From 135b19f633e5a794c5109ac0a5808775260200b9 Mon Sep 17 00:00:00 2001 From: Ravi Kumar Neti Date: Sun, 21 Jan 2024 21:33:08 +0530 Subject: [PATCH] Add Image Super Resolution for Android Signed-off-by: Ravi Kumar Neti --- .../android/01-ImageSuperResolution/README.md | 133 +++ .../01-ImageSuperResolution/build.gradle | 26 + .../VisionSolution2-ImageSuperResolution.gif | Bin 0 -> 3005793 bytes .../VisionSolution2-ImageSuperResolution.mp4 | Bin 0 -> 11678104 bytes .../01-ImageSuperResolution/gradle.properties | 19 + .../gradle/wrapper/gradle-wrapper.properties | 6 + .../android/01-ImageSuperResolution/gradlew | 185 ++++ .../01-ImageSuperResolution/gradlew.bat | 89 ++ .../resolveDependencies.sh | 36 + .../01-ImageSuperResolution/sdk/ReadMe.txt | 2 + .../01-ImageSuperResolution/settings.gradle | 3 + .../superresolution/.gitignore | 1 + .../superresolution/build.gradle | 66 ++ .../superresolution/proguard-rules.pro | 21 + .../src/main/AndroidManifest.xml | 30 + 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.../src/main/cpp/inc/zdl/DlSystem/String.hpp | 70 ++ .../main/cpp/inc/zdl/DlSystem/StringList.h | 154 +++ .../main/cpp/inc/zdl/DlSystem/StringList.hpp | 73 ++ .../src/main/cpp/inc/zdl/DlSystem/TensorMap.h | 154 +++ .../main/cpp/inc/zdl/DlSystem/TensorMap.hpp | 81 ++ .../main/cpp/inc/zdl/DlSystem/TensorShape.h | 174 ++++ .../main/cpp/inc/zdl/DlSystem/TensorShape.hpp | 104 ++ .../cpp/inc/zdl/DlSystem/TensorShapeMap.h | 163 ++++ .../cpp/inc/zdl/DlSystem/TensorShapeMap.hpp | 77 ++ .../main/cpp/inc/zdl/DlSystem/UserBufferMap.h | 151 +++ .../cpp/inc/zdl/DlSystem/UserBufferMap.hpp | 80 ++ .../main/cpp/inc/zdl/DlSystem/UserMemoryMap.h | 156 +++ .../cpp/inc/zdl/DlSystem/UserMemoryMap.hpp | 76 ++ .../zdl/PlatformValidator/PlatformValidator.h | 107 +++ .../PlatformValidator/PlatformValidator.hpp | 57 ++ .../cpp/inc/zdl/SNPE/ApplicationBufferMap.h | 85 ++ .../cpp/inc/zdl/SNPE/ApplicationBufferMap.hpp | 90 ++ .../src/main/cpp/inc/zdl/SNPE/PSNPE.h | 898 ++++++++++++++++++ .../src/main/cpp/inc/zdl/SNPE/PSNPE.hpp | 537 +++++++++++ .../main/cpp/inc/zdl/SNPE/RuntimeConfigList.h | 118 +++ .../cpp/inc/zdl/SNPE/RuntimeConfigList.hpp | 153 +++ .../src/main/cpp/inc/zdl/SNPE/SNPE.h | 336 +++++++ .../src/main/cpp/inc/zdl/SNPE/SNPE.hpp | 125 +++ .../src/main/cpp/inc/zdl/SNPE/SNPEBuilder.h | 334 +++++++ .../src/main/cpp/inc/zdl/SNPE/SNPEBuilder.hpp | 136 +++ .../src/main/cpp/inc/zdl/SNPE/SNPEFactory.hpp | 88 ++ .../src/main/cpp/inc/zdl/SNPE/SNPEUtil.h | 354 +++++++ .../main/cpp/inc/zdl/SNPE/UserBufferList.h | 77 ++ .../main/cpp/inc/zdl/SNPE/UserBufferList.hpp | 76 ++ .../src/main/cpp/inc/zdl/SnpeUdo/UdoBase.h | 546 +++++++++++ .../src/main/cpp/inc/zdl/SnpeUdo/UdoReg.h | 117 +++ .../src/main/cpp/inc/zdl/SnpeUdo/UdoShared.h | 57 ++ .../src/main/cpp/inc/zdl/Wrapper.hpp | 449 +++++++++ .../src/main/cpp/inference.cpp | 193 ++++ .../src/main/cpp/inference_helper.cpp | 290 ++++++ .../src/main/ic_launcher-playstore.png | Bin 0 -> 49642 bytes 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ai-solutions/android/01-ImageSuperResolution/superresolution/src/main/res/values/themes.xml diff --git a/ai-solutions/android/01-ImageSuperResolution/README.md b/ai-solutions/android/01-ImageSuperResolution/README.md new file mode 100644 index 00000000..bfa626cf --- /dev/null +++ b/ai-solutions/android/01-ImageSuperResolution/README.md @@ -0,0 +1,133 @@ +# Table of Contents +- [Table of Contents](#table-of-contents) +- [Introduction](#introduction) + + [About "Image Super Resolution"](#about--image-super-resolution-) + + [Pre-Requisites](#pre-requisites) +- [Model Selection and DLC conversion](#model-selection-and-dlc-conversion) + + [Model Overview](#model-overview) + + [Steps to convert model to DLC](#steps-to-convert-model-to-dlc) +- [Source Overview](#source-overview) + + [Source Organization](#source-organization) + + [Code Implementation](#code-implementation) +- [Build APK file with Android Studio](#build-apk-file-with-android-studio) +- [Results](#results) +# Introduction + +### About "Image Super Resolution" + +- Current project is an sample Android application for AI-based Image Super Resolution using [Qualcomm® Neural Processing SDK for AI](https://developer.qualcomm.com/sites/default/files/docs/snpe/index.html) framework. +- We have used 5 Models in this Solution +- This sample enhances input image resolution by 4x along width, and height. If input resolution is wxh, output resolution will be 4*w x 4*h +- DLC models take only fixed input size. +- If users intend to use a different model in this demo framework, **image pre/post processing will be needed**. +- Current pre/post processing is specific to the models used. + +### Pre-Requisites + +- Qualcomm® Neural Processing SDK for AI setup should be completed by following the guide here : https://developer.qualcomm.com/sites/default/files/docs/snpe/setup.html +- Android Studio to import sample project +- Android NDK to build native code +- Install opencv using ```pip install opencv-python``` + +# Model Selection and DLC conversion + +### Model Overview + +Please refer to Models repository for model overview + Add public link + +### Steps to convert model to DLC +Please refer to Models repository for model overview + Add public link + +# Source Overview + +### Source Organization + +- demo: Contains demo video, GIF +- superresolution: Contains source files in standard Android app format. +- app\src\main\assets : Contains Model binary DLC +- superresolution\src\main\java\com\qcom\imagesuperres : Application java source code +- superresolution\src\main\cpp : Application C++(native) source code +- sdk : Contains openCV sdk (Will be generated using _ResolveDependencies.sh_ ) + +### Code Implementation + +- Model Initialization + + `public boolean loadingMODELS(char runtime_var, String dlc_name)` + - runtime_var: Possible options are D, G, C. + - dlc_name: Name of the DLC. + +- Running Model + + - Following is the Java Function, that handles model execution. This function iternally calls sub functions to handle pre-processing and post-processing + + `inferSNPE(inputMat.getNativeObjAddr(), outputMat.getNativeObjAddr())` + - inputMat is opencv Matrix that contains input image. + - outputMat is the destination for the output image + + - C++ function that handles preprocessing for the input image. + + `preprocess(std::vector &dest_buffer, cv::Mat &img, std::vector dims) ` + + - C++ function that handles postprocessing after we receive input from model + + `postprocess(cv::Mat &outputimg)` + + - SNPE API function that runs the network and give result + + `snpe->execute(inputMap, outputMap);` + + +# Build APK file with Android Studio + +1. Clone this repo. +2. Generate DLC using the steps mentioned. +3. Run below script, from the directory where it is present, to resolve dependencies of this project. + + `bash resolveDependencies.sh` + + * This script will download opencv and paste to sdk directory, to enable OpenCv for android Java. + * This script will copy snpe-release.aar file from $SNPE_ROOT to "snpe-release" directory in Android project. + + **NOTE - If you are using SNPE version 2.11 or greater, please change following line in resolveDependencies.sh.** + ``` + From: cp $SNPE_ROOT/android/snpe-release.aar snpe-release + To : cp $SNPE_ROOT/lib/android/snpe-release.aar snpe-release + ``` + +4. Import folder VisionSolution2-ImageSuperResolution as a project in Android Studio +5. Do gradle sync +6. Compile the project. +7. Output APK file should get generated : superresolution-debug.apk +8. Prepare the Qualcomm Innovators development kit(QIDK) to install the application (Do not run APK on emulator) +9. Install and test application : superresolution-debug.apk + +```java +adb install -r -t superresolution-debug.apk +``` + +10. launch the application + +Following is the basic "Image Super Resolution" Android App + +1. Select one of the models +2. Select one of the given images from the drop-down list +3. Select the run-time to run the model (CPU, GPU or DSP) +4. Observe the result of model on screen +5. Also note the performance indicator for the particular run-time in mSec + +Same results for the application are shown below + +# Results + +- Demo video, and performance details as seen below: + +![Demo video.](demo/VisionSolution2-ImageSuperResolution.gif) + + + + + +###### *Qualcomm Neural Processing SDK and Snapdragon are products of Qualcomm Technologies, Inc. and/or its subsidiaries. AIMET Model Zoo is a product of Qualcomm Innovation Center, Inc.* diff --git a/ai-solutions/android/01-ImageSuperResolution/build.gradle b/ai-solutions/android/01-ImageSuperResolution/build.gradle new file mode 100644 index 00000000..292efdaf --- /dev/null +++ b/ai-solutions/android/01-ImageSuperResolution/build.gradle @@ -0,0 +1,26 @@ +// Top-level build file where you can add configuration options common to all sub-projects/modules. +buildscript { + ext.kotlin_version = '1.6.10' + repositories { + google() + jcenter() + } + dependencies { + classpath 'com.android.tools.build:gradle:7.2.1' + classpath "org.jetbrains.kotlin:kotlin-gradle-plugin:$kotlin_version" + // NOTE: Do not place your application dependencies here; they belong + // in the individual module build.gradle files + } +} + +allprojects { + repositories { + google() + jcenter() + } + +} + +task clean(type: Delete) { + delete rootProject.buildDir +} \ No newline at end of file diff --git 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