Computer Vision Courses and Certifications

Introduction to Computer Vision

7 reviews

This course provides an introduction to computer vision including fundamentals, methods for application and machine learning classification.

• Udacity
• 16 weeks
• On-Demand
• Free Online Course

Convolutional Neural Networks for Visual Recognition

6 reviews

This lecture collection is a deep dive into details of the deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification.

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

Learning to See the Physical World

Explore physical scene understanding through AI, combining computer graphics, physics, and language with deep learning to create versatile machines that see, reason, and interact with the world.

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

Self-Supervision & Contrastive Frameworks - A Vision-Based Review

Comprehensive review of self-supervised and contrastive learning frameworks in computer vision, exploring methodologies, performance, and potential applications in medical imaging.

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

Segmentation and Quantification of Breast Arterial Calcifications - Xiaoyuan Guo

Explore innovative techniques for segmenting and quantifying breast arterial calcifications in mammograms, aiming to improve cardiovascular risk assessment for women through non-invasive methods.

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

Holistic OR Domain Modeling with Large Vision Language Models - MedAI #120

Innovative approach to automated OR modeling using Large Vision Language Models, leveraging semantic scene graphs for comprehensive surgical environment understanding and enhanced decision-making.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Open-world Segmentation and Tracking in 3D

Discover cutting-edge techniques for 3D data detection and segmentation using pseudo-labels, with insights into Lidar applications and Segment Anything technology from NVIDIA expert Laura Leal-Taixé.

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

Large Scale Multi-Microscope Datasets and Their Challenges in Medical AI

Explore groundbreaking research on multi-microscope datasets for malaria and leukemia detection, featuring innovative domain adaptation techniques and object detection methods to enhance early disease diagnosis.

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

Using Pose and Action Estimation to Analyze Theater Performances

Discover how machine learning and computer vision techniques analyze theatrical directing styles through pose recognition and movement patterns, revealing new insights into performance analysis.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Microcredential

First Principles of Computer Vision

1 review

Comprehensive exploration of computer vision foundations, covering imaging, feature detection, 3D reconstruction, and visual perception. Ideal for beginners seeking to build a career in this growing field.

• Coursera
• 30 weeks, 2 hours a week
• On-Demand
• Paid Course
• 5 courses

Camera and Imaging

140 ratings at Coursera

Explore imaging fundamentals, from lens cameras to image sensors, covering optical characteristics, color sensing, and image processing techniques for improved computer vision systems.

• Coursera
• 20 hours 21 minutes
• On-Demand
• Free Online Course (Audit)

Features and Boundaries

46 ratings at Coursera

Explore image feature and boundary detection techniques, from edge and corner detection to SIFT and face detection. Learn to apply these methods in panorama stitching and object recognition.

• Coursera
• 1 day 1 hour 9 minutes
• On-Demand
• Free Online Course (Audit)

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)

3D Reconstruction - Single Viewpoint

36 ratings at Coursera

Explore 3D scene reconstruction from a fixed viewpoint using techniques like shape from shading, photometric stereo, depth from defocus, and active illumination for various applications.

• Coursera
• 3 days 17 hours 32 minutes
• On-Demand
• Free Online Course (Audit)

Visual Perception

31 ratings at Coursera

Explore visual perception in computer vision, covering object tracking, image segmentation, appearance matching, and neural networks for advanced image analysis and recognition.

• Coursera
• 3 days 10 hours 41 minutes
• On-Demand
• Free Online Course (Audit)