Multi-Component Optimization and Efficient Deployment of Neural-Networks on Resource-Constrained IoT Hardware

1 code implementation • 20 Apr 2022 • Bharath Sudharsan, Dineshkumar Sundaram, Pankesh Patel, John G. Breslin, Muhammad Intizar Ali, Schahram Dustdar, Albert Zomaya, Rajiv Ranjan

The majority of IoT devices like smartwatches, smart plugs, HVAC controllers, etc., are powered by hardware with a constrained specification (low memory, clock speed and processor) which is insufficient to accommodate and execute large, high-quality models.

Anomaly Detection Model Optimization

A Demonstration of Smart Doorbell Design Using Federated Deep Learning

1 code implementation • 19 Oct 2020 • Vatsal Patel, Sarth Kanani, Tapan Pathak, Pankesh Patel, Muhammad Intizar Ali, John Breslin

Smart doorbells have been playing an important role in protecting our modern homes.

Demonstration of a Cloud-based Software Framework for Video Analytics Application using Low-Cost IoT Devices

1 code implementation • 29 Sep 2020 • Bhavin Joshi, Tapan Pathak, Vatsal Patel, Sarth Kanani, Pankesh Patel, Muhammad Intizar Ali, John Breslin

The design of products and services such as a Smart doorbell, demonstrating video analytics software/algorithm functionality, is expected to address a new kind of requirements such as designing a scalable solution while considering the trade-off between cost and accuracy; a flexible architecture to deploy new AI-based models or update existing models, as user requirements evolve; as well as seamlessly integrating different kinds of user interfaces and devices.

A Distributed Framework to Orchestrate Video Analytics Applications

1 code implementation • 17 Sep 2020 • Tapan Pathak, Vatsal Patel, Sarth Kanani, Shailesh Arya, Pankesh Patel, Muhammad Intizar Ali, John Breslin

The concept of the Internet of Things (IoT) is a reality now.

Computers and Society