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ncnn-android-yolov8n-smile-detector

基于yolov8n定制的笑脸检测模型,能检测两类脸部表情(笑脸与非笑脸。)支持动态输入尺寸。 320x320输入尺寸下,在50cm以内有较理想的检测和分类精度。 可通过适当提高输入尺寸,提升分类精度。

The yolov8 object detection

This is a sample ncnn android project, it depends on ncnn library and opencv

https://github.com/Tencent/ncnn

https://github.com/nihui/opencv-mobile

how to build and run

step1

https://github.com/Tencent/ncnn/releases

  • Download ncnn-YYYYMMDD-android-vulkan.zip or build ncnn for android yourself
  • Extract ncnn-YYYYMMDD-android-vulkan.zip into app/src/main/jni and change the ncnn_DIR path to yours in app/src/main/jni/CMakeLists.txt

step2

https://github.com/nihui/opencv-mobile

  • Download opencv-mobile-XYZ-android.zip
  • Extract opencv-mobile-XYZ-android.zip into app/src/main/jni and change the OpenCV_DIR path to yours in app/src/main/jni/CMakeLists.txt

step3

  • Open this project with Android Studio, build it and enjoy!

some notes

  • Android ndk camera is used for best efficiency
  • Crash may happen on very old devices for lacking HAL3 camera interface
  • All models are manually modified to accept dynamic input shape
  • Most small models run slower on GPU than on CPU, this is common
  • FPS may be lower in dark environment because of longer camera exposure time

Reference:

https://github.com/nihui/ncnn-android-nanodet
https://github.com/Tencent/ncnn

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基于yolov8n(v8.2.11)笑脸检测模型的ncnn安卓部署demo

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