Computer Vision Courses and Certifications

James Briggs

Computer Vision and Search Course

Discover computer vision techniques for search applications, from color histograms to CLIP models, with hands-on PyTorch implementations and zero-shot classification methods.

• YouTube
• 4 hours 34 minutes
• On-Demand
• Free Video

Computer Vision

Explore machine learning and computer vision fundamentals, advanced neural network architectures, and applications in object detection and semantic segmentation.

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

Filtering in Computer Vision - Lecture 2

Learn about image filtering techniques, including noise reduction, derivatives, convolution, and Gaussian filters. Explore practical applications in computer vision using MATLAB.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Interest Point Detection in Computer Vision - Lecture 4

Explore interest point detection techniques, including Harris Corner Detector and auto-correlation, with applications in computer vision and image processing.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Stereo Vision and Depth Perception in Computer Vision - Lecture 16

Explore stereo vision techniques, including shape reconstruction, rectification, correspondence, and correlation methods for depth perception in computer vision applications.

• YouTube
• 33 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

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

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

CAP6412 Advanced Computer Vision - Spring 2024

Master advanced computer vision through transformers, visual-language models like CLIP and BLIP, multimodal LLMs, and cutting-edge techniques for object detection and image captioning.

• YouTube
• 12 hours 15 minutes
• On-Demand
• Free Video

Computer Vision - Fall 2023

Explore computer vision fundamentals from linear algebra to neural networks, covering image filtering, edge detection, CNNs, PyTorch, features, classification, and segmentation techniques.

• YouTube
• 1 day 15 hours 29 minutes
• On-Demand
• Free Video

Computer Vision - Fall 2022

Dive into computer vision fundamentals, from image filtering and edge detection to neural networks, CNNs, object detection, and segmentation using practical PyTorch implementations.

• YouTube
• 20 hours 53 minutes
• On-Demand
• Free Video

CAP6412 Advanced Computer Vision - Spring 2023

Master cutting-edge generative AI techniques including diffusion models, DALL-E, CLIP, and Stable Diffusion for advanced computer vision applications and image synthesis.

• YouTube
• 13 hours 42 minutes
• On-Demand
• Free Video

Advanced Computer Vision - Spring 2022

Dive into cutting-edge computer vision techniques including Vision Transformers, DETR object detection, video analysis, and self-supervised learning through 27 comprehensive lectures.

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

Computer Vision - Fall 2021

Explore computer vision fundamentals from linear algebra to neural networks, covering image filtering, edge detection, CNNs, PyTorch, object detection, and segmentation techniques.

• YouTube
• 1 day 4 hours 49 minutes
• On-Demand
• Free Video