An Android project containing image recognition and object detection models.

Related tags

Images Processing pytorch_android_kotlin
Overview

pytorch_android_kotlin

An Android project containing image recognition and object detection models.

Users can input images into the deep learning model by taking photos, opening photo albums, and real-time previews on the Android side. After the calculation on the Android side is completed, the model will output the prediction result and show it to the user.

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ToDo

  • UI Language
    • Chinese
    • English
  • Semantic segmentation
  • Faster computing speed
  • Mobile gpu support

Released

Demo released Download

Getting Started

Software

Android Studio

Pytorch 1.9

Dependency

Add the dependency --- build.gradle(Module)

// CameraX
implementation "androidx.camera:camera-camera2:1.0.0"
implementation "androidx.camera:camera-lifecycle:1.0.0"
implementation "androidx.camera:camera-view:1.0.0-alpha24"

// pytorch_android
implementation 'org.pytorch:pytorch_android_lite:1.9.0'
implementation 'org.pytorch:pytorch_android_torchvision:1.9.0'

// https://github.com/leinardi/FloatingActionButtonSpeedDial
implementation "com.leinardi.android:speed-dial:3.2.0"

// https://github.com/guolindev/PermissionX
implementation 'com.permissionx.guolindev:permissionx:1.4.0'

Enable ViewBinding --- build.gradle(Module)

android {
    ...
    buildFeatures {
        viewBinding true
    }
}

Using androidx libraries --- gradle.properties

android.useAndroidX=true
android.enableJetifier=true

Build and enjoy it

Demo

Image recognition

Test image

Take photo

From album

Real time

Object detection

Test image

Take photo

From album

Real timeļ¼ˆFrame rate is low, improvingļ¼‰

License

This project is licensed under the Apache-2.0 License

Reference project

Part of the code comes from the Pytorch android-demo-app

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