SSD(Single Shot MultiBox Detector)及基于SSD结构的目标检测网络总结

 

SSD是目标检测的主要框架之一,本博客对基于SSD结构设计的各种目标检测网络做一个总结。

目前主要有以下这些:

  1. original SSD :

    https://github.com/weiliu89/caffe/tree/ssd

    https://arxiv.org/abs/1512.02325

  2. DSSD:

    https://github.com/chengyangfu/caffe/tree/dssd

    https://arxiv.org/abs/1701.06659

  3. RSSD:

    https://arxiv.org/abs/1705.09587

  4. DSOD:

    https://github.com/szq0214/DSOD

    http://openaccess.thecvf.com/content_ICCV_2017/papers/Shen_DSOD_Learning_Deeply_ICCV_2017_paper.pdf

  5. MobileNetSSD:

    https://github.com/chuanqi305/MobileNet-SSD

    https://arxiv.org/abs/1704.04861

  6. ShuffleNetSSD:

    https://arxiv.org/abs/1707.01083

  7. FSSD(SSD+FPN):

    https://github.com/lzx1413/CAFFE_SSD/tree/fssd

    https://arxiv.org/abs/1712.00960v1

  8. MobileNetV2_SSDLite:

    https://github.com/chuanqi305/MobileNetv2-SSDLite

    https://arxiv.org/abs/1801.04381

  9. PeleeSSD:

    https://github.com/Robert-JunWang/Pelee

    https://arxiv.org/pdf/1804.06882.pdf

  10. RefineDet:

    https://github.com/sfzhang15/RefineDet

    https://arxiv.org/abs/1711.06897

 

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