Image Segmentation Courses and Certifications

Coursera

Balance and Analyze Image Segmentation

Master class-balancing strategies and error analysis techniques to improve segmentation models with imbalanced datasets and diagnose mask-level failures effectively.

• Coursera
• 1 hour 39 minutes
• On-Demand
• Paid Course

DigitalSreeni

Histogram Based Image Segmentation in Python

Learn histogram-based image segmentation in Python for microscopy, covering thresholding techniques, feature extraction, and basic image processing operations to clean segmented regions.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Runway

Image Segmentation Models in Runway - Introduction and Overview

Explore various image and video segmentation models in Runway, learning techniques like masking, Yolac, Mascara, and Bassnet for instant and effective visual content manipulation.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Neural Breakdown with AVB

Coding Image Segmentation with UNet for Football Player Detection

Master image segmentation using UNet architecture, from dataset preparation to implementation in PyTorch, with practical application in football player detection and comprehensive loss function analysis.

• YouTube
• 11 minutes
• On-Demand
• Free Video

Discover AI

Code Panoptic Image Segmentation with Vision Transformer and Mask2Former - A PyTorch Tutorial

Dive into advanced image segmentation using Mask2Former architecture, exploring masked attention and universal segmentation techniques for enhanced computer vision applications.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Discover AI

Panoptic Image Segmentation - Understanding Mask2Former

Dive into Mask2Former's universal approach to image segmentation, covering instance, semantic, and panoptic segmentation techniques with practical examples and implementations.

• YouTube
• 12 minutes
• On-Demand
• Free Video

Roboflow

Fine-Tuning SAM-2.1 for Image Segmentation

1 review

Master image segmentation techniques using SAM-2.1, Meta's advanced model, through hands-on fine-tuning and practical implementation for enhanced computer vision capabilities.

• YouTube
• 20 minutes
• On-Demand
• Free Video

DevConf

Overview of Image Segmentation with AI

1 review

Explore AI-powered image segmentation techniques, from basic concepts to advanced deep learning structures, and learn steps to create effective models for object identification and edge detection.

• YouTube
• 34 minutes
• On-Demand
• Free Video

Society for Industrial and Applied Mathematics

The Softmax Function, Potts Model and Variational Neural Networks in Image Segmentation

Exploring variational models as layers in deep neural networks for image segmentation, integrating traditional techniques with DNNs to improve performance and incorporate shape priors.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Eran Feit

Dust-Storm Image Segmentation with VGG16 U-Net - Binary Segmentation

Master dust-storm image segmentation with VGG16 U-Net in TensorFlow 2, from building the model to training and inference on satellite imagery that separates storm plumes from background terrain.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Eran Feit

Can YOLOv11 Handle Fiber Segmentation? - Training and Testing YOLOv11 for Fiber Image Segmentation in Python

Master YOLOv11 for fiber image segmentation with hands-on Python training, data preparation, model building, and inference testing for real-world computer vision applications.

• YouTube
• 37 minutes
• On-Demand
• Free Video

CodeEmporium

Image Segmentation - Explained

Discover what image segmentation is, why it's essential in computer vision, and implement graph-based segmentation techniques with practical code examples.

• YouTube
• 15 minutes
• On-Demand
• Free Video

Coursera

Deep Learning with PyTorch : Image Segmentation

228 ratings at Coursera

Learn to implement image segmentation using PyTorch, including dataset preparation, augmentation, and training a state-of-the-art CNN model like U-Net for precise object detection and classification.

• Coursera
• 2 hours
• On-Demand
• Paid Course

MathWorks

Image Segmentation, Filtering, and Region Analysis

54 ratings at Coursera

Learn advanced image processing techniques including spatial filtering, edge detection, and region analysis. Apply these skills to segment and analyze MRI brain images using MATLAB.

• Coursera
• 9 hours 18 minutes
• On-Demand
• Paid Course

Packt

Mastering Image Segmentation with PyTorch

Explore image segmentation with PyTorch, from basics to advanced techniques. Learn CNNs, semantic segmentation, and tackle real-world projects to master this crucial aspect of computer vision.

• Coursera
• 6 hours 29 minutes
• On-Demand
• Paid Course