Train Custom Object Detection Models for Android & IOS -YOLO

سرفصل های دوره

Integrate Object Detection models in Android like YOLO | Train custom object detection models for Android and IOS | YOLO

1. Introduction

1. What is Object Detection

2. How an Object Detection Model is Trained

3. What is there for IOS developers

4. What is there for Machine Learning Engineers

2. Dataset Collection and Annotation

1. Dataset Collection Basics

2.1 dataset link.txt

2. Collecting dataset for training Object Detection model

3. Data Annotation Basics

4.1 Object Detection Course Resources.pdf

4.2 Object Detection Course Resources.zip

4. Course Resources

5. Tools for data annotation

6.1 Fruits2.0.v3i.voc.zip

6. Annotating dataset for training object detection model

7. Dataset version management and export formats

8. Get Animal Dataset and Annotate it.html

3. Training Custom Object Detection models

1. Introduction to the section

2. What is Tensorflow lite

3. What is Google Colab!

4. Uploading annotated data on Google drive

5.1 object_detection.zip

5. Importing libraries and loading the dataset

6. Training Object Detection Model

7. Converting object detection model into Tensorflow lite(tflite) format

8. Object Detection Model Evaluation Basics

9. Testing object detection model on test dataset

10. Testing Object Detection model on images from internet

11. Retraining other pretrained object detection models

12. Train Animal Detection Model and Convert in into Tensorflow lite format.html

4. App Development

1. Section Introduction

5. Java Image Picker Section

1.1 ResourcesImages.zip

1. Creating new Android Studio Project

2. Capturing Images using Camera inside our Android Application

3. Choosing Images from Gallery inside our Android Application

4. Overview

6. Kotlin Image Picker Section

1.1 ResourcesImages.zip

1. Creating new Android Studio Project

2. Capturing Images using Camera inside our Android Application

3. Choosing Images from Gallery inside our Android Application

4. Overview

7. Java Object Detection with Images

1.1 CustomObjectDetectionImagesJavaStarter-main.zip

1. Importing Starter Application Code

2.1 model.zip

2. Analyzing a Tensorflow Lite(.tflite) model

3.1 model.zip

3. Quantization

4. Adding Object Detection model in Android Application

5.1 lib_task_api.zip

5. Object Detection Module

6. Performing Object Detection in Android

7. Drawing Rectangles around detected objects on images

8. Showing names of detected object with rectangle

9. Handling Rotation of captured images in Android

10. Overview

11. Animal Detection with Images.html

8. Kotlin Object Detection with Images

1.1 CustomObjectDetectionImagesKotlinStarter-main.zip

1. Importing Starter Application Code

2.1 model.zip

2. Analyzing a Tensorflow Lite(.tflite) model

3. Quantization

4.1 model.zip

4. Adding Object Detection model in Android Application

5.1 lib_task_api.zip

5. Object Detection Module

6. Performing Object Detection in Android

7. Drawing Rectangles around detected objects on images

8. Showing names of detected object with rectangle

9. Handling Rotation of captured images in Android

10. Overview

11. Animal Detection with Images.html

9. Java Object Detection with Live Camera Footage Real Time Object Detection

1.1 CustomObjectDetectionLiveFeedJava-main.zip

1. Setting up the Android Studio project

2. Real Time Object Detection Application Demo

3. Displaying live camera footage inside Android App

4. Getting frames of live camera footage as bitmaps

5. Performing object detection and drawing rectangles

6. Overview

7. Animal Detection with live camera footage.html

10. Kotlin Object Detection with Live Camera Footage Real Time Object Detection

1.1 CustomObjectDetectionLiveFeedKotlin-main.zip

1. Setting up the Android Studio project

2. Real Time Object Detection Application Demo

3. Displaying live camera footage inside Android App

4. Getting frames of live camera footage as bitmaps

5. Performing object detection and drawing rectangles

6. Overview

7. Animal Detection with Live Camera Footage.html

11. Pretrained Object Detection Models

1. Types of Object Detection Models

12. Java Using EfficientDet Models Family in Android

1. EfficientDet Models Introduction

2.1 CustomObjectDetectionImagesJava-main.zip

2.2 EfficientDet Models-20220927T181653Z-001.zip

2. Using EfficientDet Models with Images in Android

3. Images Application Code Explanation

4.1 CustomObjectDetectionLiveFeedJava-main.zip

4. Using EfficientDet Models with Live Camera Footage

5. Testing EfficientDet Lite0 model with live camera footage

6. Testing EfficientDet Lite3 model with live camera footage

7. Handling Efficient Det Models with live camera footage in Android

13. Kotlin Using EfficientDet Models Family in Android

1. EfficientDet Models Introduction

2.1 CustomObjectDetectionImagesKotlinComplete-main.zip

2.2 EfficientDet Models-20220927T181653Z-001.zip

2. Using EfficientDet Models with Images in Android

3. Images Application Code Explanation

4.1 CustomObjectDetectionLiveFeedKotlin-main.zip

4. Using EfficientDet Models with Live Camera Footage

5. Testing EfficientDet Lite0 model with live camera footage

6. Testing EfficientDet Lite3 model with live camera footage

7. Handling Efficient Det Models with live camera footage in Android

14. Java Using SSD MobileNet Models in Android

1. SSD MobileNet Model Introduction

2.1 ObjectDetectionJavaImagesComplete-main (1).zip

2.2 SSD MobileNet Models.zip

2. Using SSD MobileNet V1 model with Images in Android

3. Using SSD MobileNet V3 model with Images in Android

4. Images Application Code Explanation

5. How an object detection model works in Android (Classifier Class)

6.1 ObjectDetectionLiveFeedJavaComplete-main.zip

6. Using SSD MobileNet V1 model with live camera footage in Android

7. Testing SSD MobileNet V1 model with live camera footage

8. Using SSD MobileNet V3 model with live camera footage in Android

9. Testing SSD MobileNet V3 model with live camera footage

10. Handling SSD MobileNet Models with live camera footage in Android

15. Kotlin Using SSD MobileNet Models in Android

1. SSD MobileNet Model Introduction

2.1 ObjectDetectionImagesKotlinComplete-main.zip

2.2 SSD MobileNet Models.zip

2. SSD MobileNet Model with images

3. Images Application Code Explanation

4. Using SSD MobileNet V3 model with Images in Android

5. How an Object Detection Model Works (Classifier Class)

6. Using SSD MobileNet V1 model with live camera footage in Android

7. Testing SSD MobileNet V1 model with live camera footage

8. Using SSD MobileNet V3 model with live camera footage in Android

9. Testing SSD MobileNet V3 model with live camera footage

10. Handling SSD MobileNet Models with live camera footage in Android

16. YOLO (You Only Look Once)

1. YOLO Models Section Introduction

2.1 YOLOObjectDetectionLiveFeedJava-main.zip

2. Using YOLO V4 with live camera footage

3. Handling YOLO V4 Models with live camera footage in Android

4. Use your custom trained YOLO model with Live Camera Footage in Android

5. Loading YOLO model in Android

6. Passing Input Image to the model and getting output from model

7. Non-maximum Suppression (NMS)

8.1 YOLOObjectDetectionImagesCompleteJava-main.zip

8. Using YOLO V4 model with Images

9. Using your custom YOLO V4 model with Images

10. Images Application Code

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تولید کننده: Udemy-Training