Publications by authors named "S Jeba Priya"
Rationale And Objectives: To investigate the effect of ComBat harmonization on the stability of myocardial radiomic features derived from multi-energy CT reconstructions.
Materials And Methods: A retrospective study was conducted on 205 patients who underwent dual-energy chest CTA at a single center. The data was reconstructed into multiple spectral reconstructions (mixed energy simulating standard 120 Kv acquisition and monoenergetic images ranging from 40 to 190 keV in increments of 10).
CHEF: A Framework for Deploying Heterogeneous Models on Clusters with Heterogeneous FPGAs.
IEEE Trans Comput Aided Des Integr Circuits Syst
November 2024
Article Synopsis
- - DNNs are transitioning from simple models (single-modality, single-task) to more complex ones (multi-modality, multi-task), which require advanced hardware solutions to handle their varying layers and complex dependencies.
- - Heterogeneous systems are being developed, integrating different accelerators to reduce latency, with FPGAs being a key component due to their high density and configurability for machine-learning tasks.
- - The authors introduce CHEF, a framework that efficiently implements these complex models on heterogeneous FPGA clusters, featuring two main approaches (CHEF-A2F and CHEF-M2A) that significantly reduce latency and search times compared to previous methods.
Article Synopsis
- - Emulgel is a novel formulation that enhances drug stability and topical delivery by combining emulsion and gel, leading to better skin penetration and extended therapeutic effects.
- - The review discusses the commercial viability of emulgels, covering manufacturing strategies, characterization techniques, and an in-depth market analysis supported by recent case studies and research data from reputable sources.
- - Emulgels show potential for commercialization due to their effective drug delivery and user-friendly nature, but challenges like regulatory complexities need to be addressed for better market access and innovation in the future.