BiSegUNet: An Efficient Binary Convolution Network With Multi-Scale Feature Refinement for Semantic Segmentation

Authors: Hassan Khan, Sunbal Iftikhar, Steven Davy, John G. Breslin

Source: IEEE Access, Vol 14, Pp 900-916 (2026)

Subject Terms: Binary neural network (BNN), real-time semantic segmentation, computational efficiency, Electrical engineering. Electronics. Nuclear engineering, TK1-9971

File Description: electronic resource

Relation: https://ieeexplore.ieee.org/document/11308093/; https://doaj.org/toc/2169-3536

Access URL: https://doaj.org/article/4bae96e64ae4416bbcd5b3741c58138f

BiAgriNet: Binarized Knowledge-Distilled Network for Real-Time Semantic Segmentation in Agriculture

Authors: Hassan Khan, Sunbal Iftikhar, Rory Ward, Steven Davy, John G. Breslin

Source: IEEE Access, Vol 13, Pp 192374-192390 (2025)

Subject Terms: Binary neural network (BNN), real-time semantic segmentation, computational efficiency, Electrical engineering. Electronics. Nuclear engineering, TK1-9971

File Description: electronic resource

Relation: https://ieeexplore.ieee.org/document/11230353/; https://doaj.org/toc/2169-3536

Access URL: https://doaj.org/article/235d385db9c64bed92f08a503456da8d

AI and 6G Into the Metaverse: Fundamentals, Challenges and Future Research Trends

Authors: Muhammad Zawish, Fayaz Ali Dharejo, Sunder Ali Khowaja, Saleem Raza, Steven Davy, Kapal Dev, Paolo Bellavista

Source: IEEE Open Journal of the Communications Society, Vol 5, Pp 730-778 (2024)

Subject Terms: Metaverse, 5G, 6G, AI, cloud and edge computing, AR/VR/XR, Telecommunication, TK5101-6720, Transportation and communications, HE1-9990

File Description: electronic resource

Relation: https://ieeexplore.ieee.org/document/10415393/; https://doaj.org/toc/2644-125X

Access URL: https://doaj.org/article/347d7ed7edbc44118ca4c95f62758749

SUSTAIN-VLM: Coordinated Data and Compute for Low-Carbon Vision Language Model Fine-Tuning

Authors: Hassan Khan, Sunbal Iftikhar, Steven Davy, John G. Breslin

Source: ICASSP 2026 - 2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). :2091-2095

Implementation of a software defined FLISR solution on an active distribution grid [version 2; peer review: 2 approved]

Authors: David Ryan, Darren Leniston, Paul Hayes, Clem Power, Steven Davy

Source: Open Research Europe, Vol 1 (2022)

Subject Terms: FLISR, Smart Grids, Self-Healing, Distribution Automation, SCADA, eng, Science, Social Sciences

File Description: electronic resource

Relation: https://open-research-europe.ec.europa.eu/articles/1-142/v2; https://doaj.org/toc/2732-5121

Access URL: https://doaj.org/article/3efbe682910541d6a10a330e22b92a8e

NeuCODEX: Edge–Cloud Co-Inference with Spike-Driven Compression and Dynamic Early-Exit

Authors: Maruf Hassan, Steven Davy, Muhammad Zawish, Owais Bin Zuber, Nouman Ashraf

Source: 2025 International Conference on Machine Learning and Applications (ICMLA). :784-789

Subject Terms: FOS: Computer and information sciences, Computer Vision and Pattern Recognition (cs.CV), Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2509.19156

Preliminary Classification of Selected Farmland Habitats in Ireland Using Deep Neural Networks

Authors: Lizy Abraham, Steven Davy, Muhammad Zawish, Rahul Mhapsekar, John A. Finn, Patrick Moran

Source: Sensors, Vol 22, Iss 6, p 2190 (2022)

Subject Terms: farmland habitat, habitat classification, drone images, base-learner, meta-learner, stacked ensemble model, Chemical technology, TP1-1185

File Description: electronic resource

Relation: https://www.mdpi.com/1424-8220/22/6/2190; https://doaj.org/toc/1424-8220

Access URL: https://doaj.org/article/d8bb2e4f8af34353ba6936589a544775

Enhancing Sustainability in LLM Training: Leveraging Federated Learning and Parameter-Efficient Fine-Tuning

Authors: Sunbal Iftikhar, Saeed Hamood Alsamhi, Steven Davy

Source: IEEE Transactions on Sustainable Computing. 10:1158-1172

Sustainable AI: Sparse Backpropagation for Low-Carbon On-Device Training

Authors: Sunbal Iftikhar, Hassan Khan 0001, John G. Breslin, Steven Davy

Source: 2025 11th International Conference on ICT for Sustainability (ICT4S). :112-120

Application Adaptive Light-Weight Deep Learning (AppAdapt-LWDL) Framework for Enabling Edge Intelligence in Dairy Processing

Authors: Rahul Umesh Mhapsekar, Lizy Abraham, Steven Davy, Indrakshi Dey

Source: IEEE Transactions on Mobile Computing. 24:1105-1119

CLIP-Guided Multi-Task Regression for Multi-View Plant Phenotyping

Authors: Simon Warmers, Muhammad Zawish, Fayaz Ali Dharejo, Steven Davy, Radu Timofte

Source: CoRR.

Subject Terms: FOS: Computer and information sciences, Computer Vision and Pattern Recognition (cs.CV), Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2603.04091

False Data Injection Attacks on Unmanned Aerial Vehicles used for Package Delivery

Authors: Muhammad Iftikhar Umrani, Bernard Butler, Aisling O’Driscoll, Steven Davy

Source: 2024 Cyber Research Conference - Ireland (Cyber-RCI). :1-4

SustainFed-LLM: Renewable Energy Aware Client Selection for Energy Efficient Federated Training of Large Language Models: Renewable Energy Aware Client Selection for Energy Efficient Federated Training of Large Language Models

Authors: Sunbal Iftikhar, Hassan Khan 0001, Steven Davy

Source: Frontiers in Artificial Intelligence and Applications ISBN: 9781643686318

Access URL: https://researchprofiles.tudublin.ie/en/publications/4de137a1-a229-4288-930c-3bbc16a42b22
https://doi.org/10.3233/FAIA251355

N for Parameter: Efficient Multi-Scale Neural Audio Super Resolution with GAN: Efficient Multi-Scale Neural Audio Super Resolution with GAN

Authors: Mark Magumba, Steven Davy, Owais Bin Zuber

Source: Frontiers in Artificial Intelligence and Applications ISBN: 9781643686318

Access URL: https://researchprofiles.tudublin.ie/en/publications/93ea3040-3aca-4d14-b96e-f910f3945940
https://doi.org/10.3233/FAIA250821

Bridging Domains with Transfer Learning: Strategies for Multi-Task and Multi-Dataset Finetuning

Authors: Tehseen Ullah, Steven Davy, John Kelleher

Source: Artificial Intelligence ISBN: 9781836353522

Energy-Efficient Uncertainty-Aware Biomass Composition Prediction at the Edge

Authors: Muhammad Zawish, Paul Albert, Flavio Esposito, Steven Davy, Lizy Abraham

Source: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). :5357-5365

Subject Terms: FOS: Computer and information sciences, 2. Zero hunger, Artificial Intelligence (cs.AI), Computer Science - Artificial Intelligence, 13. Climate action, Computer Vision and Pattern Recognition (cs.CV), Computer Science - Computer Vision and Pattern Recognition, 15. Life on land, 7. Clean energy

Access URL: http://arxiv.org/abs/2404.11230

An Edge-Centric Industrial IoT Solution for Smart Dairy Processing

Authors: Rahul Umesh Mhapsekar, Norah O'Shea, Steven Davy, Deirdre Kilbane, Lizy Abraham

Source: IEEE Internet of Things Magazine. 7:80-87

Complexity-Driven Model Compression for Resource-Constrained Deep Learning on Edge

Authors: Muhammad Zawish, Steven Davy, Lizy Abraham

Source: IEEE Transactions on Artificial Intelligence. 5:3886-3901

Toward secure complex UAV cyber-physical systems: A unified threat taxonomy and cross-layer survey of cybersecurity challenges

Authors: Muhammad Iftikhar Umrani, Bernard Butler, Aisling O’ Driscoll, Steven Davy

Source: Internet of Things. 37:101902

Hybrid Blended Deep Learning Approach for Milk Quality Analysis

Authors: Rahul Umesh Mhapsekar, Norah O'Shea, Steven Davy, Lizy Abraham

Source: IEEE Transactions on Emerging Topics in Computational Intelligence. 8:2253-2268