Computer Vision Courses and Certifications

Video Action Transformer Network: Implementation and Experiments

Learn about Video Action Transformer Networks, exploring their architecture, implementation, and experimental results for advanced video understanding and action recognition.

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

Discovery of Latent 3D Keypoints via End-to-End Geometric Reasoning

Explore end-to-end geometric reasoning for latent 3D keypoint discovery, combining keypoint and geometry learning networks to outperform supervised methods in semi-supervised keypoint finding.

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

Deep Network for Integrated 3D Sensing of Multiple People in Natural Images

Explore advanced techniques for 3D human pose estimation and shape reconstruction in natural images using deep learning and computer vision approaches.

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

VideoCapsuleNet - A Simplified Network for Action Detection

Explore VideoCapsuleNet, a simplified network for action detection in videos. Learn about capsule networks, convolutional layers, and innovative techniques for improved video analysis.

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

Neural-Symbolic VQA - Disentangling Reasoning from Vision and Language Understanding

Explore neural-symbolic visual question answering, disentangling reasoning from vision and language understanding through task breakdown, architecture overview, and practical applications.

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

YouTube-VOS: Sequence-to-Sequence Video Object Segmentation

Learn sequence-to-sequence video object segmentation techniques, exploring datasets, algorithms, and metrics. Gain insights into YouTube-VOS implementation and experimental results on various benchmarks.

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

Adversarial Scene Editing: Automatic Object Removal from Weak Supervision

Learn to automatically remove objects from images using weak supervision, exploring mask generation and image inpainting techniques for seamless scene editing.

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

Unpaired Image-to-Image Translation Using Cycle-Consistent Adversarial Networks

Learn about unpaired image-to-image translation using cycle-consistent adversarial networks, exploring challenges, intuition, loss functions, and results in this comprehensive overview.

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

Live Repetition Counting - CNN Architecture and System for Online Motion Detection

Learn techniques for real-time repetition counting in video, including CNN architecture, counter integration, and online mode counting for multiple detectors and regions of interest.

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

A Sparsely Labeled Dataset for Action Classification and Localization - SLAC

Explore a novel dataset for action classification and localization, covering data collection, training, validation, and evaluation methods for human action detection.

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

What If We Do Not Have Multiple Videos of the Same Action - Video Action Localization

Explore video action localization techniques for scenarios with limited action samples, covering key challenges, innovative approaches, and experimental results.

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

Fundamental Matrix and Stereo Vision - Lecture 13

Explore fundamental matrices, stereo photosynthesis, and random sampling consensus in image processing and computer vision applications.

• YouTube
• 1 hour 32 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

Bag of Words Model for Image Classification - Lecture 16

Explore bag-of-features for image classification, including feature extraction, quantization, and spatial pyramid matching. Learn about datasets and applications in scene and action recognition.

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