【Mimic】《Mimicking Very Efficient Network for Object Detection》

CVPR论文解读:非常高效的物体检测Mimic方法

二次学习(周志华教授)、knowledge distilling(Geoffrey Hinton)


【Mimic】《Mimicking Very Efficient Network for Object Detection》

【Mimic】《Mimicking Very Efficient Network for Object Detection》

【Mimic】《Mimicking Very Efficient Network for Object Detection》

【Mimic】《Mimicking Very Efficient Network for Object Detection》

【Mimic】《Mimicking Very Efficient Network for Object Detection》
【Mimic】《Mimicking Very Efficient Network for Object Detection》

【Mimic】《Mimicking Very Efficient Network for Object Detection》

【Mimic】《Mimicking Very Efficient Network for Object Detection》

【Mimic】《Mimicking Very Efficient Network for Object Detection》
【Mimic】《Mimicking Very Efficient Network for Object Detection》

【Mimic】《Mimicking Very Efficient Network for Object Detection》

【Mimic】《Mimicking Very Efficient Network for Object Detection》

【Mimic】《Mimicking Very Efficient Network for Object Detection》

实验比较多,但是抓住重点

  • 比用imagenet 预训练的效果好
  • 和baseline(big network)性能相仿,但是模型大大压缩
  • 注意 1/2 其实参数量减少了 1/4,因为卷积是在两层之间
  • 学backbone最后一层 feature map 结果比较好
  • 可以偷师,就是 big network 和 small network 的 backbone 不同
  • 最多减少了 1/8

【Mimic】《Mimicking Very Efficient Network for Object Detection》