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# HRNet面部特征点检测
- URL: https://yinguobing.com/blog/facial-landmark-detection-hrnet/
- Published: 2020-10-14T02:43:04.000Z
- Updated: 2024-04-02T08:06:59.000Z
- Description: 基于Heatmap的人脸特征点检测
- Author: 尹国冰
- Tags: 深度学习, 图像处理, TensorFlow

基于TensorFlow 2的HRNet人脸特征点检测。

眼见为实，这里有一段视频DEMO：

[HRNet人脸特征点检测\_哔哩哔哩 (゜-゜)つロ 干杯\~-bilibiliHRNet%E4%BA%BA%E8%84%B8%E7%89%B9%E5%BE%81%E7%82%B9%E6%A3%80%E6%B5%8B%E7%9A%84TensorFlow%E5%AE%9E%E7%8E%B0%E3%80%82%E6%BA%90%E7%A0%81%E5%BC%80%E6%94%BE%EF%BC%8C%E5%8F%AF%E4%BB%A5%E8%87%AA%E8%A1%8C%E6%94%B9%E8%BF%9B%E6%A8%A1%E5%9E%8B%E3%80%82%0A%E6%BA%90%E7%A0%81%EF%BC%9Ahttps://github.com/yinguobing/facial-landmark-detection-hrnet%0ABGM%EF%BC%9ARauf%20&%20Faik%20%D1%8D%D1%82%D0%BE%20%D0%BB%D0%B8%20%D1%81%D1%87%D0%B0%D1%81%D1%82%D1%8C%D0%B5?![](http://i1.hdslb.com/bfs/archive/82b68b5820e7c1fd03129e6e60ed0ca0fc373e8c.jpg@57w_57h_1c.png)真诚友善硬核的流浪AI![](http://i1.hdslb.com/bfs/archive/82b68b5820e7c1fd03129e6e60ed0ca0fc373e8c.jpg)](https://www.bilibili.com/video/BV1Vy4y1C79p/?ref=yinguobing.com)

### 亮点

- 基于TensorFlow 2的Keras API
- 支持多种数据集：WFLW, IBUG等
- 先进的网络架构：HRNet v2
- 数据增强：随机缩放、翻转、旋转
- 模型优化：量化、剪枝‌‌‌‌

受限于硬件条件，Demo使用的模型是在batch\_size=16, epochs=60的情况下得到的。如果你的硬件条件好，可以尝试训练一个更好的版本。

### 源代码

[yinguobing/facial-landmark-detection-hrnetA TensorFlow implementation of HRNet for facial landmark detection. - yinguobing/facial-landmark-detection-hrnet![](https://github.githubassets.com/favicons/favicon.svg)GitHubyinguobing![](https://repository-images.githubusercontent.com/290161309/91e50080-0e0d-11eb-8bf9-534000b5b1d0)](https://github.com/yinguobing/facial-landmark-detection-hrnet?ref=yinguobing.com)

欢迎star/fork/issue\~