Projects Fall 2023

Workout Tracker nnkk

Saral Tayal , David Cooper , and Tianhao Ye

Posted on December, 2023

Our project aimed to create an exercise-counter wearable based on a 6-axis IMU that would strap on their wrist, like a smartwatch, to count reps of various exercises performed. The motivation behind this was helping individuals at the gym keep... [Read More]

Produce Detector

Sai Mitheran J., Omar Alama, Abdullah Alaijan

Posted on December, 2023

Our project delivers a machine learning innovation to revolutionize self-checkout systems in the retail sector by introducing YOLOv8 [1] on the Jetson Nano that proficiently identifies and tallies a wide range of produce. This system tackles the challenge of manual... [Read More]

Speech Light Control System

Aishwarya Joshi, Iris Dong, and Sreekesh Devanathan

Posted on December, 2023

Our main goal is to create a system which allows users to control light color and/or brightness through the use of speech commands. The commands would be preceded by a wake word, “nano”, to indicate that a command has been... [Read More]

Parking Detection with TinyML

Nathan Litzinger, Saurabh Roychowdhury, and Saumya Bhandarkar

Posted on December, 2023

Paying for parking is still a hassle in 2023. Whether in a garage or on the street, there is no single, low-cost, ubiquitous system that can be deployed everywhere. Therefore, we set out to create a low-cost, automated parking detection... [Read More]

Acoustic Emanations by Embedded Device Attack on Keyboard

Cheng-De (Jerry) Lin and Tejas Bana

Posted on December, 2023

Deep learning (DL) has been a primary security concern of the data leak. Several studies have reported that laptop keystrokes can be classified by DL and a microphone that records the keystroke acoustics. However, much uncertainty still exists about the... [Read More]

Realtime Person Identification via Gait Analysis

Shanmuga Venkatachalam, Harideep Nair, Prabhu Vellaisamy, and Yongqi (Aria) Zhou

Posted on December, 2023

Each person has a unique gait, i.e., walking style, that can be used as a biometric for personal identification. Recent works have demonstrated effective gait recognition using deep neural networks, however most of these works predominantly focus on classification accuracy... [Read More]

Sound Classification for Semiterrestrial Crabs

Latifah Almaghrabi

Posted on December, 2023

Semiterrestrial crabs evolved adaptations that allow them to stay out of the water for extended periods of time. The implication is that they experience and contribute to a rich soundscape. The project reported here aims to detect and classify sounds... [Read More]

Virtual Boxing Trainer

Gokulapriyan Balaji, Prithviraj Vijayaraj, and Revanth Varma Kantheti

Posted on December, 2023

Learn boxing moves of punch, hook, upper, and block with this wearable device. [Read More]