├── .gitignore ├── .gradle ├── 7.0.2 │ ├── dependencies-accessors │ │ ├── dependencies-accessors.lock │ │ └── gc.properties │ ├── executionHistory │ │ ├── executionHistory.bin │ │ └── executionHistory.lock │ ├── fileChanges │ │ └── last-build.bin │ ├── fileHashes │ │ ├── fileHashes.bin │ │ ├── fileHashes.lock │ │ └── resourceHashesCache.bin │ ├── gc.properties │ └── javaCompile │ │ ├── classAnalysis.bin │ │ ├── jarAnalysis.bin │ │ ├── javaCompile.lock │ │ └── taskHistory.bin ├── buildOutputCleanup │ ├── buildOutputCleanup.lock │ ├── cache.properties │ └── outputFiles.bin ├── checksums │ ├── checksums.lock │ └── sha1-checksums.bin └── vcs-1 │ └── gc.properties ├── .idea ├── .gitignore ├── .name ├── compiler.xml ├── gradle.xml ├── libraries │ ├── Gradle__androidx_activity_activity_1_2_4_aar.xml │ ├── Gradle__androidx_annotation_annotation_1_2_0.xml │ ├── Gradle__androidx_annotation_annotation_experimental_1_0_0_aar.xml │ ├── Gradle__androidx_appcompat_appcompat_1_3_1_aar.xml │ ├── Gradle__androidx_appcompat_appcompat_resources_1_3_1_aar.xml │ ├── Gradle__androidx_arch_core_core_common_2_1_0.xml │ ├── Gradle__androidx_arch_core_core_runtime_2_0_0_aar.xml │ ├── Gradle__androidx_arch_core_core_runtime_2_1_0_aar.xml │ ├── Gradle__androidx_cardview_cardview_1_0_0_aar.xml │ ├── Gradle__androidx_collection_collection_1_1_0.xml │ ├── Gradle__androidx_constraintlayout_constraintlayout_2_1_1_aar.xml │ ├── Gradle__androidx_coordinatorlayout_coordinatorlayout_1_1_0_aar.xml │ ├── Gradle__androidx_core_core_1_5_0_aar.xml │ ├── Gradle__androidx_cursoradapter_cursoradapter_1_0_0_aar.xml │ ├── Gradle__androidx_customview_customview_1_0_0_aar.xml │ ├── Gradle__androidx_documentfile_documentfile_1_0_0_aar.xml │ ├── Gradle__androidx_drawerlayout_drawerlayout_1_0_0_aar.xml │ ├── Gradle__androidx_dynamicanimation_dynamicanimation_1_0_0_aar.xml │ ├── Gradle__androidx_fragment_fragment_1_3_6_aar.xml │ ├── Gradle__androidx_interpolator_interpolator_1_0_0_aar.xml │ ├── Gradle__androidx_legacy_legacy_support_core_utils_1_0_0_aar.xml │ ├── Gradle__androidx_lifecycle_lifecycle_common_2_3_1.xml │ ├── Gradle__androidx_lifecycle_lifecycle_livedata_2_0_0_aar.xml │ ├── Gradle__androidx_lifecycle_lifecycle_livedata_core_2_3_1_aar.xml │ ├── Gradle__androidx_lifecycle_lifecycle_runtime_2_3_1_aar.xml │ ├── Gradle__androidx_lifecycle_lifecycle_viewmodel_2_3_1_aar.xml │ ├── Gradle__androidx_lifecycle_lifecycle_viewmodel_savedstate_2_3_1_aar.xml │ ├── Gradle__androidx_loader_loader_1_0_0_aar.xml │ ├── Gradle__androidx_localbroadcastmanager_localbroadcastmanager_1_0_0_aar.xml │ ├── Gradle__androidx_print_print_1_0_0_aar.xml │ ├── Gradle__androidx_recyclerview_recyclerview_1_1_0_aar.xml │ ├── Gradle__androidx_savedstate_savedstate_1_1_0_aar.xml │ ├── Gradle__androidx_test_core_1_4_0_aar.xml │ ├── Gradle__androidx_test_espresso_espresso_core_3_4_0_aar.xml │ ├── Gradle__androidx_test_espresso_espresso_idling_resource_3_4_0_aar.xml │ ├── Gradle__androidx_test_ext_junit_1_1_3_aar.xml │ ├── Gradle__androidx_test_monitor_1_4_0_aar.xml │ ├── Gradle__androidx_test_runner_1_4_0_aar.xml │ ├── Gradle__androidx_test_services_storage_1_4_0_aar.xml │ ├── Gradle__androidx_transition_transition_1_2_0_aar.xml │ ├── Gradle__androidx_vectordrawable_vectordrawable_1_1_0_aar.xml │ ├── Gradle__androidx_vectordrawable_vectordrawable_animated_1_1_0_aar.xml │ ├── Gradle__androidx_versionedparcelable_versionedparcelable_1_1_1_aar.xml │ ├── Gradle__androidx_viewpager2_viewpager2_1_0_0_aar.xml │ ├── Gradle__androidx_viewpager_viewpager_1_0_0_aar.xml │ ├── Gradle__com_google_android_material_material_1_4_0_aar.xml │ ├── Gradle__com_google_code_findbugs_jsr305_2_0_1.xml │ ├── Gradle__com_google_flatbuffers_flatbuffers_java_1_12_0.xml │ ├── Gradle__com_squareup_javawriter_2_1_1.xml │ ├── Gradle__javax_inject_javax_inject_1.xml │ ├── Gradle__junit_junit_4_12.xml │ ├── Gradle__junit_junit_4_13_2.xml │ ├── Gradle__org_checkerframework_checker_qual_2_5_8.xml │ ├── Gradle__org_hamcrest_hamcrest_core_1_3.xml │ ├── Gradle__org_hamcrest_hamcrest_integration_1_3.xml │ ├── Gradle__org_hamcrest_hamcrest_library_1_3.xml │ ├── Gradle__org_tensorflow_tensorflow_lite_2_4_0_aar.xml │ ├── Gradle__org_tensorflow_tensorflow_lite_metadata_0_1_0.xml │ └── Gradle__org_tensorflow_tensorflow_lite_support_0_1_0_aar.xml ├── misc.xml ├── modules.xml └── modules │ ├── ML_with_TensorFlowLite.iml │ └── app │ └── ML_with_TensorFlowLite.app.iml ├── LICENSE ├── README.md ├── app ├── .gitignore ├── build.gradle ├── proguard-rules.pro └── src │ ├── androidTest │ └── java │ │ └── app │ │ └── ij │ │ └── mlwithtensorflowlite │ │ └── ExampleInstrumentedTest.java │ ├── main │ ├── AndroidManifest.xml │ ├── java │ │ └── app │ │ │ └── ij │ │ │ └── mlwithtensorflowlite │ │ │ └── MainActivity.java │ ├── ml │ │ └── model.tflite │ └── res │ │ ├── drawable-v24 │ │ └── ic_launcher_foreground.xml │ │ ├── drawable │ │ └── ic_launcher_background.xml │ │ ├── layout │ │ └── activity_main.xml │ │ ├── mipmap-anydpi-v26 │ │ ├── ic_launcher.xml │ │ └── ic_launcher_round.xml │ │ ├── mipmap-hdpi │ │ ├── ic_launcher.webp │ │ └── ic_launcher_round.webp │ │ ├── mipmap-mdpi │ │ ├── ic_launcher.webp │ │ └── ic_launcher_round.webp │ │ ├── mipmap-xhdpi │ │ ├── ic_launcher.webp │ │ └── ic_launcher_round.webp │ │ ├── mipmap-xxhdpi │ │ ├── ic_launcher.webp │ │ └── ic_launcher_round.webp │ │ ├── mipmap-xxxhdpi │ │ ├── ic_launcher.webp │ │ └── ic_launcher_round.webp │ │ ├── values-night │ │ └── themes.xml │ │ └── values │ │ ├── colors.xml │ │ ├── strings.xml │ │ └── themes.xml │ └── test │ └── java │ └── app │ └── ij │ └── mlwithtensorflowlite │ └── ExampleUnitTest.java ├── build.gradle ├── demo.gif ├── gradle.properties ├── gradle └── wrapper │ ├── gradle-wrapper.jar │ └── gradle-wrapper.properties ├── gradlew ├── gradlew.bat ├── local.properties ├── settings.gradle └── thumbnail.png /.gitignore: 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-------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | -------------------------------------------------------------------------------- /.idea/modules/app/ML_with_TensorFlowLite.app.iml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 10 | 11 | 12 | 13 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | 75 | 76 | 77 | 78 | 79 | 80 | 81 | 82 | 83 | 84 | 85 | 86 | 87 | 88 | 89 | 90 | 91 | 92 | 93 | 94 | 95 | 96 | 97 | 98 | 99 | 100 | 101 | 102 | 103 | 104 | 105 | 106 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2022 IJ Apps 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Image Classification App with Custom TensorFlow Model 2 | Learn how to code your own neural network in Python, then deploy it in an Image Classification App using TensorFlow Lite. 3 | 4 | We'll code a Convolutional Neural Network (CNN) model with TensorFlow, then deploy it as a TensorFlow Lite model in our Android app. 5 | 6 | Check out the [tutorial](https://youtu.be/yV9nrRIC_R0). 7 | 8 | ## [Tutorial](https://youtu.be/yV9nrRIC_R0) 9 | 10 |

11 | 12 | 13 | [![Thumbnail](https://github.com/IJ-Apps/Image-Classification-App-with-Custom-TensorFlow-Model/blob/main/thumbnail.png)](https://youtu.be/yV9nrRIC_R0) 14 |

15 | -------------------------------------------------------------------------------- /app/.gitignore: -------------------------------------------------------------------------------- 1 | /build -------------------------------------------------------------------------------- /app/build.gradle: -------------------------------------------------------------------------------- 1 | plugins { 2 | id 'com.android.application' 3 | } 4 | 5 | android { 6 | compileSdk 30 7 | 8 | defaultConfig { 9 | applicationId "app.ij.mlwithtensorflowlite" 10 | minSdk 23 11 | targetSdk 30 12 | versionCode 1 13 | versionName "1.0" 14 | 15 | testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner" 16 | } 17 | 18 | buildTypes { 19 | release { 20 | minifyEnabled false 21 | proguardFiles getDefaultProguardFile('proguard-android-optimize.txt'), 'proguard-rules.pro' 22 | } 23 | } 24 | compileOptions { 25 | sourceCompatibility JavaVersion.VERSION_1_8 26 | targetCompatibility JavaVersion.VERSION_1_8 27 | } 28 | buildFeatures { 29 | mlModelBinding true 30 | } 31 | } 32 | 33 | dependencies { 34 | implementation 'androidx.appcompat:appcompat:1.3.1' 35 | implementation 'com.google.android.material:material:1.4.0' 36 | implementation 'androidx.constraintlayout:constraintlayout:2.1.1' 37 | implementation 'org.tensorflow:tensorflow-lite-support:0.1.0' 38 | implementation 'org.tensorflow:tensorflow-lite-metadata:0.1.0' 39 | testImplementation 'junit:junit:4.+' 40 | androidTestImplementation 'androidx.test.ext:junit:1.1.3' 41 | androidTestImplementation 'androidx.test.espresso:espresso-core:3.4.0' 42 | } -------------------------------------------------------------------------------- /app/proguard-rules.pro: -------------------------------------------------------------------------------- 1 | # Add project specific ProGuard rules here. 2 | # You can control the set of applied configuration files using the 3 | # proguardFiles setting in build.gradle. 4 | # 5 | # For more details, see 6 | # http://developer.android.com/guide/developing/tools/proguard.html 7 | 8 | # If your project uses WebView with JS, uncomment the following 9 | # and specify the fully qualified class name to the JavaScript interface 10 | # class: 11 | #-keepclassmembers class fqcn.of.javascript.interface.for.webview { 12 | # public *; 13 | #} 14 | 15 | # Uncomment this to preserve the line number information for 16 | # debugging stack traces. 17 | #-keepattributes SourceFile,LineNumberTable 18 | 19 | # If you keep the line number information, uncomment this to 20 | # hide the original source file name. 21 | #-renamesourcefileattribute SourceFile -------------------------------------------------------------------------------- /app/src/androidTest/java/app/ij/mlwithtensorflowlite/ExampleInstrumentedTest.java: -------------------------------------------------------------------------------- 1 | package app.ij.mlwithtensorflowlite; 2 | 3 | import android.content.Context; 4 | 5 | import androidx.test.platform.app.InstrumentationRegistry; 6 | import androidx.test.ext.junit.runners.AndroidJUnit4; 7 | 8 | import org.junit.Test; 9 | import org.junit.runner.RunWith; 10 | 11 | import static org.junit.Assert.*; 12 | 13 | /** 14 | * Instrumented test, which will execute on an Android device. 15 | * 16 | * @see Testing documentation 17 | */ 18 | @RunWith(AndroidJUnit4.class) 19 | public class ExampleInstrumentedTest { 20 | @Test 21 | public void useAppContext() { 22 | // Context of the app under test. 23 | Context appContext = InstrumentationRegistry.getInstrumentation().getTargetContext(); 24 | assertEquals("app.ij.mlwithtensorflowlite", appContext.getPackageName()); 25 | } 26 | } -------------------------------------------------------------------------------- /app/src/main/AndroidManifest.xml: -------------------------------------------------------------------------------- 1 | 2 | 4 | 5 | 6 | 7 | 14 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | -------------------------------------------------------------------------------- /app/src/main/java/app/ij/mlwithtensorflowlite/MainActivity.java: -------------------------------------------------------------------------------- 1 | /* 2 | * Created by ishaanjav 3 | * github.com/ishaanjav 4 | */ 5 | 6 | package app.ij.mlwithtensorflowlite; 7 | 8 | import androidx.annotation.Nullable; 9 | import androidx.appcompat.app.AppCompatActivity; 10 | 11 | import android.Manifest; 12 | import android.content.Intent; 13 | import android.content.pm.PackageManager; 14 | import android.graphics.Bitmap; 15 | import android.media.ThumbnailUtils; 16 | import android.net.Uri; 17 | import android.os.Bundle; 18 | import android.provider.MediaStore; 19 | import android.util.Log; 20 | import android.view.View; 21 | import android.widget.Button; 22 | import android.widget.ImageView; 23 | import android.widget.TextView; 24 | 25 | 26 | import org.tensorflow.lite.DataType; 27 | import org.tensorflow.lite.support.tensorbuffer.TensorBuffer; 28 | 29 | import java.io.IOException; 30 | import java.nio.ByteBuffer; 31 | import java.nio.ByteOrder; 32 | 33 | import app.ij.mlwithtensorflowlite.ml.Model; 34 | 35 | 36 | public class MainActivity extends AppCompatActivity { 37 | 38 | Button camera, gallery; 39 | ImageView imageView; 40 | TextView result; 41 | int imageSize = 32; 42 | 43 | @Override 44 | protected void onCreate(Bundle savedInstanceState) { 45 | super.onCreate(savedInstanceState); 46 | setContentView(R.layout.activity_main); 47 | 48 | camera = findViewById(R.id.button); 49 | gallery = findViewById(R.id.button2); 50 | 51 | result = findViewById(R.id.result); 52 | imageView = findViewById(R.id.imageView); 53 | 54 | camera.setOnClickListener(new View.OnClickListener() { 55 | @Override 56 | public void onClick(View view) { 57 | if (checkSelfPermission(Manifest.permission.CAMERA) == PackageManager.PERMISSION_GRANTED) { 58 | Intent cameraIntent = new Intent(MediaStore.ACTION_IMAGE_CAPTURE); 59 | startActivityForResult(cameraIntent, 3); 60 | } else { 61 | requestPermissions(new String[]{Manifest.permission.CAMERA}, 100); 62 | } 63 | } 64 | }); 65 | gallery.setOnClickListener(new View.OnClickListener() { 66 | @Override 67 | public void onClick(View view) { 68 | Intent cameraIntent = new Intent(Intent.ACTION_PICK, MediaStore.Images.Media.EXTERNAL_CONTENT_URI); 69 | startActivityForResult(cameraIntent, 1); 70 | } 71 | }); 72 | } 73 | 74 | public void classifyImage(Bitmap image){ 75 | try { 76 | Model model = Model.newInstance(getApplicationContext()); 77 | 78 | // Creates inputs for reference. 79 | TensorBuffer inputFeature0 = TensorBuffer.createFixedSize(new int[]{1, 32, 32, 3}, DataType.FLOAT32); 80 | ByteBuffer byteBuffer = ByteBuffer.allocateDirect(4 * imageSize * imageSize * 3); 81 | byteBuffer.order(ByteOrder.nativeOrder()); 82 | 83 | int[] intValues = new int[imageSize * imageSize]; 84 | image.getPixels(intValues, 0, image.getWidth(), 0, 0, image.getWidth(), image.getHeight()); 85 | int pixel = 0; 86 | //iterate over each pixel and extract R, G, and B values. Add those values individually to the byte buffer. 87 | for(int i = 0; i < imageSize; i ++){ 88 | for(int j = 0; j < imageSize; j++){ 89 | int val = intValues[pixel++]; // RGB 90 | byteBuffer.putFloat(((val >> 16) & 0xFF) * (1.f / 1)); 91 | byteBuffer.putFloat(((val >> 8) & 0xFF) * (1.f / 1)); 92 | byteBuffer.putFloat((val & 0xFF) * (1.f / 1)); 93 | } 94 | } 95 | 96 | inputFeature0.loadBuffer(byteBuffer); 97 | 98 | // Runs model inference and gets result. 99 | Model.Outputs outputs = model.process(inputFeature0); 100 | TensorBuffer outputFeature0 = outputs.getOutputFeature0AsTensorBuffer(); 101 | 102 | float[] confidences = outputFeature0.getFloatArray(); 103 | // find the index of the class with the biggest confidence. 104 | int maxPos = 0; 105 | float maxConfidence = 0; 106 | for (int i = 0; i < confidences.length; i++) { 107 | if (confidences[i] > maxConfidence) { 108 | maxConfidence = confidences[i]; 109 | maxPos = i; 110 | } 111 | } 112 | String[] classes = {"Apple", "Banana", "Orange"}; 113 | result.setText(classes[maxPos]); 114 | 115 | // Releases model resources if no longer used. 116 | model.close(); 117 | } catch (IOException e) { 118 | // TODO Handle the exception 119 | } 120 | } 121 | 122 | @Override 123 | protected void onActivityResult(int requestCode, int resultCode, @Nullable Intent data) { 124 | if(resultCode == RESULT_OK){ 125 | if(requestCode == 3){ 126 | Bitmap image = (Bitmap) data.getExtras().get("data"); 127 | int dimension = Math.min(image.getWidth(), image.getHeight()); 128 | image = ThumbnailUtils.extractThumbnail(image, dimension, dimension); 129 | imageView.setImageBitmap(image); 130 | 131 | image = Bitmap.createScaledBitmap(image, imageSize, imageSize, false); 132 | classifyImage(image); 133 | }else{ 134 | Uri dat = data.getData(); 135 | Bitmap image = null; 136 | try { 137 | image = MediaStore.Images.Media.getBitmap(this.getContentResolver(), dat); 138 | } catch (IOException e) { 139 | e.printStackTrace(); 140 | } 141 | imageView.setImageBitmap(image); 142 | 143 | image = Bitmap.createScaledBitmap(image, imageSize, imageSize, false); 144 | classifyImage(image); 145 | } 146 | } 147 | super.onActivityResult(requestCode, resultCode, data); 148 | } 149 | } -------------------------------------------------------------------------------- /app/src/main/ml/model.tflite: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IJ-Apps/Image-Classification-App-with-Custom-TensorFlow-Model/532269c7f5adc035c3ddea7fc83ec0a702e88d0d/app/src/main/ml/model.tflite -------------------------------------------------------------------------------- /app/src/main/res/drawable-v24/ic_launcher_foreground.xml: -------------------------------------------------------------------------------- 1 | 7 | 8 | 9 | 15 | 18 | 21 | 22 | 23 | 24 | 30 | -------------------------------------------------------------------------------- /app/src/main/res/drawable/ic_launcher_background.xml: -------------------------------------------------------------------------------- 1 | 2 | 7 | 10 | 15 | 20 | 25 | 30 | 35 | 40 | 45 | 50 | 55 | 60 | 65 | 70 | 75 | 80 | 85 | 90 | 95 | 100 | 105 | 110 | 115 | 120 | 125 | 130 | 135 | 140 | 145 | 150 | 155 | 160 | 165 | 170 | 171 | -------------------------------------------------------------------------------- /app/src/main/res/layout/activity_main.xml: -------------------------------------------------------------------------------- 1 | 2 | 7 | 8 |