jjdblast / faceboxes

使用pytorch实现了FaceBoxes: A CPU Real-time Face Detector with High Accuracy

Faceboxes

faceBoxes: a cpu real-time face detector with hight accuracy

Faceboxes is a SSD style object detector, it is designed for fast face detect, has a lightweight yet powerful network structure.

update

1. Better network, our convolution module should be con_bn_relu like, not just conv.

2. Double batch size, it used ~7G memory during train

3. Add use_gpu Flag in predict, add detect_gpu function

Performance is better than before!

Efficiency is not good as official, 60FPS on 1080ti, much slower on CPU, it maybe slow in decoder.

usage

visdom
pytorch 0.2
torchvision

our data annotation

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

format：

path/image_name.jpg num_face x y w h 1 x y w h 1

Result

Fddb

和原论文的结果有些差距，主要问题可能是出现在数据增强部分。

tips：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