Computer Vision Courses and Certifications

Camera Model and Perspective Projection - Lecture 12

Explore camera models, coordinate systems, and transformations in computer vision. Learn about perspective projection, focal length, and essential concepts for image analysis and 3D reconstruction.

• YouTube
• 1 hour 32 minutes
• On-Demand
• Free Video

Mean Shift Algorithm for Computer Vision - Lecture 11

Explore mean shift algorithm for computer vision, covering theory, implementation, and applications in tracking and segmentation. Learn from expert Dr. Mubarak Shah.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

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

Explore Lucas-Kanade Tracker (KLT) for computer vision, covering global motion estimation, object tracking, and 2D transformations. Gain insights into advanced tracking algorithms.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Global Motion in Computer Vision - Lecture 9

Explore global motion in computer vision, covering motion models, flow estimation, image warping, video mosaics, and projective transformations for advanced visual analysis techniques.

• YouTube
• 1 hour 16 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

Scale-invariant Feature Transform (SIFT) - Lecture 5

Learn about Scale-invariant Feature Transform (SIFT), a robust algorithm for detecting and describing local features in images. Explore key point extraction, scale space, and descriptor generation.

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

Edge Detection in Computer Vision - Lecture 3

Explore edge detection techniques in computer vision, including Marr-Hildreth and Canny methods. Learn about 2-D Gaussian filters, zero crossings, and hysteresis thresholding for improved image analysis.

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

Filtering in Computer Vision - Lecture 2

Learn about image filtering techniques, including noise reduction, edge detection, and smoothing. Explore applications in computer vision and gain hands-on experience with MATLAB functions for image processing.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Introduction to Computer Vision - Lecture 1

Explore fundamental concepts of computer vision, including image processing, object detection, and facial recognition. Learn about real-world applications in various fields.

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

Introduction to Computer Vision - Part II - Lecture 2

Explore computer vision fundamentals, deep learning applications, and advanced topics like object detection, segmentation, and action recognition in images and videos.

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

Introduction to Computer Vision - Part I - Lecture 1

Explore computer vision fundamentals, from image processing to deep learning applications. Covers perception, image types, and real-world uses in retail and autonomous vehicles.

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

Computer Vision - Administrative and Course Overview - Lecture 1

Introduction to graduate-level computer vision, covering mathematical foundations, deep learning applications, and advanced topics like object detection and image segmentation.

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

Motion-Excited Sampler: Video Adversarial Attack with Sparked Prior - Spring 2021

Explore video adversarial attacks using the Motion-Excited Sampler technique, covering problem formulation, methodology, gradient estimation, and results analysis.

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

TinyAction Challenge - Action Recognition in Short Videos

Explore cutting-edge research on tiny action recognition, including data analysis, evaluation methods, and experimental results in computer vision and AI.

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