Optical Flow Courses and Certifications

Global Motion in Computer Vision - Lecture 9

Learn global motion estimation through coarse-to-fine optical flow, image warping, video mosaics, sprites, and projective transformations.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Motion Models in Computer Vision - Lecture 8

Explores optical flow, camera projection, projective transformations, displacement models, and 3-D rigid motion in computer vision.

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

3D Reconstruction - Multiple Viewpoints

45 ratings at Coursera

Recover 3D scene structure from multiple views: model and calibrate cameras, build binocular and uncalibrated stereo, estimate optical flow, and apply structure from motion.

• Coursera
• 5 weeks, 15 hours a week
• Self-Paced
• Paid Course

MathWorks

Object Tracking and Motion Detection with Computer Vision

36 ratings at Coursera

Track objects and detect motion in video with MATLAB: run pre-trained deep neural networks for object detection, apply optical flow, and count highway vehicles by direction.

• Coursera
• 4 weeks, 3 hours a week
• Self-Paced
• Paid Course

Coursera

Process Images & Extract Motion Features

Preprocess image data with normalization and color-space conversions, then extract motion features from video sequences using optical flow and frame differencing.

• Coursera
• 2 weeks, 1 hour a week
• Self-Paced
• Paid Course

Coursera

Process Images, Create Captioning AI Models

Preprocess image data with pixel normalization and RGB, grayscale, HSV, BGR color-space conversions, then extract motion features from video using optical flow and frame differencing.

• Coursera
• 2 weeks, 1 hour a week
• Self-Paced
• Paid Course

Envato Tuts+

Slow Motion in DaVinci Resolve With Optical Flow - Push That Button

Learn to create smoother super slow motion in DaVinci Resolve using Optical Flow and Speed Warp on footage captured at lower frame rates.

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

Lucas-Kanade Tracker (KLT) - Global Motion Estimation - Lecture 10

Explore the Kanade–Lucas–Tomasi tracker through global motion estimation, displacement models, image alignment, Jacobians, and Hessian-based optimization.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Karhunen-Loève Transform (KLT) Algorithm for Tracking - Lecture 10

Introduces KLT tracking through translation models, Jacobians, and examples with single and multiple cameras.

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

AI Bites

Stable Video Diffusion: Model Architecture and Training Pipeline

Dive into the technical architecture and training methodology of Stable Video Diffusion, exploring its three-stage process, data curation pipeline, and practical applications in AI-powered video generation.

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

University at Buffalo;  SUNY

Stereo Vision, Dense Motion & Tracking

Build 3D vision applications in MATLAB: stereo imaging and epipolar geometry, optical flow and structure from motion, multi-object tracking, and visual odometry.

• Coursera
• 4 weeks, 4-5 hours a week
• No Longer Offered
• Paid Course

Computer Vision - Object Tracking with OpenCV and Python

Track objects in video with OpenCV and Python: apply optical and dense optical flow, MeanShift and CamShift, and build single- and multi-object trackers.

• Coursera
• No Longer Offered
• Paid Course