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faceboxes's Introduction

Faceboxes

faceBoxes: a cpu real-time face detector with hight accuracy
使用pytorch粗略的实现Faceboxes。

usage

visdom
pytorch 0.2
torchvision

这里是训练和测试代码,Fddb的评测曲线是按照Fddb官网的说明操作的,没有在这个里面。代码写得比较乱,不过主要能保证数据集读取正确就可以正常训练了。 数据集的描述文件是:

data/all/image01468.jpg 1 119 185 139 139 1
data/all/image01449.jpg 2 9 39 74 74 1 409 93 77 77 1

也就是这种格式:

path/image_name.jpg num x y w h 1 x y w h 1 这样就是说一张图片中有num个人脸

Result

face1 face2

Loss

在widerFace数据集上训练的训练集loss。
facebox300epoch

Fddb

和原论文的结果有些差距,主要问题应该是出现在数据增强部分。

fddb

tips:在FDDB数据集上没有发现FaceBoxes作者的数据,这里的另一条曲线DDFD(Multi-view Face Detection Using Deep Convolutional Neural Networks)只是拿来做个参考

faceboxes's People

Contributors

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Watchers

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