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ncnn-android-yolov4-tiny-custom's Introduction

ncnn-android-yolov4-tiny-custom

Face Mask Detection

Model trained by AlexeyAB/darknet,which implement the YOLOv4-tiny algorithm, Model converted and deployed by Tencent/NCNN.

Introduction

  • APP对人脸是否佩戴口罩进行目标检测；
  • 模型在darknet上训练；
  • 数据集包含12,373 张图片，训练集与测试集比例为8:2；
  • 使用yolov4-tiny，并在yolov4-tiny.conv.29上进行预训练；
  • 通过NCNN完成模型转换与安卓平台部署，可在Android端调用摄像头实时检测，在骁龙865设备上可达20FPS。

Build

  • Using Android Studio to build this project.
  • You need install Android SDK , Android NDK and CMake additional in Android Studio.

Enjoy it!

  • releases （In order to reduce .apk size, apk retain the environment of arm64 only.)

Example(Original Version)

img

Reference：

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