Postgraduate research students

RAPPY SAHA

email: r.saha.1@research.gla.ac.uk

Room 219,School of Computing Science, Sir Alwyn Williams Building,

Glasgow G12 8QN

 

ORCID iDhttps://orcid.org/0000-0001-9581-0193

Research title: Hardware-Aware Quantization and FPGA Acceleration for Efficient Edge AI Inference

Research summary

Currently, I am finding research questions in the field of efficient ML implementation targeting edge FPGA and MCU devices

Publications

List by: Type | Date

Jump to: 2026 | 2024 | 2022
Number of items: 4.

2026

Saha, Rappy ORCID logoORCID: https://orcid.org/0000-0001-9581-0193, Amirafshar, Nima, Haris, Jude, TaheriNejad, Nima and Cano, José ORCID logoORCID: https://orcid.org/0000-0002-2243-389X (2026) FAME: An FPGA-Based Platform for Approximate Multipliers Evaluation with Pattern-Guided DNN Retraining. In: 38th IEEE/SBC International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD 2026), Madrid, Spain, 14-16 Oct 2026, (Accepted for Publication)

Dymarkowski, Hubert, Fu, Xingjian, Saha, Rappy ORCID logoORCID: https://orcid.org/0000-0001-9581-0193, Haris, Jude and Cano, José ORCID logoORCID: https://orcid.org/0000-0002-2243-389X (2026) FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers. In: 36th International Conference on Field-Programmable Logic and Applications (FPL 2026)., Ghent, Belgium, 7-11 September 2026, (Accepted for Publication)

2024

Saha, Rappy ORCID logoORCID: https://orcid.org/0000-0001-9581-0193, Haris, Jude and Cano, José ORCID logoORCID: https://orcid.org/0000-0002-2243-389X (2024) Accelerating PoT Quantization on Edge Devices. In: 31st IEEE International Conference on Electronics, Circuits and Systems, Nancy, France, 18-20 Nov 2024, ISBN 9798350377200 (doi: 10.1109/ICECS61496.2024.10849093)

2022

Lu, Yufan, Gao, Cong, Saha, Rappy ORCID logoORCID: https://orcid.org/0000-0001-9581-0193, Saha, Sangeet, McDonald-Maier, Klaus D. and Zhai, Xiaojun (2022) FPGA-Based Dynamic Deep Learning Acceleration for Real-Time Video Analytics. In: Architecture of Computing Systems 35th International Conference, ARCS 2022, Heilbronn, Germany, 13–15 September 2022, ISBN 9783031218675 (doi: 10.1007/978-3-031-21867-5_5)

This list was generated on Tue Sep 1 19:54:56 2026 BST.
Jump to: Conference Proceedings
Number of items: 4.

Conference Proceedings

Saha, Rappy ORCID logoORCID: https://orcid.org/0000-0001-9581-0193, Amirafshar, Nima, Haris, Jude, TaheriNejad, Nima and Cano, José ORCID logoORCID: https://orcid.org/0000-0002-2243-389X (2026) FAME: An FPGA-Based Platform for Approximate Multipliers Evaluation with Pattern-Guided DNN Retraining. In: 38th IEEE/SBC International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD 2026), Madrid, Spain, 14-16 Oct 2026, (Accepted for Publication)

Dymarkowski, Hubert, Fu, Xingjian, Saha, Rappy ORCID logoORCID: https://orcid.org/0000-0001-9581-0193, Haris, Jude and Cano, José ORCID logoORCID: https://orcid.org/0000-0002-2243-389X (2026) FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers. In: 36th International Conference on Field-Programmable Logic and Applications (FPL 2026)., Ghent, Belgium, 7-11 September 2026, (Accepted for Publication)

Saha, Rappy ORCID logoORCID: https://orcid.org/0000-0001-9581-0193, Haris, Jude and Cano, José ORCID logoORCID: https://orcid.org/0000-0002-2243-389X (2024) Accelerating PoT Quantization on Edge Devices. In: 31st IEEE International Conference on Electronics, Circuits and Systems, Nancy, France, 18-20 Nov 2024, ISBN 9798350377200 (doi: 10.1109/ICECS61496.2024.10849093)

Lu, Yufan, Gao, Cong, Saha, Rappy ORCID logoORCID: https://orcid.org/0000-0001-9581-0193, Saha, Sangeet, McDonald-Maier, Klaus D. and Zhai, Xiaojun (2022) FPGA-Based Dynamic Deep Learning Acceleration for Real-Time Video Analytics. In: Architecture of Computing Systems 35th International Conference, ARCS 2022, Heilbronn, Germany, 13–15 September 2022, ISBN 9783031218675 (doi: 10.1007/978-3-031-21867-5_5)

This list was generated on Tue Sep 1 19:54:56 2026 BST.

Supervisors