{"id":3580,"date":"2025-05-03T18:59:23","date_gmt":"2025-05-03T15:59:23","guid":{"rendered":"https:\/\/www.dztecs.com\/ai\/?p=3580"},"modified":"2025-06-13T08:50:17","modified_gmt":"2025-06-13T05:50:17","slug":"adding-training-noise-to-improve-detections-in-transformers","status":"publish","type":"post","link":"https:\/\/www.dztecs.com\/ai\/adding-training-noise-to-improve-detections-in-transformers\/","title":{"rendered":"\u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0641\u064a \u0646\u0645\u0627\u0630\u062c Transformer \u0639\u0628\u0631 \u0625\u0636\u0627\u0641\u0629 \u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

\u062a\u0639\u0645\u0644 \u0646\u0645\u0627\u0630\u062c \u0631\u0624\u064a\u0629 Transformer \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0639\u0644\u0649 \u0625\u0636\u0627\u0641\u0629 \u0636\u0648\u0636\u0627\u0621 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u062b\u0646\u0627\u0626\u064a\u0629 \u0648\u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f. \u0633\u0646\u062a\u0639\u0644\u0645 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u0646\u0646\u0627\u0642\u0634 \u0645\u0633\u0627\u0647\u0645\u062a\u0647\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u062c\u0633\u0627\u0645\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 Denoising \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n

\"\"<\/p>\n

\u0646\u0645\u0627\u0630\u062c Transformer \u0644\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u0628\u0643\u0631\u0629<\/h2>\n

DETR – DEtection TRansformer (Carion, Massa et al. 2020)\u060c \u0623\u062d\u062f \u0623\u0648\u0627\u0626\u0644 Architectures \u0644\u0640 Transformer \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0648\u062d\u062f\u0629 \u0641\u0643 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0645\u0646 \u0631\u0645\u0648\u0632 \u0627\u0644\u0635\u0648\u0631. \u062a\u0645 \u062a\u0647\u064a\u0626\u0629 \u0647\u0630\u0647 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0634\u0648\u0627\u0626\u064a\u064b\u0627\u060c \u0648\u0644\u0645 \u064a\u0641\u0631\u0636 Architecture \u0623\u064a \u0642\u064a\u0648\u062f \u0623\u062c\u0628\u0631\u062a \u0647\u0630\u0647 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0623\u0634\u064a\u0627\u0621 \u062a\u0634\u0628\u0647 \u0627\u0644\u0645\u0631\u0627\u0633\u064a. \u0628\u064a\u0646\u0645\u0627 \u062d\u0642\u0642 \u0646\u062a\u0627\u0626\u062c \u0645\u0645\u0627\u062b\u0644\u0629 \u0645\u0639 Faster-RCNN\u060c \u0643\u0627\u0646 \u0639\u064a\u0628\u0647 \u0641\u064a \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0627\u0644\u0628\u0637\u064a\u0621 – 500 \u062d\u0642\u0628\u0629 \u0643\u0627\u0646\u062a \u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u062a\u062f\u0631\u064a\u0628\u0647 (DN-DETR, Li et al., 2024). \u0627\u0633\u062a\u062e\u062f\u0645\u062a Architectures \u0627\u0644\u0623\u062d\u062f\u062b \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 DETR \u062a\u062c\u0645\u064a\u0639\u064b\u0627 \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0634\u0648\u0647 \u0645\u0643\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u0646 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0641\u0642\u0637 \u0639\u0644\u0649 \u0645\u0646\u0627\u0637\u0642 \u0645\u0639\u064a\u0646\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629 (Zhu et al., Deformable DETR: Deformable Transformers For End-To-End Object Detection, 2020)\u060c \u0628\u064a\u0646\u0645\u0627 \u0627\u0633\u062a\u062e\u062f\u0645 \u0622\u062e\u0631\u0648\u0646 (Liu et al., DAB-DETR: Dynamic Anchor Boxes Are Better Queries For DETR, 2022) \u0645\u0631\u0627\u0633\u064a \u0645\u0643\u0627\u0646\u064a\u0629 (\u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 k-means\u060c \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u0645\u0627\u062b\u0644\u0629 \u0644\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u0641\u0639\u0644 \u0628\u0647\u0627 CNNs \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0631\u0633\u0627\u0629)\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u0631\u0645\u064a\u0632\u0647\u0627 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629. \u0623\u062c\u0628\u0631\u062a \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u062e\u0637\u064a \u0643\u062a\u0644\u0629 \u0648\u062d\u062f\u0629 \u0641\u0643 \u062a\u0631\u0645\u064a\u0632 Transformer \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0643\u0642\u064a\u0645 \u0627\u0646\u062d\u062f\u0627\u0631 \u0645\u0646 \u0627\u0644\u0645\u0631\u0627\u0633\u064a. \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0634\u0648\u0647 \u0627\u0644\u0645\u0631\u0627\u0633\u064a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0625\u0646\u0634\u0627\u0621 \u0631\u0645\u0648\u0632 \u0644\u0644\u0627\u0646\u062a\u0628\u0627\u0647. \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0631\u0627\u0633\u064a \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u064a\u0639\u0644\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u064a\u0632\u0627\u062a \u0645\u062b\u0644 \u062d\u062c\u0645 \u0627\u0644\u0635\u0646\u062f\u0648\u0642 \u0628\u0634\u0643\u0644 \u0635\u0631\u064a\u062d \u0641\u064a \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a\u0647.<\/p>\n

\"\"<\/p>\n

\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0645\u0639 \u0627\u0644\u062d\u0642\u0627\u0626\u0642 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629: \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629<\/h2>\n

\u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u062e\u0633\u0627\u0631\u0629\u060c \u064a\u062d\u062a\u0627\u062c \u0627\u0644\u0645\u062f\u0631\u0628 \u0623\u0648\u0644\u0627\u064b \u0625\u0644\u0649 \u0645\u0637\u0627\u0628\u0642\u0629 \u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u0627\u0644\u0635\u0646\u0627\u062f\u064a\u0642 \u0630\u0627\u062a \u0627\u0644\u062d\u0642\u0627\u0626\u0642 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 (GT). \u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0631\u0633\u0627\u0629 \u0644\u062f\u064a\u0647\u0627 \u062d\u0644\u0648\u0644 \u0633\u0647\u0644\u0629 \u0646\u0633\u0628\u064a\u064b\u0627 \u0644\u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0645\u0637\u0627\u0628\u0642\u0629 \u0643\u0644 \u0645\u0631\u0633\u0627\u0629 \u0641\u0642\u0637 \u0645\u0639 \u0635\u0646\u0627\u062f\u064a\u0642 GT \u0641\u064a \u0641\u0648\u0643\u0633\u0644 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062b\u0628\u064a\u0637 \u063a\u064a\u0631 \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0627\u062e\u0644\u0629)\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a\u060c \u0627\u0644\u0630\u064a \u0648\u0636\u0639\u0647 DETR\u060c \u0647\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u0637\u0627\u0628\u0642\u0629 \u062b\u0646\u0627\u0626\u064a\u0629 \u062a\u0633\u0645\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0647\u0646\u063a\u0627\u0631\u064a\u0629. \u0641\u064a \u0643\u0644 \u062a\u0643\u0631\u0627\u0631\u060c \u062a\u062c\u062f \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0623\u0641\u0636\u0644 \u0645\u0637\u0627\u0628\u0642\u0629 \u0628\u064a\u0646 \u0627\u0644\u062a\u0648\u0642\u0639 \u0648\u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 (\u0645\u0637\u0627\u0628\u0642\u0629 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062f\u0627\u0644\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0645\u062b\u0644 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u0633\u0627\u0641\u0629 \u0627\u0644\u062a\u0631\u0628\u064a\u0639\u064a\u0629 \u0628\u064a\u0646 \u0632\u0648\u0627\u064a\u0627 \u0627\u0644\u0635\u0646\u062f\u0648\u0642\u060c \u0645\u062c\u0645\u0648\u0639\u064b\u0627 \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0635\u0646\u0627\u062f\u064a\u0642). \u062b\u0645 \u064a\u062a\u0645 \u062d\u0633\u0627\u0628 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0628\u064a\u0646 \u0623\u0632\u0648\u0627\u062c \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u062a\u0648\u0642\u0639-\u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u064a\u0645\u0643\u0646 \u0646\u0634\u0631\u0647\u0627 \u0639\u0643\u0633\u064a\u064b\u0627. \u062a\u062a\u0643\u0628\u062f \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0632\u0627\u0626\u062f\u0629 (\u0627\u0644\u062a\u0648\u0642\u0639 \u0628\u062f\u0648\u0646 \u0645\u0637\u0627\u0628\u0642\u0629 GT) \u062e\u0633\u0627\u0631\u0629 \u0645\u0646\u0641\u0635\u0644\u0629 \u062a\u0634\u062c\u0639\u0647\u0627 \u0639\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u062f\u0631\u062c\u0629 \u0627\u0644\u062b\u0642\u0629 \u0628\u0647\u0627. \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/p>\n

\u0627\u0644\u0645\u0634\u0643\u0644\u0629<\/h2>\n

\u064a\u0628\u0644\u063a \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0632\u0645\u0646\u064a \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 Hungarian o(n\u00b3). \u0648\u0645\u0646 \u0627\u0644\u0645\u062b\u064a\u0631 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0623\u0646 \u0647\u0630\u0627 \u0644\u064a\u0633 \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629 \u0639\u0646\u0642 \u0627\u0644\u0632\u062c\u0627\u062c\u0629 \u0641\u064a \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628: \u0641\u0642\u062f \u062a\u0628\u064a\u0646 (The Stable Marriage Problem: An Interdisciplinary Review From The Physicist\u2019s Perspective, Fenoaltea et al., 2021) \u0623\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u063a\u064a\u0631 \u0645\u0633\u062a\u0642\u0631\u0629\u060c \u0628\u0645\u0639\u0646\u0649 \u0623\u0646 \u062a\u063a\u064a\u064a\u0631\u0627\u064b \u0637\u0641\u064a\u0641\u0627\u064b \u0641\u064a \u062f\u0627\u0644\u0629 \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627 \u0642\u062f \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u063a\u064a\u064a\u0631 \u0643\u0628\u064a\u0631 \u0641\u064a \u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627 – \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0623\u0647\u062f\u0627\u0641 \u062a\u062f\u0631\u064a\u0628 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u063a\u064a\u0631 \u0645\u062a\u0646\u0627\u0633\u0642\u0629. \u0648\u0627\u0644\u0622\u062b\u0627\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0647\u064a \u0623\u0646 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0642\u0641\u0632 \u0628\u064a\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0633\u062a\u063a\u0631\u0642 \u0648\u0642\u062a\u0627\u064b \u0637\u0648\u064a\u0644\u0627\u064b \u0644\u062a\u0639\u0644\u0645 \u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0644\u0644\u062a\u0642\u0627\u0631\u0628. \u0648\u0628\u0639\u0628\u0627\u0631\u0629 \u0623\u062e\u0631\u0649\u060c \u0639\u062f\u0645 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0630\u0628\u0630\u0628 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0648\u0642\u062a\u0627\u064b \u0623\u0637\u0648\u0644 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/p>\n

 <\/p>\n

DN-DETR (\u0643\u0634\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0627\u0644\u0636\u0648\u0636\u0627\u0621)<\/h2>\n

\u0627\u0642\u062a\u0631\u062d Li \u0648\u0622\u062e\u0631\u0648\u0646 \u062d\u0644\u0627\u064b \u0623\u0646\u064a\u0642\u064b\u0627 \u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u0642\u0631\u0629\u060c \u0648\u0642\u062f \u062a\u0645 \u062a\u0628\u0646\u064a\u0647 \u0644\u0627\u062d\u0642\u064b\u0627 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 DINO \u0648 Mask DINO \u0648 Group DETR \u0648\u063a\u064a\u0631\u0647\u0627.<\/p>\n

\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0641\u0643\u0631\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a DN-DETR \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0646\u0634\u0627\u0621 \u0646\u0642\u0627\u0637 \u0627\u0631\u062a\u0643\u0627\u0632 \u0648\u0647\u0645\u064a\u0629 \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631<\/strong>\u060c \u062a\u062a\u062e\u0637\u0649 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629. \u064a\u062a\u0645 \u0630\u0644\u0643 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0636\u0627\u0641\u0629 \u0643\u0645\u064a\u0629 \u0635\u063a\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0625\u0644\u0649 \u0645\u0631\u0628\u0639\u0627\u062a GT (\u0627\u0644\u0623\u0631\u0636 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629) \u0648\u062a\u063a\u0630\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0645\u0634\u0648\u0634\u0629 \u0643\u0645\u0631\u062a\u0643\u0632\u0627\u062a \u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0648\u062d\u062f\u0629 \u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631. \u064a\u062a\u0645 \u0625\u062e\u0641\u0627\u0621 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a DN \u0639\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0639\u0636\u0648\u064a\u0629 \u0648\u0627\u0644\u0639\u0643\u0633 \u0635\u062d\u064a\u062d\u060c \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0645\u062a\u0628\u0627\u062f\u0644 \u0627\u0644\u0630\u064a \u0642\u062f \u064a\u062a\u062f\u0627\u062e\u0644 \u0645\u0639 \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 \u0647\u0630\u0647 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u062a\u062a\u0645 \u0645\u0637\u0627\u0628\u0642\u062a\u0647\u0627 \u0628\u0627\u0644\u0641\u0639\u0644 \u0645\u0639 \u0645\u0631\u0628\u0639\u0627\u062a GT \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627 \u0648\u0644\u0627 \u062a\u062a\u0637\u0644\u0628 \u0645\u0637\u0627\u0628\u0642\u0629 \u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0623\u0637\u0631\u0627\u0641. \u0623\u0638\u0647\u0631 \u0645\u0624\u0644\u0641\u0648 DN-DETR \u0623\u0646\u0647 \u062e\u0644\u0627\u0644 \u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0635\u062d\u0629 \u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0643\u0644 \u062d\u0642\u0628\u0629 (\u062d\u064a\u062b \u064a\u062a\u0645 \u0625\u064a\u0642\u0627\u0641 \u062a\u0634\u063a\u064a\u0644 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621)\u060c \u0641\u0625\u0646 \u0630\u0644\u0643 \u064a\u062d\u0633\u0646 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 DETR \u0648 DAB-DETR\u060c \u0628\u0645\u0639\u0646\u0649 \u0623\u0646 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u062a\u0633\u0642\u0629 \u0641\u064a \u0645\u0637\u0627\u0628\u0642\u062a\u0647\u0627 \u0645\u0639 \u0643\u0627\u0626\u0646 GT \u0641\u064a \u0627\u0644\u062d\u0642\u0628 \u0627\u0644\u0645\u062a\u062a\u0627\u0644\u064a\u0629. (\u0627\u0646\u0638\u0631 \u0627\u0644\u0634\u0643\u0644 2).<\/p>\n

\u064a\u0648\u0636\u062d \u0627\u0644\u0645\u0624\u0644\u0641\u0648\u0646 \u0623\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 DN \u064a\u0633\u0631\u0639 \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0648\u064a\u062d\u0642\u0642 \u0646\u062a\u0627\u0626\u062c \u0643\u0634\u0641 \u0623\u0641\u0636\u0644. (\u0627\u0646\u0638\u0631 \u0627\u0644\u0634\u0643\u0644 3). \u062a\u064f\u0638\u0647\u0631 \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645 \u0632\u064a\u0627\u062f\u0629 \u0628\u0646\u0633\u0628\u0629 1.9% \u0641\u064a AP (\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062f\u0642\u0629) \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0634\u0641 COCO\u060c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 SOTA (DAB-DETR\u060c AP 42.2%) \u0627\u0644\u0633\u0627\u0628\u0642\u0629\u060c \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 ResNet-50 \u0643\u0639\u0645\u0648\u062f \u0641\u0642\u0631\u064a.<\/p>\n

\"\"\"\"<\/p>\n

DINO \u0648\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u064a\u0629<\/h2>\n

\u0637\u0648\u0651\u0631 DINO \u0647\u0630\u0647 \u0627\u0644\u0641\u0643\u0631\u0629\u060c \u0648\u0623\u0636\u0627\u0641 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u064a \u0625\u0644\u0649 \u0622\u0644\u064a\u0629 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621: \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u060c \u064a\u0646\u0634\u0626 DINO \u0646\u0633\u062e\u0629 \u0623\u062e\u0631\u0649 \u0645\u0634\u0648\u0634\u0629 \u0644\u0643\u0644 GT\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0631\u064a\u0627\u0636\u064a\u064b\u0627 \u0644\u062a\u0643\u0648\u0646 \u0623\u0628\u0639\u062f \u0639\u0646 GT\u060c \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a (\u0627\u0646\u0638\u0631 \u0627\u0644\u0634\u0643\u0644 4). \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0633\u062e\u0629 \u0643\u0645\u062b\u0627\u0644 \u0633\u0644\u0628\u064a \u0644\u0644\u062a\u062f\u0631\u064a\u0628: \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u0628\u0648\u0644 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0642\u0631\u0628 \u0625\u0644\u0649 \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0648\u0631\u0641\u0636 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0628\u0639\u062f (\u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u0626\u0629 “\u0644\u0627 \u064a\u0648\u062c\u062f \u0643\u0627\u0626\u0646”).<\/p>\n

\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0651\u0646 DINO \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u064a\u0629 (CDN) – \u0646\u0642\u0627\u0637 \u0627\u0631\u062a\u0643\u0627\u0632 \u0645\u0634\u0648\u0634\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0643\u0644 \u0643\u0627\u0626\u0646 GT – \u0645\u0645\u0627 \u064a\u062d\u0642\u0642 \u0623\u0642\u0635\u0649 \u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0643\u0644 \u062a\u0643\u0631\u0627\u0631 \u062a\u062f\u0631\u064a\u0628\u064a.<\/p>\n

\u0623\u0641\u0627\u062f \u0645\u0624\u0644\u0641\u0648 DINO \u0639\u0646 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062f\u0642\u0629 (AP) \u0628\u0646\u0633\u0628\u0629 49% (\u0639\u0644\u0649 COCO val2017) \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 CDN.<\/p>\n

\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629\u060c \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u0646 \u0625\u0637\u0627\u0631 \u0625\u0644\u0649 \u0625\u0637\u0627\u0631\u060c \u0645\u062b\u0644 Sparse4Dv3\u060c CDN\u060c \u0648\u062a\u0636\u064a\u0641 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u0632\u0645\u0646\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u062e\u0632\u064a\u0646 \u0628\u0639\u0636 \u0646\u0642\u0627\u0637 \u0627\u0631\u062a\u0643\u0627\u0632 DN \u0627\u0644\u0646\u0627\u062c\u062d\u0629 (\u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0646\u0642\u0627\u0637 \u0627\u0644\u0627\u0631\u062a\u0643\u0627\u0632 \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u0629 \u063a\u064a\u0631 DN)\u060c \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0641\u064a \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/p>\n

\"\"<\/p>\n

\u0645\u0646\u0627\u0642\u0634\u0629<\/h2>\n

\u064a\u0628\u062f\u0648 \u0623\u0646 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 (Denoising (DN)) \u062a\u062d\u0633\u0646 \u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0647\u0627\u0626\u064a \u0644\u0643\u0648\u0627\u0634\u0641 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a (vision transformer detectors). \u0648\u0644\u0643\u0646\u060c \u0639\u0646\u062f \u0641\u062d\u0635 \u062a\u0637\u0648\u0631 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u0639\u0644\u0627\u0647\u060c \u062a\u062b\u0627\u0631 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n

    \n
  1. \u062a\u0639\u0645\u0644 \u062a\u0642\u0646\u064a\u0629 DN \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u062b\u0628\u062a\u0627\u062a (anchors) \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0639\u0644\u0645. \u0648\u0644\u0643\u0646 \u0647\u0644 \u0627\u0644\u0645\u062b\u0628\u062a\u0627\u062a \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0645\u0647\u0645\u0629 \u062d\u0642\u064b\u0627\u061f \u0648\u0647\u0644 \u0633\u062a\u062d\u0633\u0646 DN \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u062b\u0628\u062a\u0627\u062a \u063a\u064a\u0631 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0639\u0644\u0645\u061f<\/li>\n
  2. \u062a\u062a\u0645\u062b\u0644 \u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0640 DN \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0641\u064a \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0625\u0644\u0649 \u0639\u0645\u0644\u064a\u0629 \u062a\u062f\u0631\u062c \u0627\u0644\u0646\u0632\u0648\u0644 (gradient descent) \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629 (bipartite matching). \u0648\u0644\u0643\u0646 \u064a\u0628\u062f\u0648 \u0623\u0646 \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629 \u0645\u0648\u062c\u0648\u062f\u0629 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0644\u0623\u0646 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0641\u064a \u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0647\u0648 \u062a\u062c\u0646\u0628 \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a. \u0644\u0630\u0644\u0643\u060c \u0625\u0630\u0627 \u0642\u0645\u0646\u0627 \u0628\u062a\u0642\u064a\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u064a\u062f\u0648\u064a\u064b\u0627 \u0644\u0645\u0648\u0627\u0642\u0639 \u0635\u0648\u0631 \u0645\u0639\u064a\u0646\u0629\u060c \u0648\u062a\u062e\u0644\u064a\u0646\u0627 \u0639\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629 (\u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627 \u0646\u0633\u062e\u0629 \u0645\u0628\u0633\u0637\u0629 \u0645\u0646 \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0639\u0644\u0649 \u0643\u0644 \u0631\u0642\u0639\u0629 \u0635\u0648\u0631\u0629 \u0639\u0644\u0649 \u062d\u062f\u0629) – \u0641\u0647\u0644 \u0633\u062a\u0638\u0644 DN \u062a\u062d\u0633\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u061f<\/li>\n<\/ol>\n

    \u0644\u0645 \u0623\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0623\u0639\u0645\u0627\u0644 \u0642\u062f\u0645\u062a \u0625\u062c\u0627\u0628\u0627\u062a \u0648\u0627\u0636\u062d\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0626\u0644\u0629. \u0641\u0631\u0636\u064a\u062a\u064a \u0647\u064a \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u0633\u062a\u062e\u062f\u0645 \u0645\u062b\u0628\u062a\u0627\u062a \u063a\u064a\u0631 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 (\u0634\u0631\u064a\u0637\u0629 \u0623\u0644\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u062b\u0628\u062a\u0627\u062a \u0645\u062a\u0641\u0631\u0642\u0629 \u062c\u062f\u064b\u0627) \u0648\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u0642\u064a\u062f\u0629 \u0645\u0643\u0627\u0646\u064a\u064b\u0627\u060c 1 – \u0644\u0646 \u064a\u062a\u0637\u0644\u0628 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u0637\u0627\u0628\u0642\u0629 \u062b\u0646\u0627\u0626\u064a\u0629\u060c \u0648 2 – \u0644\u0646 \u064a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 DN \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u062d\u064a\u062b \u0623\u0646 \u0627\u0644\u0645\u062b\u0628\u062a\u0627\u062a \u0645\u0639\u0631\u0648\u0641\u0629 \u0628\u0627\u0644\u0641\u0639\u0644 \u0648\u0644\u0627 \u064a\u0648\u062c\u062f \u0631\u0628\u062d \u0641\u064a \u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0645\u0646 \u0645\u062b\u0628\u062a\u0627\u062a \u0632\u0627\u0626\u0644\u0629 \u0623\u062e\u0631\u0649.<\/p>\n

    \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0645\u062b\u0628\u062a\u0627\u062a \u062b\u0627\u0628\u062a\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u0645\u062a\u0641\u0631\u0642\u0629\u060c \u0641\u064a\u0645\u0643\u0646\u0646\u064a \u0623\u0646 \u0623\u0631\u0649 \u0643\u064a\u0641 \u0623\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062b\u0628\u062a\u0627\u062a \u0632\u0627\u0626\u0644\u0629 \u064a\u0633\u0647\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0645\u0646\u0647\u0627\u060c \u0648\u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0648\u0641\u0631 \u0628\u062f\u0627\u064a\u0629 \u062f\u0627\u0641\u0626\u0629 \u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n

    \u062a\u0642\u0627\u0631\u0646 Anchor-DETR (Wand et al.\u060c 2021) \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0645\u0643\u0627\u0646\u064a \u0644\u0644\u0645\u062b\u0628\u062a\u0627\u062a \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0648\u063a\u064a\u0631 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0639\u0644\u0645\u060c \u0648\u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0639\u0646\u064a\u0629\u060c \u0648\u0641\u064a \u0631\u0623\u064a\u064a\u060c \u0641\u0625\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0644\u0627 \u062a\u0636\u064a\u0641 \u0642\u064a\u0645\u0629 \u0643\u0628\u064a\u0631\u0629 \u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0648\u0627\u0644\u062c\u062f\u064a\u0631 \u0628\u0627\u0644\u0630\u0643\u0631 \u0623\u0646\u0647\u0645 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0647\u0646\u063a\u0627\u0631\u064a\u0629 \u0641\u064a \u0643\u0644\u062a\u0627 \u0627\u0644\u0637\u0631\u064a\u0642\u062a\u064a\u0646\u060c \u0644\u0630\u0644\u0643 \u0645\u0646 \u063a\u064a\u0631 \u0627\u0644\u0648\u0627\u0636\u062d \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0628\u0625\u0645\u0643\u0627\u0646\u0647\u0645 \u0627\u0644\u062a\u062e\u0644\u064a \u0639\u0646 \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629 \u0648\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n

    \u0623\u062d\u062f \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0645\u0631\u0627\u0639\u0627\u062a\u0647\u0627 \u0647\u0648 \u0623\u0646\u0647 \u0642\u062f \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u0623\u0633\u0628\u0627\u0628 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0644\u062a\u062c\u0646\u0628 NMS \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u0634\u062c\u0639 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0647\u0646\u063a\u0627\u0631\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n

    \u0623\u064a\u0646 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0630\u0627\u062a \u0623\u0647\u0645\u064a\u0629 \u062d\u0642\u064b\u0627\u061f \u0641\u064a \u0631\u0623\u064a\u064a – \u0641\u064a \u0627\u0644\u062a\u062a\u0628\u0639<\/em><\/strong>. \u0641\u064a \u0627\u0644\u062a\u062a\u0628\u0639\u060c \u064a\u062a\u0645 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u062f\u0641\u0642 \u0641\u064a\u062f\u064a\u0648\u060c \u0648\u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0627\u0643\u062a\u0634\u0627\u0641 \u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0639\u0628\u0631 \u0625\u0637\u0627\u0631\u0627\u062a \u0645\u062a\u062a\u0627\u0644\u064a\u0629\u060c \u0648\u0644\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0647\u0648\u064a\u0629 \u0627\u0644\u0641\u0631\u064a\u062f\u0629 \u0644\u0643\u0644 \u0643\u0627\u0626\u0646 \u062a\u0645 \u0627\u0643\u062a\u0634\u0627\u0641\u0647. \u0644\u0627 \u062a\u0639\u0627\u0644\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (Temporal transformer models)\u060c \u0623\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u064a\u0629 \u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u062d\u062a\u0641\u0638 \u0628\u0628\u0646\u0643 \u064a\u062e\u0632\u0646 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629. \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u062a\u0645 \u062a\u0634\u062c\u064a\u0639 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u062a\u0628\u0639 \u0639\u0644\u0649 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0645\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646 \u0627\u0644\u0633\u0627\u0628\u0642 (\u0623\u0648 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 – \u0627\u0644\u0645\u062b\u0628\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0637 \u0628\u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0633\u0627\u0628\u0642 \u0644\u0644\u0643\u0627\u0626\u0646)\u060c \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0628\u0628\u0633\u0627\u0637\u0629 \u0645\u0646 \u0623\u0642\u0631\u0628 \u0645\u062b\u0628\u062a. \u0648\u0628\u0645\u0627 \u0623\u0646 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0633\u0627\u0628\u0642 \u063a\u064a\u0631 \u0645\u0642\u064a\u062f \u0628\u0628\u0639\u0636 \u0634\u0628\u0643\u0629 \u0627\u0644\u0645\u062b\u0628\u062a\u0627\u062a \u0627\u0644\u062b\u0627\u0628\u062a\u0629\u060c \u0641\u0645\u0646 \u0627\u0644\u0645\u0639\u0642\u0648\u0644 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0641\u0632\u0647\u0627 DN \u0645\u0641\u064a\u062f\u0629. \u0623\u0648\u062f \u0628\u0634\u062f\u0629 \u0623\u0646 \u0623\u0642\u0631\u0623 \u0623\u0639\u0645\u0627\u0644\u064b\u0627 \u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u062a\u0647\u062a\u0645 \u0628\u0647\u0630\u0647 \u0627\u0644\u0642\u0636\u0627\u064a\u0627.<\/p>\n

    \u0647\u0630\u0627 \u0643\u0644 \u0634\u064a\u0621 \u0639\u0646 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0648\u0645\u0633\u0627\u0647\u0645\u062a\u0647\u0627 \u0641\u064a \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629! \u0625\u0630\u0627 \u0623\u0639\u062c\u0628\u0643 \u0645\u0642\u0627\u0644\u064a\u060c \u0641\u0623\u0646\u062a \u0645\u062f\u0639\u0648 \u0644\u0632\u064a\u0627\u0631\u0629 \u0628\u0639\u0636 \u0645\u0642\u0627\u0644\u0627\u062a\u064a \u0627\u0644\u0623\u062e\u0631\u0649 \u062d\u0648\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648 \u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628<\/a>!<\/p>\n

     <\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"

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