15 citations · 28 across the 15 of their papers we have counts for
15 papers
Experience with Single Domain Generalization in Real World Medical Imaging Deployments
Ayan Banerjee, Komandoor Srivathsan, Sandeep K. S. Gupta
A desirable property of any deployed artificial intelligence is generalization across domains, i.e. data generation distribution under a specific acquisition condition. In medical…
Detection of Deployment Operational Deviations for Safety and Security of AI-Enabled Human-Centric Cyber Physical Systems
Bernard Ngabonziza, Ayan Banerjee, Sandeep K. S. Gupta
In recent years, Human-centric cyber-physical systems have increasingly involved artificial intelligence to enable knowledge extraction from sensor-collected data. Examples include…
Personalized Model-Based Design of Human Centric AI enabled CPS for Long term usage
Bernard Ngabonziza, Ayan Banerjee, Sandeep K. S. Gupta
Human centric critical systems are increasingly involving artificial intelligence to enable knowledge extraction from sensor collected data. Examples include medical monitoring and…
Fast Online Digital Twinning on FPGA for Mission Critical Applications
Bin Xu, Ayan Banerjee, Sandeep K. S. Gupta
Digital twinning enables real-time simulation and predictive modeling by maintaining a continuously updated virtual representation of a physical system. In mission-critical applica…
Accelerated Digital Twin Learning for Edge AI: A Comparison of FPGA and Mobile GPU
Bin Xu, Ayan Banerjee, Midhat Urooj +1
Digital twins (DTs) can enable precision healthcare by continually learning a mathematical representation of patient-specific dynamics. However, mission critical healthcare applica…
Model Recovery at the Edge under Resource Constraints for Physical AI
Bin Xu, Ayan Banerjee, Sandeep K. S. Gupta
Model Recovery (MR) enables safe, explainable decision making in mission-critical autonomous systems (MCAS) by learning governing dynamical equations, but its deployment on edge de…
STORM: Strategic Orchestration of Modalities for Rare Event Classification
Payal Kamboj, Ayan Banerjee, Sandeep K. S. Gupta
In domains such as biomedical, expert insights are crucial for selecting the most informative modalities for artificial intelligence (AI) methodologies. However, using all availabl…
Recovering implicit physics model under real-world constraints
Ayan Banerjee, Sandeep K. S. Gupta
Recovering a physics-driven model, i.e. a governing set of equations of the underlying dynamical systems, from the real-world data has been of recent interest. Most existing method…
Operational Safety in Human-in-the-loop Human-in-the-plant Autonomous Systems
Ayan Banerjee, Aranyak Maity, Imane Lamrani +1
Control affine assumptions, human inputs are external disturbances, in certified safe controller synthesis approaches are frequently violated in operational deployment under causal…
CPS-LLM: Large Language Model based Safe Usage Plan Generator for Human-in-the-Loop Human-in-the-Plant Cyber-Physical System
Ayan Banerjee, Aranyak Maity, Payal Kamboj +1
We explore the usage of large language models (LLM) in human-in-the-loop human-in-the-plant cyber-physical systems (CPS) to translate a high-level prompt into a personalized plan o…
The Expert Knowledge combined with AI outperforms AI Alone in Seizure Onset Zone Localization using resting state fMRI
Payal Kamboj, Ayan Banerjee, Varina L. Boerwinkle +1
We evaluated whether integration of expert guidance on seizure onset zone (SOZ) identification from resting state functional MRI (rs-fMRI) connectomics combined with deep learning…
High Fidelity Fast Simulation of Human in the Loop Human in the Plant (HIL-HIP) Systems
Ayan Banerjee, Payal Kamboj, Aranyak Maity +2
Non-linearities in simulation arise from the time variance in wireless mobile networks when integrated with human in the loop, human in the plant (HIL-HIP) physical systems under d…
Transfer: Cross Modality Knowledge Transfer using Adversarial Networks -- A Study on Gesture Recognition
Payal Kamboj, Ayan Banerjee, Sandeep K. S. Gupta
Knowledge transfer across sensing technology is a novel concept that has been recently explored in many application domains, including gesture-based human computer interaction. The…
Merging Deep Learning with Expert Knowledge for Seizure Onset Zone localization from rs-fMRI in Pediatric Pharmaco Resistant Epilepsy
Payal Kamboj, Ayan Banerjee, Sandeep K. S. Gupta +1
Surgical disconnection of Seizure Onset Zones (SOZs) at an early age is an effective treatment for Pharmaco-Resistant Epilepsy (PRE). Pre-surgical localization of SOZs with intra-c…
EdGCon: Auto-assigner of Iconicity Ratings Grounded by Lexical Properties to Aid in Generation of Technical Gestures
Sameena Hossain, Payal Kamboj, Aranyak Maity +3
Gestures that share similarities in their forms and are related in their meanings, should be easier for learners to recognize and incorporate into their existing lexicon. In that r…