d\u7684\u61c9\u7528\u5834\u666f\uff0c\u9644\u8868\u683c\u3001\u6e05\u55ae\u548c\u5be6\u7528\u93c8\u63a5\uff0c\u52a9\u529b\u8b80\u8005\u5feb\u901f\u638c\u63e1\u6700\u65b0\u6aa2\u6e2c\u6280\u8853\u52d5\u614b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">DETR\u6280\u8853\u539f\u7406\u89e3\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">DETR\u6982\u8981\u8207\u6280\u8853\u80cc\u666f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>DETR\uff08Detection Transformer\uff09<\/strong>\u662f\u4e00\u7a2e<strong>\u7aef\u5230\u7aef\u7684\u76ee\u6a19\u5075\u6e2c\u6846\u67b6<\/strong>\uff0c\u9996\u6b21\u5be6\u73fe\u4e86\u300c\u7121\u9700\u4eba\u5de5\u8a2d\u8a08\u9328\u6846\uff08Anchor\uff09\u300d\u548c\u300c\u7121\u9700\u975e\u6975\u5927\u503c\u6291\u5236\uff08NMS\uff09\u300d\u7684\u6975\u7c21\u5075\u6e2c\u8def\u5f91\u3002\u50b3\u7d71\u76ee\u6a19\u5075\u6e2c\u65b9\u6cd5\u5982Faster R-CNN\u3001YOLO\u7b49\uff0c\u901a\u5e38\u4f9d\u8cf4\u8907\u96dc\u7684\u5f8c\u8655\u7406\u548c\u9328\u6846\u8a2d\u8a08\uff0cDETR\u5247\u5b8c\u5168\u63a1\u7528Transformer\u7684\u300c\u96c6\u5408\u9810\u6e2c\u300d\u7406\u5ff5\uff0c\u6975\u5927\u7c21\u5316\u7cfb\u7d71\u67b6\u69cb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">DETR\u6838\u5fc3\u7d44\u4ef6\u53ca\u5de5\u4f5c\u6d41\u7a0b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u8868\u7c21\u660e\u6bd4\u8f03\u4e86<strong>\u50b3\u7d71\u76ee\u6a19\u5075\u6e2c\u5668\u8207DETR<\/strong>\u7684\u4e3b\u8981\u7279\u5fb5\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u7279\u9ede<\/th><th>\u50b3\u7d71\u6aa2\u6e2c\u5668\uff08Faster R-CNN\/YOLO\uff09<\/th><th><strong>DETR<\/strong><\/th><\/tr><tr><td>Anchor\u8a2d\u8a08<\/td><td>\u9700\u624b\u52d5\u9810\u8a2d<\/td><td><strong>\u7121\u9700Anchor<\/strong><\/td><\/tr><tr><td>NMS\u5f8c\u8655\u7406<\/td><td>\u5fc5\u9808<\/td><td><strong>\u7121\u9700NMS<\/strong><\/td><\/tr><tr><td>\u5168\u57df\u4e0a\u4e0b\u6587\u8a0a\u606f<\/td><td>\u5c40\u90e8\u7279\u5fb5\u70ba\u4e3b\uff08CNN\uff09<\/td><td><strong>\u5168\u5c40\u611f\u77e5\uff08\u81ea\u8a3b\u610f\u529b\uff09<\/strong><\/td><\/tr><tr><td>\u9810\u6e2c\u65b9\u5f0f<\/td><td>\u5169\u968e\u6bb5\/\u591a\u968e\u6bb5<\/td><td><strong>\u4e00\u7d44\u96c6\u5408\u9810\u6e2c<\/strong><\/td><\/tr><tr><td>\u53ef\u64f4\u5c55\u6027<\/td><td>\u8f03\u5dee<\/td><td><strong>\u9ad8\u5ea6\u53ef\u64f4\u5c55<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>DETR\u7684\u6280\u8853\u6d41\u7a0b\u5206\u56db\u5927\u6a21\u7d44\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>CNN\u7279\u5fb5\u63d0\u53d6backbone\uff08\u5982ResNet-50\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u4f4d\u7f6e\u7de8\u78bc<\/strong>\uff1a\u5c07\u7a7a\u9593\u8cc7\u8a0a\u878d\u5165\u7279\u5fb5\u5e8f\u5217<\/li>\n\n\n\n<li><strong>Transformer\u7de8\u78bc\u5668-\u89e3\u78bc\u5668<\/strong>\uff1a\u5168\u57df\u7279\u5fb5\u5efa\u6a21\u8207Object Query\u76ee\u6a19\u8868\u5fb5\u5b78\u7fd2<\/li>\n\n\n\n<li><strong>\u8f38\u51fa\u982d<\/strong>\uff1a\u900f\u904e\u96c6\u5408\u9810\u6e2c\u76f4\u63a5\u8f38\u51fa\u908a\u6846\u548c\u985e\u5225<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1677\" height=\"904\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-669.png\" alt=\"\u958b\u6e90\u5009\u5eab\" class=\"wp-image-35610\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/github.com\/facebookresearch\/detr\" target=\"_blank\" rel=\"noopener\" class=\"external\" >\u958b\u6e90\u5009\u5eab<\/a><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u8853\u9aa8\u5e79\u5be6\u73fe\u53c3\u8003\uff08PyTorch\u6e90\u78bc\u53ef\u898b<a href=\"https:\/\/github.com\/facebookresearch\/detr\" target=\"_blank\" rel=\"noopener\" class=\"external\" >\u958b\u6e90\u5009\u5eab<\/a>\uff09\uff1a<\/p>\n\n\n\n<!--wp-compress-html--><!--wp-compress-html no compression-->\n<pre class=\"wp-block-code\"><code>features = backbone(image) proj_features = projection(features) + positional_encoding memory = transformer_encoder(proj_features) outputs = transformer_decoder(object_queries, memory) detection = prediction_head(\n<\/code><\/pre>\n<!--wp-compress-html no compression--><!--wp-compress-html-->\n\n\n\n<h3 class=\"wp-block-heading\">DETR\u4e2d\u7684Transformer\u8207Object Query<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Object Query\uff08\u7269\u4ef6\u67e5\u8a62\uff09<\/strong>\uff1a\u4e00\u7d44\u53ef\u5b78\u7fd2\u5411\u91cf\uff0c\u81ea\u52d5\u8207\u8cc7\u6599\u96c6\u985e\u5225\u9069\u914d\u4e26\u6709\u6548\u7387\u5730\u5efa\u6a21\u76ee\u6a19\u8868\u5fb5<\/li>\n\n\n\n<li><strong>\u7aef\u5c0d\u7aef\u5b78\u7fd2<\/strong>\uff1a\u8f38\u51fa\u7d50\u679c\u76f4\u63a5\u8207\u771f\u5be6\u6846\u505a\u6700\u512a\u5339\u914d\uff08\u5308\u7259\u5229\u6f14\u7b97\u6cd5\uff09\uff0c\u907f\u514d\u5197\u9918\u6846<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2025\u5e74DETR\u4e3b\u6d41\u6280\u8853\u8fed\u4ee3\u8207\u512a\u5316<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u91cd\u5927\u6539\u9032\u6a21\u578b\u6982\u89bd<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u65bcDETR\u958b\u653e\u67b6\u69cb\uff0c\u6e67\u73fe\u773e\u591a\u884d\u751f\u6280\u8853\u3002\u4e0b\u8868\u532f\u7e3d<strong>2025\u5e74\u4e3b\u6d41DETR\u7cfb\u5217\u6a21\u5f0f\u8207\u5275\u65b0\u9ede<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6a21\u578b\u540d\u7a31<\/th><th>\u95dc\u9375\u6280\u8853\/\u512a\u52e2<\/th><th>\u9069\u7528\u5834\u666f\/\u7279\u9ede<\/th><th>\u4ee3\u8868\u958b\u6e90\/\u6587\u6a94<\/th><\/tr><tr><td>Deformable DETR<\/td><td>\u53ef\u8b8a\u5f62\u6ce8\u610f\u529b\u3001\u591a\u5c3a\u5ea6\u3001\u6536\u6582\u5feb<\/td><td>\u591a\u5c3a\u5ea6\u3001\u5c0f\u76ee\u6a19\u5075\u6e2c<\/td><td><a href=\"https:\/\/github.com\/fundamentalvision\/Deformable-DETR\" target=\"_blank\" rel=\"noopener\" class=\"external\" >Deformable-DETR<\/a><\/td><\/tr><tr><td>Conditional DETR<\/td><td>\u689d\u4ef6\u76ee\u6a19\u67e5\u8a62\u3001\u8a13\u7df4\u5feb<\/td><td>\u9ad8\u901f\u8a13\u7df4<\/td><td><a href=\"https:\/\/arxiv.org\/abs\/2108.06152\" target=\"_blank\" rel=\"noopener\" class=\"external\" >arXiv<\/a><\/td><\/tr><tr><td>DINO-DETR<\/td><td>\u52d5\u614b\u982d\u3001\u6574\u5408\u8868\u9054\u3001\u53bb\u96dc\u8a0a\u8a13\u7df4<\/td><td>\u8d85\u5927\u898f\u6a21\u3001\u5c0f\u6a23\u672c\u5b78\u7fd2<\/td><td><a href=\"https:\/\/github.com\/IDEA-Research\/DINO\" target=\"_blank\" rel=\"noopener\" class=\"external\" >DINO<\/a><\/td><\/tr><tr><td>Efficient DETR<\/td><td>\u4e3b\u5e79\u8207\u7de8\u89e3\u78bc\u5668\u9ad8\u6548\u512a\u5316<\/td><td>\u5d4c\u5165\u5f0f\u90e8\u7f72<\/td><td><a href=\"https:\/\/arxiv.org\/abs\/2105.07036\" target=\"_blank\" rel=\"noopener\" class=\"external\" >arXiv<\/a><\/td><\/tr><tr><td>DN-DETR<\/td><td>\u53bb\u566a\u8a13\u7df4\u3001\u5339\u914d\u66f4\u7a69<\/td><td>\u566a\u97f3\u6a19\u8a3b\u5834\u666f<\/td><td><a href=\"https:\/\/github.com\/IDEA-Research\/DN-DETR\" target=\"_blank\" rel=\"noopener\" class=\"external\" >DN-DETR<\/a><\/td><\/tr><tr><td>RT-DETR<\/td><td>\u63a8\u7406\u52a0\u901f\u3001\u5373\u6642\u6aa2\u6e2c<\/td><td>\u5373\u6642\u8996\u8a0a\u3001\u5de5\u696d\u6aa2\u6e2c<\/td><td><a href=\"https:\/\/github.com\/ultralytics\/ultralytics\/tree\/main\/ultralytics\/models\/rt_detr\" target=\"_blank\" rel=\"noopener\" class=\"external\" >RT-DETR<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1677\" height=\"904\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-670.png\" alt=\"Deformable-DETR\" class=\"wp-image-35611\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/github.com\/fundamentalvision\/Deformable-DETR\" target=\"_blank\" rel=\"noopener\" class=\"external\" >Deformable-DETR<\/a><\/figcaption><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Deformable DETR<\/strong> \u91dd\u5c0d\u5c0f\u76ee\u6a19\u548c\u591a\u5c3a\u5ea6\u7a81\u7834\uff0c\u63d0\u5347\u5075\u6e2c\u80fd\u529b<\/li>\n\n\n\n<li><strong>DINO<\/strong>\u3001<strong>Conditional DETR<\/strong>\u7b49\u52a0\u901f\u6536\u6582\uff0c\u9762\u5411\u5927\u6578\u64da\u548c\u8907\u96dc\u5de5\u696d\u5834\u666f<\/li>\n\n\n\n<li><strong>RT-DETR<\/strong>\u805a\u7126\u5d4c\u5165\u5f0f\u8207\u5de5\u696d\u5373\u6642\u9700\u6c42\uff0c\u65b9\u4fbf\u5feb\u901f\u843d\u5730<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6f14\u7b97\u6cd5\u6027\u80fd\u8207\u529f\u80fd\u5c0d\u6bd4<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6307\u6a19<\/th><th>\u539f\u59cbDETR<\/th><th>Deformable DETR<\/th><th>RT-DETR<\/th><th>YOLOv7<\/th><\/tr><tr><td>mAP<\/td><td>\u224843(COCO)<\/td><td>\u224850-55<\/td><td>\u224853<\/td><td>\u224856<\/td><\/tr><tr><td>\u8a13\u7df4\u6536\u6582\u6642\u9577<\/td><td>300-500 epoch<\/td><td>50-150 epoch<\/td><td>50-100 epoch<\/td><td>50-100 epoch<\/td><\/tr><tr><td>\u5c0f\u76ee\u6a19\u5075\u6e2c<\/td><td>\u8f03\u5dee<\/td><td><strong>\u5927\u5e45\u63d0\u5347<\/strong><\/td><td>\u5c1a\u53ef<\/td><td>\u8f03\u597d<\/td><\/tr><tr><td>\u53ef\u90e8\u7f72\u6027<\/td><td>\u4e3b\u6d41GPU<\/td><td>GPU\/\u90e8\u5206CPU<\/td><td><strong>\u5d4c\u5165\u5f0f\u53cb\u5584<\/strong><\/td><td>\u7aef\u4e0a\/\u884c\u52d5\u7aef<\/td><\/tr><tr><td>\u652f\u63f4\u4efb\u52d9<\/td><td>\u901a\u7528\/\u53ef\u64f4\u5c55<\/td><td>\u901a\u7528\/\u5373\u6642\/\u591a\u4efb\u52d9<\/td><td><strong>\u5de5\u696d\u5373\u6642<\/strong><\/td><td>\u4e00\u822c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">DETR\u76ee\u6a19\u5075\u6e2c\u5be6\u969b\u61c9\u7528\u5834\u666f\u5168\u76e4\u89e3\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u884c\u696d\u5834\u666f\u6e05\u55ae<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u884c\u696d\u985e\u5225<\/th><th>\u5178\u578b\u9805\u76ee<\/th><th>DETR\u61c9\u7528\u512a\u52e2<\/th><th>\u5be6\u6230\u7522\u54c1\/\u9805\u76ee<\/th><\/tr><tr><td>\u667a\u6167\u57ce\u5e02<\/td><td>\u516c\u5171\u76e3\u63a7\u3001\u4eba\u6d41\u7d71\u8a08\u3001\u7269\u9ad4\u8ffd\u8e64<\/td><td>\u5168\u57df\u611f\u77e5\u3001\u906e\u853d\u9069\u61c9<\/td><td><a href=\"https:\/\/www.megvii.com\/\" target=\"_blank\" rel=\"noopener\" class=\"external\" >\u66e0\u8996\u5929\u9a55<\/a><\/td><\/tr><tr><td>\u667a\u6167\u4ea4\u901a<\/td><td>\u8eca\u6d41\u6aa2\u6e2c\u3001\u9055\u898f\u8b58\u5225<\/td><td>\u9ad8\u901f\u8b58\u5225\u3001\u4f4e\u6f0f\u5831<\/td><td>\u767e\u5ea6Apollo\u81ea\u52d5\u99d5\u99db<\/td><\/tr><tr><td>\u5de5\u696d\u6aa2\u6e2c<\/td><td>\u7f3a\u9677\u6aa2\u6e2c\u3001\u81ea\u52d5\u5316\u8996\u89ba<\/td><td>\u591a\u5c3a\u5ea6\u652f\u63f4\u3001\u5b9a\u4f4d\u5feb<\/td><td>\u83ef\u70ba\u6607\u9a30Vision Suite<\/td><\/tr><tr><td>\u91ab\u5b78\u5f71\u50cf<\/td><td>\u75c5\u7076\u6aa2\u6e2c\u3001\u8f14\u8a3a<\/td><td>\u7cbe\u7d30\u7279\u5fb5\u3001\u7aef\u5230\u7aef<\/td><td>Infervision\u91ab\u5b78AI<\/td><\/tr><tr><td>\u96f6\u552e\u5b89\u9632<\/td><td>\u7269\u54c1\u76e4\u9ede\u3001\u5931\u7aca\u8b58\u5225<\/td><td>\u906e\u64cb\u7a69\u5065\u3001\u5373\u6642\u56de\u994b<\/td><td>\u963f\u91cc\u897f\u6eaaAI\u96f6\u552e<\/td><\/tr><tr><td>\u822a\u592a\u9059\u611f<\/td><td>\u885b\u661f\u5f71\u50cf\u81ea\u52d5\u5075\u6e2c<\/td><td>\u7aef\u5230\u7aef\u5927\u5834\u666f<\/td><td>\u4e2d\u79d1\u661f\u5716\u7cfb\u7d71<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u906e\u64cb\u9069\u61c9\uff1a<\/strong>\u5168\u5c40\u611f\u77e5\uff0c\u6709\u6548\u89e3\u6c7a\u5bc6\u96c6\u906e\u853d\u5834\u666f\u7684\u8aa4\u6aa2\u554f\u984c<\/li>\n\n\n\n<li><strong>\u81ea\u9069\u61c9\u591a\u985e\u5225\uff1a<\/strong>\u7121\u9328\u6846\u8a2d\u8a08\uff0c\u6613\u65bc\u9069\u914d\u65b0\u76ee\u6a19\u985e\u5225<\/li>\n\n\n\n<li><strong>\u591a\u5de5\u878d\u5408\uff1a<\/strong>\u53ef\u642d\u914d\u5206\u5272\u3001\u95dc\u9375\u9ede\u3001\u8ffd\u8e64\u7b49\u8907\u5408\u8996\u89ba\u4efb\u52d9<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1677\" height=\"904\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-671.jpg\" alt=\"\u66e0\u8996\u5929\u9a55\" class=\"wp-image-35614\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.megvii.com\/\" target=\"_blank\" rel=\"noopener\" class=\"external\" >\u66e0\u8996\u5929\u9a55<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5be6\u8e10\u63a8\u85a6\u8207\u5de5\u5177\u93c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>PyTorch\u5b98\u65b9DETR\uff1a<a href=\"https:\/\/github.com\/facebookresearch\/detr\" target=\"_blank\" rel=\"noopener\" class=\"external\" >DETR-Github\u4e3b\u9801<\/a><\/li>\n\n\n\n<li>Deformable DETR\uff1a<a href=\"https:\/\/github.com\/fundamentalvision\/Deformable-DETR\" target=\"_blank\" rel=\"noopener\" class=\"external\" >Deformable-DETR\u5b98\u65b9\u5009\u5eab<\/a><\/li>\n\n\n\n<li>RT-DETR\u53caultralytics\uff1a<a href=\"https:\/\/github.com\/ultralytics\/ultralytics\/tree\/main\/ultralytics\/models\/rt_detr\" target=\"_blank\" rel=\"noopener\" class=\"external\" >RT-DETR\u5373\u6642\u76ee\u6a19\u5075\u6e2c\u5e73\u53f0<\/a><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u90e8\u7f72\u5e73\u53f0<\/th><th>\u652f\u6301\u6a21\u578b<\/th><th>\u63a8\u85a6\u74b0\u5883<\/th><th>\u7279\u8272<\/th><\/tr><tr><td>GPU\/NVIDIA<\/td><td>DETR\u5168\u7cfb\u5217<\/td><td>PyTorch\/TensorRT<\/td><td>\u8a13\u7df4\u8207\u63a8\u7406\u8868\u73fe\u6700\u4f73<\/td><\/tr><tr><td>\u96f2\u7aefAI\u5e73\u53f0<\/td><td>Efficient DETR<\/td><td>OneFlow\/\u96f2\u7aef\u539f\u751f<\/td><td>\u5927\u898f\u6a21\u5f48\u6027\u696d\u52d9<\/td><\/tr><tr><td>\u908a\u7de3\/\u5d4c\u5165\u5f0f<\/td><td>RT-DETR\/Deformable<\/td><td>ONNX\/NCNN\/MNN<\/td><td>\u7aef\u4e0a\u4f4e\u8cc7\u6e90\u90e8\u7f72<\/td><\/tr><tr><td>Web\u7aef<\/td><td>Tiny-DETR<\/td><td>TensorFlow.js<\/td><td>\u5feb\u901f\u6f14\u793a\uff0c\u6613\u96c6\u6210UI<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">DETR\u6a21\u578b\u57282025\u5e74\u7684\u767c\u5c55\u8da8\u52e2\u524d\u77bb<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5e02\u5834\u52d5\u614b\u8207\u65b0\u7814\u7a76\u71b1\u9ede<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2025\u524d\u666f\u95dc\u9375\u5b57\uff1a\u591a\u6a21\u614b\u3001\u63a8\u7406\u52a0\u901f\u3001\u6cdb\u5316\u80fd\u529b\u63d0\u5347<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u6a21\u614b\u878d\u5408\uff1a<\/strong>DETR\u9069\u5408\u5f71\u50cf-\u6587\u5b57\u3001\u878d\u5408\u591a\u93e1\u982d\u5834\u666f\uff08\u5982Tencent MMDETR\u7b49\uff09<\/li>\n\n\n\n<li><strong>\u63a8\u7406\u52a0\u901f\uff1a<\/strong>RT-DETR\u7b49\u6975\u81f4\u512a\u5316\u63a8\u7406\uff0cm\u7d1a\u5ef6\u9072\uff0c\u670d\u52d9\u5de5\u696d\u5b89\u5168<\/li>\n\n\n\n<li><strong>\u6cdb\u5316\u589e\u5f37\uff1a<\/strong>DINO\u3001DN-DETR\u652f\u63f4\u5c0f\u6a23\u672c\u3001\u5f37\u566a\u97f3\u6a19\u8a3b<\/li>\n\n\n\n<li><strong>\u7da0\u8272AI\uff1a<\/strong>Efficient DETR\u80fd\u6548\u512a\u5316\uff0c\u9069\u914d\u5927\u7b97\u529b\u96c6\u7fa4<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5168\u7403\u4eba\u5de5\u667a\u6167\u7522\u696d\u5316\u52a0\u901f\u76842025\u5e74\uff0c<strong>DETR\u5c07\u6301\u7e8c\u5f15\u9818\u76ee\u6a19\u5075\u6e2c\u6280\u8853\u9769\u547d<\/strong>\uff0c\u63a8\u52d5\u5168\u5c40\u611f\u77e5\u67b6\u69cb\u6a19\u6e96\u5316\u548c\u7aef\u5230\u7aefAI\u8996\u89ba\u61c9\u7528\u7684\u65b0\u7a81\u7834\u3002\u95dc\u6ce8DETR\u53ca\u5176\u884d\u751f\u6280\u8853\uff0c\u662f\u6bcf\u4f4dAI\u5de5\u7a0b\u5e2b\u8207\u5f9e\u696d\u4eba\u54e1\u7684\u5fc5\u4fee\u8ab2\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u4e13\u4e1a\u89e3\u6790DETR\uff08Detection Transformer\uff09\u76ee\u6807\u68c0\u6d4b\u6846\u67b6\u7684\u6280\u672f\u539f\u7406\u3001\u4e3b\u6d41\u7ed3\u6784\u4e0e2025\u5e74 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_crsspst_to_aicatswiki":true,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[305],"tags":[247,352,1011,1009,1010],"content_visibility":[262],"class_list":["post-34326","post","type-post","status-publish","format-standard","hentry","category-ai-tools-platforms","tag-ai"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u672c\u6587\u4e13\u4e1a\u89e3\u6790DETR\uff08Detection Transformer\uff09\u76ee\u6807\u68c0\u6d4b\u6846\u67b6\u7684\u6280\u672f\u539f\u7406\u3001\u4e3b\u6d41\u7ed3\u6784\u4e0e2025\u5e74\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" 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