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

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

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
• 3 weeks, 4-5 hours a week
• On-Demand
• Paid Course

3D Reconstruction - Multiple Viewpoints

40 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 22 minutes
• On-Demand
• Free Online Course (Audit)

MathWorks

Object Tracking and Motion Detection with Computer Vision

27 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 46 minutes
• On-Demand
• Free Online Course (Audit)

Unsupervised Video Interpolation Using Cycle Consistency

Explore cutting-edge unsupervised video interpolation techniques using cycle consistency, including implementation, constraints, and experimental results for improved frame generation.

• YouTube
• 30 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

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

Rensselaer Polytechnic Institute

Computer Vision for Visual Effects Lectures Spring 2014

The lectures accompany the textbook Computer Vision for Visual Effects, published by Cambridge University Press in Fall 2012.

• YouTube
• 1 day 4 hours
• On-Demand
• Free Video

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

Andreas Geiger

DALI 2018 - Andreas Geiger: How to Satisfy the Thirst for Data

Explore innovative approaches to address data scarcity in computer vision, including specialized architectures, soft constraints, self-supervision, and label transfer techniques.

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

Hugh Hou

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

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

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

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

Black Hat

My Google Glass Sees Your Passwords

Innovative computer vision attack automatically recognizes touch screen inputs from a distance, posing significant security risks. Countermeasures include a context-aware privacy-enhancing keyboard for sensitive information.

• YouTube
• 24 minutes
• On-Demand
• Conference Talk