https://github.com/wmpscc/facedetectionwithtensorflow

tiny face detection
https://github.com/wmpscc/facedetectionwithtensorflow

Last synced: 2 months ago
JSON representation

tiny face detection

• Host: GitHub
• URL: https://github.com/wmpscc/facedetectionwithtensorflow
• Owner: wmpscc
• Created: 2019-04-03T07:09:11.000Z (about 6 years ago)
• Default Branch: master
• Last Pushed: 2019-04-03T07:44:08.000Z (about 6 years ago)
• Last Synced: 2025-01-21T00:16:57.923Z (4 months ago)
• Language: Python
• Homepage: https://arxiv.org/abs/1612.04402
• Size: 5.19 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# 人脸检测

## 转换预训练模型

1. 从作者的厂库下载预训练模型[ResNet101-based pretrained model(hr_res101.mat)](https://www.cs.cmu.edu/~peiyunh/tiny/hr_res101.mat)

2. 运行以下代码转为pickle文件

```

python matconvnet_hr101_to_pickle.py 

        --matlab_model_path /path/to/pretrained_model 

        --weight_file_path  /path/to/pickle_file

```

## 预测

```

python tiny_face_eval.py

  --weight_file_path /path/to/pickle_file

  --data_dir /path/to/input_image_directory

  --output_dir /path/to/output_directory

```

## Result

![](https://github.com/wmpscc/FaceDetectionWithTensorFlow/blob/master/test/result/1.jpg?raw=true)

![](https://github.com/wmpscc/FaceDetectionWithTensorFlow/blob/master/test/result/2.jpg?raw=true)

![](https://github.com/wmpscc/FaceDetectionWithTensorFlow/blob/master/test/result/3.jpg?raw=true)

![](https://github.com/wmpscc/FaceDetectionWithTensorFlow/blob/master/test/result/4.jpg?raw=true)

![](https://github.com/wmpscc/FaceDetectionWithTensorFlow/blob/master/test/result/5.jpg?raw=true)

![](https://github.com/wmpscc/FaceDetectionWithTensorFlow/blob/master/test/result/6.jpg?raw=true)

![](https://github.com/wmpscc/FaceDetectionWithTensorFlow/blob/master/test/result/7.jpg?raw=true)

![](https://github.com/wmpscc/FaceDetectionWithTensorFlow/blob/master/test/result/8.jpg?raw=true)

![](https://github.com/wmpscc/FaceDetectionWithTensorFlow/blob/master/test/result/9.jpg?raw=true)

> 本项目修改自[Tiny_Faces_in_Tensorflow](https://github.com/cydonia999/Tiny_Faces_in_Tensorflow)