Book Chapters

Example
Efficient deployment of deep learning models on autonomous robots in the ROS environment

M. G. Sarwar Murshed, James J. Carroll, Nazar Khan, Faraz Hussain

Springer, Advances in Intelligent Systems and Computing, 2021

DOI: https://doi.org/10.1007/978-981-16-3357-7_9

Download: [Researchgate]

Example
Mitigating the Class Overlap Problem in Discriminative Localization: COVID-19 and Pneumonia Case Study

Edward Verenich, M. G. Sarwar Murshed, Nazar Khan, Alvaro Velasquez, Faraz Hussain

Springer, Explainable AI Within the Digital Transformation and Cyber Physical Systems, 08 May 2021

DOI: https://doi.org/10.1007/978-3-030-76409-8_7]

Journals and Conferences

Example
Deep Age-Invariant Fingerprint Segmentation System

M. G. Sarwar Murshed, Keivan Bahmani, Stephanie Schuckers, Faraz Hussain

Pre-print: https://arxiv.org/abs/2303.03341

Example
A vision-based system for road crack detection using hybrid deep learning architecture

M. G. Sarwar Murshed, S. M. Safayet. Hossain, Aksel Seitllari, Kibria K. Roman

ASCE International Conference on Transportation & Development, 2023

DOI: [Will publish soon]

Example
Deep Slap Fingerprint Segmentation for Juveniles and Adults

M. G. Sarwar Murshed, Robert Kline, Keivan Bahmani, Faraz Hussain, Stephanie Schuckers

2021 IEEE International Conference on Consumer Electronics-Asia (ICCE-Asia)

DOI: https://doi.org/10.1109/ICCE-Asia53811.2021.9641980

Download: https://arxiv.org/abs/2110.04067

Example
Machine Learning at the Network Edge: A Survey

M. G. Sarwar Murshed, Christopher Murphy, Daqing Hou, Nazar Khan, Ganesh Ananthanarayanan, Faraz Hussain

ACM Computing Surveys 54, 8, Article 170 (October 2021)

DOI: [https://doi.org/10.1145/3469029]

Download: arXiv

Example
Resource-aware On-device Deep Learning for Supermarket Hazard Detection

M. G. Sarwar Murshed, James J. Carroll, Nazar Khan, Faraz Hussain

19th IEEE International Conference on Machine Learning and Applications (ICMLA 2020)

DOI: [Link]

Download: [Researchgate]

Example
Fast Resilient-Aware Data Layout Organization for Resistive Computing Systems

Baogang Zhang, M. G. Sarwar Murshed, Faraz Hussain, Rickard Ewetz

2020 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)

DOI: [Link]

Download: [Researchgate]

Example
FlexServe: Deployment of PyTorch Models as Flexible REST Endpoints

Edward Verenich, Alvaro Velasquez, M. G. Sarwar Murshed, Faraz Hussain

2020 USENIX Conference on Operational Machine Learning (OpML 2020)

Conference Link: [Link]

Download: [PDF]

Example
Hazard Detection in Supermarkets using Deep Learning on the Edge

M. G. Sarwar Murshed, Edward Verenich, Conrad Gende, James J. Carroll, Nazar Khan, Faraz Hussain

3rd USENIX Workshop on Hot Topics in Edge Computing (HotEdge 2020) [poster]

Conference Link: [[Link]]

Download: [PDF]

Full Version: [https://arxiv.org/abs/2003.04116]

Example
The Utility of Feature Reuse: Transfer Learning in Data-Starved Regimes

Edward Verenich, Alvaro Velasquez, M.G. Sarwar Murshed, Faraz Hussain

Pre-print: https://arxiv.org/abs/2003.04117