Publications | The School of Natural and Computing Sciences

Personalised Multi-Task Federated Learning for Diabetic Retinopathy Medical Image Classification

2024 - Accepted/In press

Li, Y., Sharma, P., Leontidis, G., Yi, D.

Contributions to Journals: Conference Articles

Embedding AI-Enabled Data Infrastructures for Sustainability in Agri-Food: Soft-Fruit and Brewery Use Case Perspectives

2024

Markovic, M., Li, A. H., Ayall, T. A., Watson, N. J., Bowler, A. L., Woods, M., Edwards, P., Ramsey, R., Beddows, M. A., Kuhnert, M., Leontidis, G.

Sensors, vol. 24, no. 2024, 7327

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.3390/s24227327
Open Access: http://aura.abdn.ac.uk/bitstream/2164/24638/1/sensors-24-07327.pdf

Farm Explorer: A Tool for Calculating Transparent Greenhouse Gas Emissions

2024

Markovic, M., Germano, S., Garijo, D., Edwards, P., Li, A., Ayall, T. A., Ramsey, R., Leontidis, G.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Enhanced Multi-Branch Learning for Long-Tailed Image Recognition

2024 - Accepted/In press

Yi, D.

Multimedia Systems

Contributions to Journals: Articles

LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations

2024

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

Transactions on Machine Learning Research, pp. 1-16

Contributions to Journals: Articles

Online: https://openreview.net/forum?id=y8qGOvUn1r
Open Access: http://aura.abdn.ac.uk/bitstream/2164/24407/1/3016_LeOCLR_Leveraging_Origina.pdf

Emo-LSTM: An Emotion Recognition Model of ECG Data Based on Long Short-Term Memory

2024

Tian, Z., Liu, H., Mi, D., Yi, D., Li, Q.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1007/978-981-97-7139-4_77
Additional Links: View publication in Scopus

Extraction of Forearm Near-Infrared Vascular Skeleton Based on Zhang-Suen Refinement Algorithm

2024

Ji, Q., Liu, H., Tian, Z., Wang, S., Li, Q., Yi, D.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1007/978-981-97-7139-4_64
Additional Links: View publication in Scopus

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

2024

Li, N., Chen, H., Sun, Z., Gao, J., Yi, D., Liu, C., Su, J.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.23919/CCC63176.2024.10662016
Additional Links: View publication in Scopus

Gated Transformer Representing Region Importance for Image Quality Assessment

2024

You, J., Lin, Y., Korhonen, J.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1109/IJCNN60899.2024.10650165
Additional Links: View publication in Scopus

Evolutionary Multi/Many-Objective Optimisation via Bilevel Decomposition

2024

Jiang, S., Guo, J., Wang, Y., Yang, S.

IEEE/CAA Journal of Automatica Sinica, vol. 11, no. 9, pp. 1973-1986

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/JAS.2024.124515
Additional Links: View publication in Scopus

Polar Contrast Attention and Skip Cross-channel Aggregation for Efficient Learning in U-Net

2024

Lawal, M., Yi, D.

Computers in Biology and Medicine, vol. 181, 109047

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.compbiomed.2024.109047
Open Access: http://aura.abdn.ac.uk/bitstream/2164/24116/1/Lawal_etal_CBM_Polar_Contrast_Attention_VoR.pdf

Near-Infrared Forearm Vascular Width Calculation Using Radius Estimation of Tangent Circle

2024

Ji, Q., Liu, H., Tian, Z., Wang, S., Li, Q., Yi, D.

Bioengineering, vol. 11, no. 8, 801

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.3390/bioengineering11080801
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23992/1/Ji_etal_B_Near_Infrared_Forearm_VoR.pdf

Bottom-up formulations for the multi-criteria decision analysis of oil and gas pipeline decommissioning in the North Sea: Brent field case study

2024

Jalili Dargalusani, S., Leontidis, G., Cauvin, S., Gormley, K., Stone, M., Neilson, R.

Journal of Environmental Management, vol. 365, 121491

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.jenvman.2024.121491
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23702/1/Jalili_etal_JEM_Bottom-up_formulations_for_VOR.pdf

Robust distance measurement using illumination map estimation and MAHNet in underground coal mines

2024

Zhang, J., Li, J., Liu, H., Wang, H., Yi, D., Liu, X., Li, Q.

Measurement Science and Technology, vol. 35, no. 8, 086013

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1088/1361-6501/ad25e0

Object-Centric Learning with Capsule Networks: A Survey

2024

De Sousa Ribeiro, F., Duarte, K., Everett, M. A., Leontidis, G., Shah, M.

ACM Computing Surveys, vol. 56, no. 11, 291

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1145/3674500
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23914/1/Capsule-final.pdf

Active Label Refinement for Robust Training of Imbalanced Medical Image Classification Tasks in the Presence of High Label Noise

2024 - Accepted/In press

Khanal, B., Dai, T., Bhattarai, B., Linte, C. A.

Contributions to Conferences: Papers

Near-infrared Forearm Vascular Width Calculation Using Ra-dius Estimation of Tangent Circle

2024 - Accepted/In press

Ji, Q., Liu, H., Tian, Z., Wang, S., Li, Q., Yi, D.

Bioengineering

Contributions to Journals: Articles

Weakly supervised pre-training for brain tumor segmentation using principal axis measurements of tumor burden

2024

Mckone, J. E., Lambrou, T., Ye, X., Brown, J. M.

Frontiers in Computer Science, vol. 6, 1386514

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.3389/fcomp.2024.1386514
Open Access: http://aura.abdn.ac.uk/bitstream/2164/24046/1/Mckone_etal_FiCS_Weakly_Supervised_Pre-training_VOR.pdf
Additional Links: View publication in Scopus

A Multi-Farm Global-to-Local Expert-Informed Machine Learning System for Strawberry Yield Forecasting

2024

Beddows, M. A., Leontidis, G.

Agriculture, vol. 14, no. 6, 883

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.3390/agriculture14060883
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23539/1/agriculture-14-00883.pdf

3DTA: No-Reference 3D Point Cloud Quality Assessment with Twin Attention

2024 - E-pub ahead of print

Zhu, L., Cheng, J., Wang, X., Su, H., Yang, H., Yuan, H., Korhonen, J.

IEEE Transactions on Multimedia

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/TMM.2024.3407698
Additional Links: View publication in Scopus

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

High Resolution Image Quality Database

2024

Huang, H., Wan, Q., Korhonen, J.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1109/ICASSP48485.2024.10446520
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23724/1/2401.16087v1.pdf
Additional Links: View publication in Scopus

Image Augmentation with Controlled Diffusion for Weakly-Supervised Semantic Segmentation

2024

Wu, W., Dai, T., Huang, X., Ma, F., Xiao, J.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1109/ICASSP48485.2024.10447893

LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations

2024

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

Working Papers and Discussion Papers

Online: https://arxiv.org/pdf/2403.06813.pdf
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23100/1/2403.06813.pdf
Additional Links: https://abdn.elsevierpure.com/en/publications/ea2ad6f5-8ccb-4f34-aac4-5dabd6f9847e

Segment Anything Model (SAM) for Automatic Crater Detection

2024

Giannakis, I., Bhardwaj, A., Sam, L., Leontidis, G.

EGU General Assembly 2024, pp. 21146

Contributions to Conferences: Abstracts

Digital Object Identifier: https://doi.org/10.5194/egusphere-egu24-21146
Open Access: http://aura.abdn.ac.uk/bitstream/2164/24022/1/EGU24-21146-print.pdf

Temporal properties of self-prioritization

2024

Lu, Z., He, X., Yi, D., Sui, J.

Entropy, vol. 26, no. 3, 242

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.3390/e26030242
Open Access: http://aura.abdn.ac.uk/bitstream/2164/22982/1/Lu_etal_E_Temporal_Properties_Of_VoR.pdf

Masked Capsule Autoencoders

2024

Everett, M. A., Zhong, M., Leontidis, G.

Working Papers and Discussion Papers

Digital Object Identifier: https://doi.org/10.48550/arXiv.2403.04724
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23069/1/Masked_Capsule_Autoencoders.pdf

Smartphone-based extendable telematic data collection app

2024

Peter, T. I., Reiter, E., Yi, D.

Software Impacts, vol. 19, 100601

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.simpa.2023.100601
Open Access: http://aura.abdn.ac.uk/bitstream/2164/22510/1/Thompson_etal_SI_Smartphone_based_extendable_VOR.pdf
Additional Links: View publication in Scopus

PSDPM: Prototype-based Secondary Discriminative Pixels Mining for Weakly Supervised Semantic Segmentation

2024 - Accepted/In press

Zhao, X., Yang, Z., Dai, T., Zhang, B., Xiao, J.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Application of IMVR Convolutional Neural Networks to Classification of Land Use Remote Sensing Datasets

2024

Shuai, Y., Xin, N., Hasan, M. M., Hu, B., Dai, T., Liu, H.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1109/CyberC58899.2023.00015
Additional Links: View publication in Scopus

An improved brain storm optimization with chunking-grouping method

2024

Guo, J., Gao, C., Jiang, S., Xie, W., Wu, Z.

Concurrency and Computation: Practice and Experience, vol. 36, no. 4, e7924

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1002/cpe.7924
Additional Links: View publication in Scopus

A Mahalanobis Distance-based Approach for Dynamic Multi-objective Optimization with Stochastic Changes

2024

Hu, Y., Zheng, J., Jiang, S., Yang, S., Zou, J., Wang, R.

IEEE Transactions on Evolutionary Computation, vol. 28, no. 1, pp. 238-251

Contributions to Journals: Abstracts

Digital Object Identifier: https://doi.org/10.1109/TEVC.2023.3253850
Additional Links: View publication in Scopus; Accepted Manuscript in DeMontfort University Institutional Repository

Cross Domain Policy Transfer with Effect Cycle-Consistency

2024 - Accepted/In press

Zhu, R., Dai, T., Celiktutan, O.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

High Resolution Image Quality Database

2024

Huang, H., Wan, Q., Korhonen, J.

Working Papers and Discussion Papers

Digital Object Identifier: https://doi.org/10.48550/arXiv.2401.16087
Open Access: http://aura.abdn.ac.uk/bitstream/2164/22858/1/2401.16087v1.pdf

Wavelet-based Network for High Dynamic Range Imaging

2024

Dai, T., Li, W., Cao, X., Liu, J., Jia, X., Leonardis, A., Yan, Y., Yuan, S.

Computer Vision and Image Understanding, 103881

Contributions to Journals: Articles

Online: https://www.sciencedirect.com/science/article/pii/S1077314223002618
Digital Object Identifier: https://doi.org/10.1016/j.cviu.2023.103881
Open Access: http://aura.abdn.ac.uk/bitstream/2164/22160/1/Dai_Etal_CVIU_Wavelet-based_Network_For_VOR.pdf

THE BAT: Thoughts Hierarchical Enhancement Beyond Arbitrary Text Style Transfer

2024

Zeng, B., Liang, J., Hua, Y., Li, R., Deng, H., Peng, Y., Wang, R.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1007/978-981-97-5672-8_32
Additional Links: View publication in Scopus

Learning to Solve Tasks with Exploring Prior Behaviour

2023

Zhu, R., Li, S., Dai, T., Zhang, C., Celiktutan, O.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1109/IROS55552.2023.10342272
Open Access: http://aura.abdn.ac.uk/bitstream/2164/22710/1/IROS_2023.pdf

Label-free Medical Image Quality Evaluation by Semantics-aware Contrastive Learning in IoMT

2023 - E-pub ahead of print

Yi, D., Hua, Y., Murchie, P., Sharma, P.

IEEE journal of biomedical and health informatics, vol. PP, pp. 1-10

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/JBHI.2023.3340201
Open Access: http://aura.abdn.ac.uk/bitstream/2164/22588/1/Yi_etal_JBHI_Label-Free_Medical_Image_AAM.pdf
Additional Links: View publication in Scopus; https://abdn.elsevierpure.com/en/publications/0e858c37-aa5f-40fe-a830-4da1be07dccc

ProtoCaps: A Fast and Non-Iterative Capsule Network Routing Method

2023

Everett, M. A., Zhong, M., Leontidis, G.

Transactions on Machine Learning Research, pp. 1-13

Contributions to Journals: Articles

Open Access: http://aura.abdn.ac.uk/bitstream/2164/22359/1/1535_protocaps_a_fast_and_non_itera.pdf
Additional Links: https://openreview.net/pdf?id=Id10mlBjcx

LLEDA—Lifelong Self-Supervised Domain Adaptation

2023

Thota, M., Yi, D., Leontidis, G.

Knowledge-Based Systems, vol. 279, 110959

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.knosys.2023.110959
Open Access: http://aura.abdn.ac.uk/bitstream/2164/21633/1/Leontidis_KBS_2023.pdf
Additional Links: View publication in Scopus

Half of an image is enough for quality assessment

2023

You, J., Lin, Y., Korhonen, J.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1109/ICIP49359.2023.10223124