Matrix Nets: A New Deep Architecture for Object Detection

  • AP
    在MS COCO上实现了47.8的mAP

  • AP比较
    AI实战:一种新的深度目标检测架构 Matrix Nets

  • Matrix Networks

    AI实战:一种新的深度目标检测架构 Matrix Nets

    (a) Shows the original FPN architecture
    (b) Shows the MatrixNet architecture, where the 5 FPN layers are viewed as the diagonal layers in the matrix. We fill in the rest of the matrix by downsampling these layers.

  • KP-xNet architecture

    AI实战:一种新的深度目标检测架构 Matrix Nets

  • 实验结果
    Empirical results on MSCOCO for our method as compared to best results reported in other works.

    AI实战:一种新的深度目标检测架构 Matrix Nets

  • 其他详细细节可以参考原论文

  • 论文链接:Matrix Nets: A New Deep Architecture for Object Detection

  • 开源代码

    pytorch版 MatrixNets 实现: https://github.com/arashwan/matrixnet (包含了 train、 test 代码)