[New post] Machine vision project

Tauno Erik posted: " My first goal was to test whether can I make machine vision projects that identify different sizes of these wooden bricks from Woodi. I had four different sizes of bricks. First I made a bunch of images separately of each brick on a different " Tauno Erik Machine vision project Tauno Erik Apr 30 My first goal was to test whether can I make machine vision projects that identify different sizes of these wooden bricks from Woodi. I had four different sizes of bricks. First I made a bunch of images separately of each brick on a different angle. Then many of them together. I used my two webcams and cell phones. After some testing, I started to add some similar sizes wooden objects to images so the model will separate the bricks from other stuff. It would be good to use real situation pictures were it would be used. Same kind of camera, lighting and background. I used trainyolo.com to label all the images. I Collected 770 images and labelled 5188 objects together. And trained 8 models until I was finally satisfied with the results. My trainYOLO project is here. My Colab to train the model. Almost the same as the example from trainYOLO. And my Python code on GitHub I used Yolo version 8. Data examples Sample images from the dataset. Segmented. Counting different objects on a simulated conveyor line In this example, it detects all four sizes of brick, tracks them and counts them when they cross the green line. Recognize only in a predefined region Detects objects only in the predefined zone (drawn box). Set Up a Python Virtual Environment pip install virtualenv python3 --version python3.10 -m venv env source env/bin/activate pip list ~ deactivate Save and instal requirements pip freeze > requirements.txt ~ pip install -r requirements.txt CUDA error out of memory nvidia-smi kill -KILL PID_number Links https://www.youtube.com/watch?v=WgPbbWmnXJ8 https://www.youtube.com/watch?v=QV85eYOb7gk https://ultralytics.com/ https://app.trainyolo.com/ https://blog.roboflow.com/yolov8-tracking-and-counting/ https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb?ref=blog.roboflow.com#scrollTo=Q9ppb7bFvWfc Comment Like You can also reply to this email to leave a comment. Unsubscribe to no longer receive posts from Tauno Erik. Change your email settings at manage subscriptions. Trouble clicking? Copy and paste this URL into your browser: http://taunoerik.art/2023/04/30/machine-vision-project/

Get the Jetpack app to use Reader anywhere, anytime Follow your favorite sites, save posts to read later, and get real-time notifications for likes and comments. Learn how to build your website with our video tutorials on YouTube. Automattic, Inc. - 60 29th St. #343, San Francisco, CA 94110