CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network

TasselNet: Counting maize tassels in the wild via local counts regression network
https://link.springer.com/article/10.1186/s13007-017-0224-0

本文使用CNN网络来数玉米穗，类似于人群密度估计的思路。

利用图像估计玉米穗的密度，难度还是比较大的
CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network

这里的思路首先局部图像块的估计，然后再拼成整个图像，最后积分得到总的估计数
CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network

数据采集设备及地点
CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network

数据库
CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network

数据标记
CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network

密度及回归
CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network

三个网络结构
CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network

结果
CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network

CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network

参数影响
CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network

CNN数玉米穗--TasselNet: Counting maize tassels in the wild via local counts regression network