Object Detection
================

YOLOv7
~~~~~~


.. list-table::
   :header-rows: 1

   * - Model
     - State
     - Test Size
     - :math:`AP^{val}`
     - :math:`AP_{50}^{val}`
     - :math:`AP_{75}^{val}`
     - Param.
     - FLOPs
   * - `YOLOv7 <https://github.com/WongKinYiu/YOLO/releases/download/v1.0-alpha/v7.pt>`_
     - 🔧
     - 640
     - **51.4%**
     - **69.7%**
     - **55.9%**
     -
     -
   * - `YOLOv7-X <URL>`_
     - 🔧
     - 640
     - **53.1%**
     - **71.2%**
     - **57.8%**
     -
     -
   * - `YOLOv7-W6 <URL>`_
     - 🔧
     - 1280
     - **54.9%**
     - **72.6%**
     - **60.1%**
     -
     -
   * - `YOLOv7-E6 <URL>`_
     - 🔧
     - 1280
     - **56.0%**
     - **73.5%**
     - **61.2%**
     -
     -
   * - `YOLOv7-D6 <URL>`_
     - 🔧
     - 1280
     - **56.6%**
     - **74.0%**
     - **61.8%**
     -
     -
   * - `YOLOv7-E6E <URL>`_
     - 🔧
     - 1280
     - **56.8%**
     - **74.4%**
     - **62.1%**
     -
     -

YOLOv9
~~~~~~

.. list-table::
   :header-rows: 1

   * - Model
     - State
     - Test Size
     - :math:`AP^{val}`
     - :math:`AP_{50}^{val}`
     - :math:`AP_{75}^{val}`
     - Param.
     - FLOPs
   * - `YOLOv9-T <https://github.com/WongKinYiu/YOLO/releases/download/v1.0-alpha/v9-t.pt>`_
     - 🔧
     - 640
     -
     -
     -
     -
     -
   * - `YOLOv9-S <https://github.com/WongKinYiu/YOLO/releases/download/v1.0-alpha/v9-s.pt>`_
     - ✅
     - 640
     - **46.8%**
     - **63.4%**
     - **50.7%**
     - **7.1M**
     - **26.4G**
   * - `YOLOv9-M <https://github.com/WongKinYiu/YOLO/releases/download/v1.0-alpha/v9-m.pt>`_
     - ✅
     - 640
     - **51.4%**
     - **68.1%**
     - **56.1%**
     - **20.0M**
     - **76.3G**
   * - `YOLOv9-C <https://github.com/WongKinYiu/YOLO/releases/download/v1.0-alpha/v9-c.pt>`_
     - ✅
     - 640
     - **53.0%**
     - **70.2%**
     - **57.8%**
     - **25.3M**
     - **102.1G**
   * - `YOLOv9-E <https://github.com/WongKinYiu/YOLO/releases/download/v1.0-alpha/v9-e.pt>`_
     - 🔧
     - 640
     - **55.6%**
     - **72.8%**
     - **60.6%**
     - **57.3M**
     - **189.0G**




.. mermaid::

    graph LR
    subgraph BackBone
    B1-->B2;
    B2-->B3;
    B3-->B4;
    B4-->B5;
    end

    subgraph FPN
    B3-->N3;
    B4-->N4;
    B5-->N5;
    N5-->N4;
    N4-->N3;
    end

    subgraph PAN
    P3-->P4;
    P4-->P5;
    N3-->P3;
    N4-->P4;
    N5-->P5;
    end

    P3-->Main_Head;
    P4-->Main_Head;
    P5-->Main_Head;

    subgraph Aux
    B3-->R3;
    B4-->R4;
    B5-->R5;
    R3-->A3;
    R4-->A3;
    R4-->A4;
    R5-->A3;
    R5-->A4;
    R5-->A5;
    end
    A3-->Auxiliary_Head;
    A4-->Auxiliary_Head;
    A5-->Auxiliary_Head;