Exploring AI with Flutter
Artificial Intelligence (AI) has become an integral part of modern software development, and when it comes to building AI-powered mobile apps, Flutter is a popular choice among developers. With its rich set of tools and libraries, Flutter makes it easy to integrate AI functionalities into mobile applications.
Flutter Realtime Object Detection
Realtime object detection is a powerful AI technique that allows mobile apps to identify and track objects in real time using the device’s camera. With Flutter AI plugins such as camera and ML Kit, developers can easily implement realtime object detection features in their Flutter apps. This allows for a wide range of applications, from augmented reality to accessibility tools for visually impaired users.
Flutter Deep Learning
Deep learning is a subset of AI that involves training neural networks to learn from data and make predictions. With Flutter’s support for TensorFlow, a popular deep learning framework, developers can build and deploy deep learning models in their Flutter apps. This opens up opportunities for a wide range of deep learning applications, such as natural language processing, image recognition, and predictive analytics.
Flutter TensorFlow
TensorFlow is an open-source machine learning framework developed by Google, and with Flutter’s support for TensorFlow, developers can easily integrate TensorFlow-powered machine learning models into their Flutter apps. This allows for advanced machine learning applications, such as text and speech recognition, recommendation systems, and predictive modeling.
Flutter TFlite
TFlite is a lightweight version of TensorFlow designed for mobile and embedded devices. With Flutter’s support for TFlite, developers can build and deploy machine learning models that run efficiently on mobile devices, making it possible to create AI-powered Flutter apps that work offline and in real-time.
Overall, Flutter provides a powerful platform for building AI-powered mobile apps, thanks to its support for real-time object detection, deep learning, TensorFlow, and TFlite. With these tools at their disposal, developers can create innovative and intelligent mobile applications that leverage the power of AI to provide new and exciting experiences for users.
Can i have the model
Not working properly
sir can u explain imageFormatGroup in that code?
E/AndroidRuntime(14394): Caused by: java.lang.IllegalArgumentException: Cannot copy from a TensorFlowLite tensor (TFLite_Detection_PostProcess) with shape [1, 10, 4] to a Java object with shape [1, 91].
hello sir, how can i fix this error?
Sir i , trained my own costum model in yolov5 and converted it to tflite model using the builtin pipeline in yolov5
I did the exact as your tutorial said but using my tflite model
However, my app crashes after i open the camera
Any idea why?
sir i tried to apply this but i get infinite loop when open the app, I notice their something change on your code you added ImageFormat Group that not included in first video, I think if you want to share this tutorial you provide some guideline or source code cuz their some instances you did not show all packages import in project and I am confused why Image FormGroup is input there
Hello in result all time I m getting show curtain event I m showing mouse and keyboard in front of the camera
E/flutter (16985): [ERROR:flutter/runtime/dart_vm_initializer.cc(41)] Unhandled Exception: PlatformException(Failed to run model, Interpreter busy, java.lang.RuntimeException: Interpreter busy
Thanks, you saved me
Thankyou so much sir, But it would be better if you consider to attach a github repo for the code in your videos.
[ERROR:flutter/runtime/dart_vm_initializer.cc(41)] Unhandled Exception: PlatformException(Failed to run model, Interpreter busy, java.lang.RuntimeException: Interpreter busy
E/flutter (10258): at sq.flutter.flutter_tflite.TflitePlugin$TfliteTask.<init>(TflitePlugin.java:486)
E/flutter (10258): at sq.flutter.flutter_tflite.TflitePlugin$RunModelOnFrame.<init>(TflitePlugin.java:581)
E/flutter (10258): at sq.flutter.flutter_tflite.TflitePlugin.onMethodCall(TflitePlugin.java:151)
E/flutter (10258): at io.flutter.plugin.common.MethodChannel$IncomingMethodCallHandler.onMessage(MethodChannel.java:258)
E/flutter (10258): at io.flutter.embedding.engine.dart.DartMessenger.invokeHandler(DartMessenger.java:295)
E/flutter (10258): at io.flutter.embedding.engine.dart.DartMessenger.lambda$dispatchMessageToQueue$0$io-flutter-embedding-engine-dart-DartMessenger(DartMessenger.java:322)
E/flutter (10258): at io.flutter.embedding.engine.dart.DartMessenger$$ExternalSyntheticLambda0.run(Unknown Source:12)
E/flutter (10258): at android.os.Handler.handleCallback(Handler.java:883)
E/flutter (10258): at android.os.Handler.dispatchMessage(Handler.java:100)
E/flutter (10258): at android.os.Looper.loop(Looper.java:224)
E/flutter (10258): at android.app.ActivityThread.main(ActivityThread.java:7590)
E/flutter (10258): at java.lang.reflect.Method.invoke(Native Method)
E/flutter (10258): at com.android.internal.os.RuntimeInit$MethodAndArgsCaller.run(RuntimeInit.java:539)
E/flutter (10258): at com.android.internal.os.ZygoteInit.main(ZygoteInit.java:950)
Is there still no solution for this problem?
Please! let me know about flutter, Dart, Android Emulator and tflite versions, as new dart won't work with tflite as it is outdated to dart 3.0
thank you for the tutorial sir, but i have a problem in tflite_flutter package, there`s no method Tflite.runModelOnFrame in tflite_flutter package, i`ve spend day and night trying to solve this but i can`t :(, i`ve tried change package to tflite and make another problem too xD, pls help me sir
A resource failed to call destroy
[ERROR:flutter/runtime/dart_vm_initializer.cc(41)] Unhandled Exception: PlatformException(Failed to run model, Interpreter busy, java.lang.RuntimeException: Interpreter busy
helpppppppppppppppp
Please help me sir😢
Not show tflite in flutter what's I doing next?
Solution!! Tflite deprecated??? I finally found a solution that works! To fix the dependencies issue, you need to add these two lines in your pubspec.yaml file under dependencies:
tflite_flutter: ^0.10.1
tflite_v2: ^1.0.0
Then click 'get packages'. Finally, don't forget to import 'package:tflite_v2/tflite_v2.dart' in your Dart file.
Adding those flutter packages and the import statement resolved the problem for me. Hopefully this saves you some time and helps get your app running! Let me know if you have any other questions.
.pub-cache folder is not in hidden folders even
Exception has occurred.
PlatformException (PlatformException(Failed to run model, Interpreter busy, java.lang.RuntimeException: Interpreter busy
at sq.flutter.flutter_tflite.TflitePlugin$TfliteTask.<init>(TflitePlugin.java:486)
at sq.flutter.flutter_tflite.TflitePlugin$RunModelOnFrame.<init>(TflitePlugin.java:581)
at sq.flutter.flutter_tflite.TflitePlugin.onMethodCall(TflitePlugin.java:151)
at io.flutter.plugin.common.MethodChannel$IncomingMethodCallHandler.onMessage(MethodChannel.java:258)
at io.flutter.embedding.engine.dart.DartMessenger.invokeHandler(DartMessenger.java:295)
at io.flutter.embedding.engine.dart.DartMessenger.lambda$dispatchMessageToQueue$0$io-flutter-embedding-engine-dart-DartMessenger(DartMessenger.java:322)
at io.flutter.embedding.engine.dart.DartMessenger$$ExternalSyntheticLambda0.run(Unknown Source:12)
at android.os.Handler.handleCallback(Handler.java:883)
at android.os.Handler.dispatchMessage(Handler.java:100)
at android.os.Looper.loop(Looper.java:264)
at android.app.ActivityThread.main(ActivityThread.java:7547)
at java.lang.reflect.Method.invoke(Native Method)
at com.android.internal.os.RuntimeInit$MethodAndArgsCaller.run(RuntimeInit.java:492)
at com.android.internal.os.ZygoteInit.main(ZygoteInit.java:980)
, null))
I'm facing this issue