iwatake2222 / play_with_mnn

Sample projects to use MNN. PoseNet, SemanticSegmentation, etc.

Play with MNN

• Sample projects to use MNN in C++ for multi-platform
• Typical project structure is like the following diagram
  • 

Target environment

• Platform
  • Linux (x64)
  • Linux (armv7)
  • Linux (aarch64)
  • Android (aarch64)
  • Windows (x64). Visual Studio 2019
• Option
  • with Vulkan
  • without Vulkan

Usage

./main [input]

 - input = blank
    - use the default image file set in source code (main.cpp)
    - e.g. ./main
 - input = *.mp4, *.avi, *.webm
    - use video file
    - e.g. ./main test.mp4
 - input = *.jpg, *.png, *.bmp
    - use image file
    - e.g. ./main test.jpg
 - input = number (e.g. 0, 1, 2, ...)
    - use camera
    - e.g. ./main 0

How to build a project

0. Requirements

• OpenCV 4.x
• Vulkan SDK (optional)

1. Download

• Download source code and pre-built libraries

  git clone https://github.com/iwatake2222/play_with_mnn.git
  cd play_with_mnn
  git submodule update --init
  sh InferenceHelper/third_party/download_prebuilt_libraries.sh

• Download models

  sh ./download_resource.sh

• If you want to change pre-built library to be used, modify the following file
  • InferenceHelper/third_party/cmakes/mnn.cmake

2-a. Build in Linux

cd pj_mnn_cls_mobilenet_v2   # for example
mkdir -p build && cd build
cmake ..
make
./main

2-b. Build in Windows (Visual Studio)

• Configure and Generate a new project using cmake-gui for Visual Studio 2019 64-bit
  • Where is the source code : path-to-play_with_mnn/pj_mnn_cls_mobilenet_v2 (for example)
  • Where to build the binaries : path-to-build (any)
• Open main.sln
• Set main project as a startup project, then build and run!

2-c. Build in Android Studio

• Please refer to
  • https://github.com/iwatake2222/InferenceHelper_Sample#2-d-build-in-android-studio
• Copy resource directory to /storage/emulated/0/Android/data/com.iwatake.viewandroidmnn/files/Documents/resource
  • the directory will be created after running the app (so the first run should fail because model files cannot be read)
• Modify ViewAndroid\app\src\main\cpp\CMakeLists.txt to select a image processor you want to use
  • set(ImageProcessor_DIR "${CMAKE_CURRENT_LIST_DIR}/../../../../../pj_mnn_cls_mobilenet_v2/image_processor")
  • replace pj_mnn_cls_mobilenet_v2 to another

License

• Copyright 2020 iwatake2222
• Licensed under the Apache License, Version 2.0
  • LICENSE

Acknowledgements

• This project utilizes OSS (Open Source Software)
  • NOTICE.md