Audio Visual Courses

tinyML

System Support for Efficient Multi-Resolution Visual Computing on Mobile Systems

Explores system support for efficient multi-resolution visual computing on mobile devices, discussing challenges and opportunities in OS and vision sensing pipeline architectures for dynamic workloads.

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

tinyML

Visual AI in Milliwatts - A Grand Challenge and Massive Opportunity

Explore visual AI's potential in low-power devices, discussing challenges, opportunities, and applications in security cameras and beyond. Learn about deep learning, processors, and algorithms driving this technology.

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

Hardware.ai

Wio Terminal TinyML Course - Audio Scene Recognition on Microcontrollers with Arduino IDE

Learn to implement audio scene recognition on microcontrollers using TinyML, Arduino IDE, and Wio Terminal. Covers data collection, processing, model training, deployment, and mobile notifications with Blynk.

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

tinyML

Dedicated Audio Processors at the Edge Are the Future of AI

Explore dedicated audio processors for edge AI, improving user interfaces with lower latency and cost. Learn about voice integration challenges and design capabilities for effective implementation.

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

Donald Feury

How to Remove Dead Frames and Keep the Audio Using FFmpeg

Learn to automate removal of frozen video frames while preserving audio using ffmpeg. Explore a technique similar to silence trimming for efficient video editing and processing.

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

MITCBMM

Modeling the Influence of Feedback in the Visual System

Explore how feedback influences visual processing, using masking studies and network modeling to understand its impact on classification accuracy and neural activity.

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

MITCBMM

Social Visual Representations in Humans and Machines

Explore neural face representations, disentangled learning, and social interaction perception in vision, examining shared visual representations between humans and machines.

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

MITCBMM

As Simple as Possible, but Not Simpler - Features of the Neural Code for Visual Recognition

Explore visual recognition in the brain through neural coding, feature visualization, and experiments comparing monkey behavior with convolutional neural networks.

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

MITCBMM

Visual Search - Differences Between Your Brain and Deep Neural Networks

Explore how human visual perception differs from deep neural networks, examining experiments, results, and implications for fields like medical imaging.

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

MITCBMM

A Computational Explanation for Domain Specificity in the Human Visual System

Exploring how domain-specific organization in the brain emerges from computational optimization for face and object recognition tasks, using artificial neural networks to model cortical segregation.

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

MITCBMM

Feedforward and Feedback Processes in Visual Recognition

Explore visual recognition processes, comparing deep learning models with neuroscience-inspired approaches. Gain insights into complex visual reasoning and potential advancements in AI through computational neuroscience.

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

MITCBMM

Unsupervised Learning of Spoken Language with Visual Context

Explores unsupervised learning of spoken language using visual context, aiming to develop ASR capabilities for more languages through audio-visual embedding and clustering techniques.

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

MITCBMM

Kristen Grauman - Learning the Right Thing with Visual Attributes

Explore visual attribute learning techniques, including shared properties, transfer learning, and local approaches for fine-grained attribute differences in computer vision.

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

MITCBMM

The Neural Basis of Perceiving Human Visual Social Perception

Explore neural mechanisms of visual object recognition and social perception using MEG, fMRI, and computational modeling. Discover how the brain processes visual scenes, objects, and social interactions over time.

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

MITCBMM

Everything You Always Wanted to Know About the Visual System but Were Afraid to Ask

Explore the intricacies of visual perception, from anatomy to cognitive processes, with insights on recognition, scenes, and eye movements in this comprehensive overview.

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