20 citations · 52 across the 23 of their papers we have counts for
7 papers · 1 filter
HEART-VIT: Hessian-Guided Efficient Dynamic Attention and Token Pruning in Vision Transformer
Mohammad Helal Uddin, Liam Seymour, Sabur Baidya
Vision Transformers (ViTs) deliver state-of-the-art accuracy but their quadratic attention cost and redundant computations severely hinder deployment on latency and resource-constr…
CAMP-HiVe: Cyclic Pair Merging based Efficient DNN Pruning with Hessian-Vector Approximation for Resource-Constrained Systems
Mohammad Helal Uddin, Sai Krishna Ghanta, Liam Seymour +1
Deep learning algorithms are becoming an essential component of many artificial intelligence (AI) driven applications, many of which run on resource-constrained and energy-constrai…
ACCESS-AV: Adaptive Communication-Computation Codesign for Sustainable Autonomous Vehicle Localization in Smart Factories
Rajat Bhattacharjya, Arnab Sarkar, Ish Kool +2
Autonomous Delivery Vehicles (ADVs) are increasingly used for transporting goods in 5G network-enabled smart factories, with the compute-intensive localization module presenting a…
Predicting Human Depression with Hybrid Data Acquisition utilizing Physical Activity Sensing and Social Media Feeds
Mohammad Helal Uddin, Sabur Baidya
Mental disorders including depression, anxiety, and other neurological disorders pose a significant global challenge, particularly among individuals exhibiting social avoidance ten…
UAV Control with Vision-based Hand Gesture Recognition over Edge-Computing
Sousannah Abdalla, Sabur Baidya
Gesture recognition presents a promising avenue for interfacing with unmanned aerial vehicles (UAVs) due to its intuitive nature and potential for precise interaction. This researc…
A Hierarchical Optimization Framework Using Deep Reinforcement Learning for Task-Driven Bandwidth Allocation in 5G Teleoperation
Narges Golmohammadi, Madan Mohan Rayguru, Sabur Baidya
The evolution of 5G wireless technology has revolutionized connectivity, enabling a diverse range of applications. Among these are critical use cases such as real time teleoperatio…