Publications | The School of Natural and Computing Sciences

Coordinate-Aware Mask R-CNN with Group Normalization: A Underwater Marine Animal Instance Segmentation Framework

2024

Yi, D., Ahmedov, H. B., Jiang, S., Li, Y., Flinn, S. J., Fernandes, P. G.

Neurocomputing, vol. 583, 127488

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.neucom.2024.127488
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23689/1/Yi_etal_N_Coordinate-Aware_Mask_VOR.pdf

Enhanced Affinity Propagation Clustering on Heterogeneous Information Network

2024

Rajan, D., Jiang, S., Yi, D., Pang, W., Coghill, G.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1007/978-3-031-55568-8_28
Open Access: http://aura.abdn.ac.uk/bitstream/2164/24017/1/Rajan_etal_UKCI_Enhanced_Affinity_Propagation_AAM.pdf

Model pruning enables localized and efficient federated learning for yield forecasting and data sharing

2024

Li, A. H., Markovic, M., Edwards, P., Leontidis, G.

Expert Systems with Applications, vol. 242, pp. 1-12

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.eswa.2023.122847
Open Access: http://aura.abdn.ac.uk/bitstream/2164/22372/1/Leontidis_1-s2.0-S0957417423033493-main.pdf
Additional Links: https://www.sciencedirect.com/science/article/pii/S0957417423033493

Specialist Advisory Group (SAG) on Applications of Artificial Intelligence to Environment Natural Resources & Agriculture Policy, Scottish Government - Workshop Report

2024

Brewer, M., Leontidis, G.

Scottish Environment, Food and Agriculture Research Institutes (SEFARI). 4 pages

Books and Reports: Commissioned Reports

Online: https://sefari.scot/document/specialist-advisory-group-on-applications-of-artificial-intelligence-initial-findings
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23711/1/SEFARI_Gateway_-_AI-SAG_-_Workshop_Report_-_leontidis.pdf

FishIR: Identifying Pufferfish Individual based on Deep Learning and Face Recognition

2024

Lin, Y., Xie, S., Ghose, D., Liu, X., You, J., Korhonen, J., Liu, J., Dash, S. P.

IEEE Access, vol. 12, pp. 59807 - 59817

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/ACCESS.2024.3390412
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23709/1/Lin_etal_IEEEA_Fishir_Identifying_Pufferfish_VOR.pdf
Additional Links: View publication in Scopus

Semantic Positive Pairs for Enhancing Visual Representation Learning of Instance Discrimination methods

2024

Alkhalefi, M. A. M. A. A., Leontidis, G., Zhong, M.

Transactions on Machine Learning Research, pp. 1-17

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.48550/arXiv.2306.16122
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23406/1/1855_semantic_positive_pairs_for_en.pdf
Additional Links: Open peer review reports

Real-time Semantic Segmentation of Solar Photovoltaic Arrays for Autonomous UAV Flights

2024 - Accepted/In press

Nanyan, L., Chen, H., Sun, Z., Gao, J., Yi, D., Liu, C., Su, J.

Contributions to Conferences: Papers

Compound Scaling Encoder-Decoder (CoSED) Network for Diabetic Retinopathy Related Bio-marker Detection

2024

Yi, D., Baltov, P., Hua, Y., Philip, S., Sharma, P. K.

IEEE journal of biomedical and health informatics, vol. 28, no. 4, pp. 1959 - 1970

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/JBHI.2023.3313785
Open Access: http://aura.abdn.ac.uk/bitstream/2164/21967/1/Yi_etal_IEEEJBHI_Compound_Scalling_Encoder_AAM.pdf
Additional Links: View publication in Scopus

Part-Whole Relational Few-Shot 3D Point Cloud Semantic Segmentation

2024

Xu, S., Zhang, L., Jiang, G., Hua, Y., Liu, Y.

Computers, Materials and Continua, vol. 78, no. 3, pp. 3021-3039

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.32604/cmc.2023.045853
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23394/1/Xu_etal_CMC_Part_Whole_Relational_VOR.pdf
Additional Links: View publication in Scopus

On the Explainable Detection of Stress Levels Using Heart Rate Variability Based Deep Neural Networks

2024

Lin, Y., Ghose, D., Korhonen, J., You, J., Dash, S. P.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1109/Healthcom56612.2023.10472396
Additional Links: View publication in Scopus