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      "statement": "# RT-DETR: hybrid multi-scale encoding and IoU-aware query selection\n\nSeparated intra-scale attention from cross-scale fusion in a hybrid encoder and initialized decoder queries using IoU-aware selection, enabling a practical NMS-free detector with adjustable decoder depth.\n\n## Scientific scope\n\nUses the original v1 IoU-aware formulation, not later uncertainty-minimal descriptions. Its end-to-end benchmark still excludes I/O and memory-copy operations and reports a specific NMS kernel convention. No universal first-real-time or all-device speed superiority is independently certified.\n\n## Reading status\n\nThis is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.\n\n## People and systems\n\nWenyu Lv; Shangliang Xu; Yian Zhao; Guanzhong Wang; Jinman Wei; Cheng Cui; Yuning Du; Qingqing Dang; Yi Liu\n\nSource-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.\n\n\n\n## Original sources\n\n- [DETRs Beat YOLOs on Real-time Object Detection](https://arxiv.org/abs/2304.08069v1)\n",
      "summary": "Separated intra-scale attention from cross-scale fusion in a hybrid encoder and initialized decoder queries using IoU-aware selection, enabling a practical NMS-free detector with adjustable decoder depth.",
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