Optical Flow Courses and Certifications

Andreas Geiger

Deqing Sun- PWC Net- CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume

Explore PWC-Net, a CNN-based optical flow algorithm using pyramid processing, warping, and cost volume. Learn its principles, advantages, and limitations for robust motion estimation.

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

Optical Flow in Computer Vision - Lecture 6

Learn about optical flow in computer vision, covering applications, optimization problems, Laplacians, and solutions, with practical examples and in-depth explanations.

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

Envato Tuts+

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

Master super slow motion video in DaVinci Resolve using Optical Flow and Speed Warp tools. Learn techniques for smooth slow-mo effects, even with standard frame rate footage, and explore various results and comparisons.

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

Object Tracking and Localization

Learn how to locate an object and track it over time. These techniques are used in a variety of moving systems, such as self-driving car navigation and drone flight.

• Udacity
• 15 hours
• On-Demand
• Paid Course

Andreas Geiger

Attacking Optical Flow

Explores adversarial patch attacks on optical flow networks, revealing vulnerabilities in deep learning-based motion estimation crucial for autonomous driving safety.

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

3D Reconstruction - Multiple Viewpoints

43 ratings at Coursera

Explore 3D scene reconstruction from multiple viewpoints, covering camera calibration, stereo vision, optical flow, and structure from motion for applications in robotics, VR, and AR.

• Coursera
• 3 days 1 hour 12 minutes
• On-Demand
• Paid Course

MathWorks

Object Tracking and Motion Detection with Computer Vision

34 ratings at Coursera

Explore object tracking and motion detection techniques using MATLAB. Learn to apply deep neural networks, optical flow, and advanced algorithms for real-world computer vision applications.

• Coursera
• 13 hours 14 minutes
• On-Demand
• Paid Course

Coursera

Process Images & Extract Motion Features

Master image preprocessing and motion analysis techniques used by Tesla and Facebook AI Research to build robust computer vision systems with optical flow and normalization methods.

• Coursera
• 1 hour 50 minutes
• On-Demand
• Paid Course

Coursera

Process Images, Create Captioning AI Models

Master image preprocessing techniques and motion analysis for computer vision, covering normalization, color-space conversions, optical flow, and frame differencing in hands-on implementations.

• Coursera
• 1 hour 40 minutes
• On-Demand
• Paid Course

Computer Vision Video Lectures 2012

Master computer vision fundamentals through comprehensive lectures covering filtering, edge detection, SIFT, optical flow, face recognition, and stereo vision techniques.

• YouTube
• 19 hours 28 minutes
• On-Demand
• Free Video

Stanford Seminar 2022 - DeepMind's Perceiver and Perceiver IO: New Data Family Architecture

Exploring DeepMind's Perceiver architecture for flexible AI processing across diverse data types, offering domain-general solutions comparable to specialized models in various tasks.

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

Computer Vision

Master computer vision fundamentals from filtering and edge detection to SIFT, optical flow, camera calibration, and facial recognition through comprehensive lectures.

• YouTube
• 19 hours 7 minutes
• On-Demand
• Free Video

Hugh Hou

Stitch, Stabilize & Color Insta360 Titan & Pro 2 with Mistika Boutique - Mistika VR

1 review

Learn advanced techniques for stitching, stabilizing, and color grading 360° footage from Insta360 cameras using Mistika software, enhancing your VR filmmaking skills with professional tools and workflows.

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

Motion Models in Computer Vision - Lecture 8

Learn about optical flow, rotation, image formation, and 3D rigid motion in computer vision. Explore displacement models and projective transformations using point correspondences.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Hackaday

Bio-Inspired Sensing

Explore bio-inspired sensing and its applications in robotics, focusing on how biological systems like the human eye inform edge detection, noise rejection, and data processing in artificial sensors.

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