Data Scientist, AI & ML enthusiast (More tutorials at https://www.techzizou.com )

Train a Deep Learning model for custom object detection and convert it to TFLite model for Android (TensorFlow 1.x)

Roadmap

  • Collect the dataset of images and label them to get their XML files.
  • Install the TensorFlow Object Detection API.
  • Generate the TFRecord files required for training. (need generate_tfrecord.py script and CSV files for this)
  • Edit the model pipeline config file and download the pre-trained model checkpoint.
  • Train and evaluate the…

My Youtube Video on this!

In this tutorial, I will be training a deep learning model for custom object detection using TensorFlow 1.x in Google Colab. Following is the roadmap for it.

  • Collect the dataset of images and label them to get their XML files.
  • Install the TensorFlow Object Detection API.
  • Generate the TFRecord files required for training. (need generate_tfrecord.py script and CSV files for this)
  • Edit the model pipeline config file and download the pre-trained model checkpoint.
  • Train and evaluate…

(Tutorial for beginners)

My YouTube Video on this!

In this tutorial, we will be training a custom object detector for mask detection using YOLOv4-tiny and Darknet on our Linux(Ubuntu 18.04) system

FOLLOW THESE 10 STEPS TO TRAIN AN OBJECT DETECTOR USING YOLOv4-tiny

( But first ✅Subscribe to my YouTube channel 👉🏻 https://bit.ly/3Ap3sdi 😁😜)

  1. Create yolov4-tiny and training folders on your Desktop
  2. Open a command prompt and navigate to the “yolov4-tiny” folder
  3. Create and copy the darknet.exe file
  4. Create & copy the files we need for training ( i.e. “obj” dataset folder…

(Tutorial for beginners)

My YouTube video on this!

In this tutorial, we will be training a custom object detector for mask detection using YOLOv4 and Darknet on our Linux(Ubuntu 18.04) system

FOLLOW THESE 10 STEPS TO TRAIN AN OBJECT DETECTOR USING YOLOv4

( But first ✅Subscribe to my YouTube channel 👉🏻 https://bit.ly/3Ap3sdi 😁😜)

  1. Create yolov4 and training folders on your Desktop
  2. Open a command prompt and navigate to the “yolov4” folder
  3. Create and copy the darknet.exe file
  4. Create & copy the files we need for training ( i.e. “obj” dataset folder…

(Tutorial for beginners)

My YouTube video on this

In this tutorial, we will be training a custom object detector for mask detection using YOLOv4-tiny and Darknet on our Windows system

FOLLOW THESE 10 STEPS TO TRAIN AN OBJECT DETECTOR USING YOLOv4-tiny

( But first ✅Subscribe to my YouTube channel 👉🏻 https://bit.ly/3Ap3sdi 😁😜)

  1. Create yolov4-tiny and training folders on your Desktop
  2. Open a command prompt and navigate to the “yolov4-tiny” folder
  3. Create and copy the darknet.exe file
  4. Create & copy the files we need for training ( i.e. “obj” dataset, “yolov4-tiny-custom.cfg”…

(Tutorial for beginners)

My YouTube video on this!

In this tutorial, we will be training a custom object detector for mask detection using YOLOv4 and Darknet on our Windows system

FOLLOW THESE 10 STEPS TO TRAIN AN OBJECT DETECTOR USING YOLOv4

( But first ✅Subscribe to my YouTube channel 👉🏻 https://bit.ly/3Ap3sdi 😁😜)

  1. Create yolov4 and training folders on your Desktop
  2. Open a command prompt and navigate to the “yolov4” folder
  3. Create and copy the darknet.exe file
  4. Create & copy the files we need for training ( i.e. “obj” dataset, “yolov4-custom.cfg”…

My YouTube Videos on this!

For Windows

For Linux

CONTENTS

( But first ✅Subscribe to my YouTube channel 👉🏻 https://bit.ly/3Ap3sdi 😁😜)

(A) Installing YOLOv4 on Windows

(Installation method: Using CMake)

STEP 1) Download Darknet

Download Darknet zip-archive with the latest commit and uncompress it: master.zip

STEP 2) Install MSVC (Microsoft Visual Studio)

CONTENTS

( But first ✅Subscribe to my YouTube channel 👉🏻 https://bit.ly/3Ap3sdi 😁😜)

CUDA & CUDNN FOR WINDOWS

STEP 1) Download and install CUDA Toolkit

Go to https://developer.nvidia.com/cuda-downloads to download the latest CUDA Toolkit.

You can also download previous versions from the Archive of Previous CUDA Releases under the Resources section on the same page given above.

( For this Tutorial, I…

Techzizou

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store