Displaying 273 resources

Video Description

This lecture overviews that has many applications in broadcasting archives abd video description, search, retrieval and browsing.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Representation Learning for Natural Language Processing

Provides a comprehensive overview of the representation learning techniques for natural language processing. Presents a systematic and thorough introduction to the theory, algorithms and applications of representation learning. Shares insights into
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

ECG Signal Analysis

This lecture overviews ECG Signal Analysis as well as other cardiology imaging methods that has many applications in cardiological disorder diagnosis and treatment. It covers the following topics in detail: Background nnowledge of ECG Signals.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Fast 1D Convolution Algorithms

1D convolutions are extensively used in digital signal processing (filtering/denoising) and analysis (also through CNNs).  As their computational complexity is of the order O(N^2), their fast execution is a must. This lecture will overview
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

An Introduction to PAC-Bayesian Analysis

This resource corresponds to 9th video from the AI Excellence Lecture Series. PAC-Bayesian Analysis is a framework in machine learning and statistics that combines ideas from the Probably Approximately Correct (PAC) learning framework and Bayesian p
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Video Captioning

This lecture overviews Video Captioning that has many applications in video description, search and retrieval. It covers the following topics in detail: Video captioning definitions and datasets.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Autonomous Systems Sensors

This lecture overviews Autonomous Systems Sensors  that has many applications in Autonomous robots, cars, vessels and drones.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

A survey of manifold learning and its applications for multimedia, Hannes Fassold, Proc. ICVSP, 2023

The survey paper gives an introduction into manifold learning and how it is employed for important application fields (similarity search, image classification, synthesis & enhancement, video analysis, 3D data processing, nonlinear dimension reduc
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Pedestrian Detection

This lecture overviews Pedestrian Detection  that has many applications in autonomous car vision and smart city applications.
Category
Data for AI, Systems, methodologies, hardware, and tools, Recommendations towards policy changes
Source
AI-OnDemand

Deep Semantic Image Segmentation

Semantic image segmentation is a very important computer vision task with several applications in autonomous systems perception, robotic vision and medical imaging.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Road Traffic Monitoring

This lecture overviews Road Traffic Monitoring that has many applications in in autonomous car perception and smart city management.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

3D Object Localization

This lecture overviews 3D Object Localization that has many applications in robotics and autonomous systems.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand