Edge Detection Courses and Certifications

Edge Detection Techniques in Image Processing - Lecture 3

2 ratings

Explores image edge detection through discontinuities, derivatives, smoothing, Prewitt, Sobel, Marr–Hildreth, and Canny detectors.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Edge Detection in Computer Vision - Lecture 3

Explores Marr–Hildreth and Canny edge detectors, from Gaussian filtering and zero crossings to non-maximum suppression and hysteresis thresholding.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Edge Detection in Computer Vision - Part I - Lecture 6

Explores why edges matter in images and how filtering, smoothing, evaluation criteria, and derivative-based algorithms detect them, including human-face examples.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Edge Detection in Computer Vision - Part II - Lecture 7

Explains the Canny edge detector through gradients, orientation, non-maximum suppression, hysteresis thresholds, smoothing, and deep learning.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Nicholas Renotte

Detect Edges with OpenCV and Python - Computer Vision Tutorial

Apply and tune Canny edge detection in OpenCV using grayscale preprocessing, Gaussian blur, image resizing, and result export.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

DigitalSreeni

Edge Filters for Image Processing

1 rating

Explore Roberts, Sobel, Prewitt, Farid, and Canny edge filters, their convolution-based principles, and threshold tuning in Python.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

DigitalSreeni

Denoising and Edge Detection Using OpenCV in Python

Use OpenCV to denoise microscope images while preserving important structures, then detect edges with the Canny method.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Image Filtering, Convolution, and Edge Detection

Explore image derivatives, Gaussian filtering, sharpening, and classical edge detectors including Prewitt, Marr-Hildreth, and Canny.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Image Processing with CUDA

Apply CUDA to GPU image buffers, mapping RGB pixels to threads and chaining grayscale, blur, and Sobel edge-detection filters into a validated pipeline.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Features and Boundaries

55 ratings at Coursera

Detect edges, boundaries, corners and interest points using derivative-based operators and the SIFT detector, then apply them to panoramic image stitching and face detection.

• Coursera
• 6 weeks, 4 hours a week
• Self-Paced
• Paid Course

MathWorks

Image Segmentation, Filtering, and Region Analysis

58 ratings at Coursera

Use spatial filters to remove noise and artifacts, segment images with edge detection and clustering, and measure region size, orientation, and location in MATLAB.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

EDUCBA

Build Real-Time Face Recognition with OpenCV

Build a real-time face and eye recognition system: apply Canny edge detection, assemble facial image datasets, and train recognition classifiers with OpenCV and Python.

• Coursera
• 2 weeks, 2 hours a week
• Self-Paced
• Paid Course

Paul McWhorter

AI on the Edge - Is a Naked Raspberry Pi Fast Enough for YOLO11 Object Detection

Discover how to install and optimize YOLO11 on Raspberry Pi 5 for real-time object detection at 10 FPS without additional hardware accelerators.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Paul McWhorter

AI on the Edge - Naked Raspberry Pi 5 Object Detection With IP Camera at 10 FPS

Master YOLO11 object detection on Raspberry Pi 5 with IP cameras, achieving 10 FPS at 1280x720 resolution without additional hardware accelerators.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Docker

How to Build an Item Detection App with No-Code AI Vision at the Edge

Build a retail item detection system using Node-RED and Docker. Learn setup, containerization, and deployment for efficient edge AI vision applications without coding.

• YouTube
• 31 minutes
• Self-Paced
• Free Video