Tag: Segmentation

Customer Segmentation Using K-Means Clustering in Python

In today’s data-driven business landscape, understanding your customers is essential for making informed decisions and delivering personalized experiences. Customer segmentation, the process of dividing your customer base into distinct groups, can provide valuable insights into customer behavi...

EasyPortrait: Face Parsing and Portrait Segmentation Dataset

Apps with video calls have grown in popularity in recent years. Many use them daily for work, school, or to keep in touch with friends and family. Therefore, the functionality of video conferencing software strongly began to increase, adding new features based on Machine Learning models to their eco...

Semantic Segmentation with Open3D-ML, PyTorch Backend, and a Custom Dataset

As part of my experimentation with Open3D-ML for Point Clouds, I wrote articles explaining how to install this library with Tensorflow and PyTorch support. To test the installation, I explained how to run a simple Python script to visualize a labeled dataset for Semantic Segmenta...

Visual Perception for Self-Driving Cars! Part4: Road Segmentation

Segmentation is the task of clustering elements of an image corresponding to the same object class. It is also known as pixel-level classification. It entails partitioning images (or video frames) into multiple segments of objects. Depending on the classification nature, image segmentation is d...

Moving Object Segmentation in 3D LiDAR Data using Machine Learning

The ability to build consistent maps of the environment and distinguish between moving and non-moving parts of the world is a key capability for mobile robots and autonomous cars alike. They need consistent maps to localize or plan a path, and they must perceive moving and consider their motion duri...