Train Object Detection & Image Classify models for Flutter

سرفصل های دوره

Train custom Image Classification and Object Detection models for Flutter | ML based Flutter App Development | Tflite

1. Introduction

1. Introduction

2. Course Curriculum

3. Image Classification Introduction & Applications

4. Object Detection Introduction & Applications

2. Training Our First Image Classification Model for Flutter in 20 mins

1. Section Introduction

2. Dataset Collection Introduction

3.1 FruitsDataset.zip

3. Downloading Dataset for Training our first Image Classification Model

4. Training Our First Custom Image Classification Model for Flutter

5. Testing Our Own Trained Model and Converting it to tflite format

6. Hyperparameter tuning Improving Model Accuracy

7. Google Colab Introduction

8.1 converted tflite.zip

8.2 metadata writer tutorial.zip

8. Attaching Metadata With a Trained Tensorflow Lite Model

3. Training Models for Flutter Using Transfer Learning in Google Colab

1. Section Introduction

2. Uploading dataset on drive for model training

3.1 2023 training image classification models.zip

3. Uploading model training code and importing libraries in Colab

4. Loading dataset in python and doing train, test & split

5. Training Image Classification Model using Transfer Learning

6. Testing Model and converting it to tflite format

7. Hyperparameter tuning Improving model accuracy

8. Training EfficientNet Model using transfer learning for Flutter

9. Training Custom Models for Flutter Applications Overview

4. ImagePicker Flutter Choosing or Capturing Images in Android & IOS

1. Creating a new Flutter Project and building GUI of ImagePicker Application

2. Adding Libraries and doing Android & IOS configuration in Flutter

3. Choosing Images From Gallery in Flutter

4. Capturing Images using Camera in Flutter

5. Testing ImagePicker Flutter Application

6. ImagePicker in Flutter Overview

5. Using Image Classification Models in Flutter With Images

1. Section Introduction

2.1 FlutterImageClassificationWithImages.zip

2. Setting up Image Classification with Images Flutter Project

3. Adding libraries and setting up Android & IOS

4. Performing Image Classification in Flutter With Images

5. Using our custom trained image classification models in Flutter with Images

6. Using our trained MobileNet model in Flutter

7. Android Additional Step

8. Image Classification in Flutter with Images Overview

6. Displaying live camera footage in Flutter

1. Creating a new Flutter project and setting up libraries

2. Displaying live camera footage in Flutter for Android and IOS

3. Realtime Flutter Overview

7. Realtime Image Classification in Flutter

1.1 2024FlutterRealtimeImageClassification.zip

1. Importing starter application for realtime Image Classification in Flutter

2. Android & IOS configurations for realtime Image Classification with Flutter

3. Converting frames of live camera footage into Inputimage

4. Processing frames of live camera footage in realtime in Flutter

5. Testing Realtime Image Classification Flutter Application

6. Using our own trained Image Classification model in Flutter with live feed

7. Testing Realtime Custom Image Classification Application

8. Realtime Image Classification in Flutter Overview

8. Object Detection In Flutter With Images

1. Section Introduction

2.1 2024FlutterObjectDetectionImagesStarter.zip

2. Setting Up Object Detection in Flutter Project

3. Making Configurations for Android & IOS to perform Object Detection in Flutter

4. Creating Object Detector in Flutter

5. Performing Object Detection In Flutter With images

6. Drawing Rectangles Around Detected Objects in Flutter

7. How Rectangles are being Drawn Around Detected Objects

8. Using Custom Image Classifier With Object Detector In Flutter

9. Testing Custom Object Detection Flutter Application

9. Realtime Object Detection In Flutter

1.1 2024FlutterRealtimeObjectDetectionStarter.zip

1. Setting up realtime object detection flutter application

2. Displaying live camera footage in Flutter and getting frames

3. Performing object detection in flutter live camera footage

4. Drawing rectangles around detected objects in realtime

5. Testing Realtime Object Detection Application

6. Using custom image classification model with object detection model

7. Testing realtime object detection application with our custom models

8. Object Detector Painter

9. Realtime Object Detection in Flutter Overview

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تولید کننده: Udemy