Publications | The School of Natural and Computing Sciences

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

Farm Explorer: A Tool for Calculating Transparent Greenhouse Gas Emissions

2024 - Accepted/In press

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

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

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

Accelerate Training of Personalised Multi-Task Federated Learning

2024 - Accepted/In press

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

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

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

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

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

MFANet: Mixed Feature Attention Network for Port Lane Detection

2023

Zhang, J., Su, J., Yi, D., Yang, J.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.23919/CCC58697.2023.10240831
Additional Links: View publication in Scopus

A Deep Learning Approach to Self-prioritization Processing

2023 - Accepted/In press

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

Contributions to Conferences: Papers

Open Access: http://aura.abdn.ac.uk/bitstream/2164/24005/1/Lu_etal_IEEE_A_Deep_Learning_AAM.pdf

Domain-adapted driving scene understanding with uncertainty-aware and diversified generative adversarial networks

2023 - E-pub ahead of print

Hua, Y., Sui, J., Fang, H., Hu, C., Yi, D.

CAAI Transactions on Intelligence Technology

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1049/cit2.12257
Open Access: http://aura.abdn.ac.uk/bitstream/2164/21947/1/Hua_etal_CAAITIT_Domain-adapted_Driving_Scene_VOR.pdf
Additional Links: View publication in Scopus

No-Reference Point Cloud Quality Assessment via Weighted Patch Quality Prediction

2023

Cheng, J., Su, H., Korhonen, J.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.18293/SEKE2023-185
Additional Links: View publication in Scopus

Deep Reinforcement Learning for Real-Time Assembly Planning in Robot-Based Prefabricated Construction

2023

Zhu, A., Dai, T., Xu, G., Pauwels, P., Vries, B. d., Fang, M.

IEEE Transactions on Automation Science and Engineering, vol. 20, no. 3, pp. 1515-1526

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/TASE.2023.3236805

No-Reference Point Cloud Quality Assessment via Weighted Patch Quality Prediction

2023

Cheng, J., Su, H., Korhonen, J.

Working Papers and Discussion Papers

Digital Object Identifier: https://doi.org/10.48550/arXiv.2305.07829
Open Access: http://aura.abdn.ac.uk/bitstream/2164/21031/1/2305.07829v1.pdf

Extended state observer-based nonsingular terminal sliding mode controller for a DC-DC buck converter with disturbances: theoretical analysis and experimental verification

2023

Wang, S., Li, S., Su, J., Li, J., Zhang, L.

International Journal of Control, vol. 96, no. 7, pp. 1661-1671

Contributions to Journals: Articles

Online: https://repository.essex.ac.uk/32677/
Digital Object Identifier: https://doi.org/10.1080/00207179.2022.2063192

S-JEA: Stacked Joint Embedding Architectures for Self-Supervised Visual Representation Learning

2023

Manova, A., Durrant, A., Leontidis, G.

Working Papers and Discussion Papers

Digital Object Identifier: https://doi.org/10.48550/arXiv.2305.11701
Open Access: http://aura.abdn.ac.uk/bitstream/2164/20874/1/Leontidis_arxiv_Self_supervised_learning.pdf
Additional Links: https://arxiv.org/pdf/2305.11701.pdf

HMSN: Hyperbolic Self-Supervised Learning by Clustering with Ideal Prototypes

2023

Durrant, A., Leontidis, G.

Working Papers and Discussion Papers

Online: https://arxiv.org/pdf/2305.10926.pdf
Digital Object Identifier: https://doi.org/10.48550/arXiv.2305.10926
Open Access: http://aura.abdn.ac.uk/bitstream/2164/21022/1/2305.10926.pdf

Biological survival optimization algorithm with its engineering and neural network applications

2023

Wang, L., Zhang, Q., He, X., Yang, S., Jiang, S., Dong, Y.

Soft Computing, vol. 27, pp. 6437–6463

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1007/s00500-023-07851-4
Additional Links: View publication in Scopus; Link to AAM in De Montfort University Repository

Premonition Net, a multi-timeline transformer network architecture towards strawberry tabletop yield forecasting

2023

Onoufriou, G., Hanheide, M., Leontidis, G.

Computers and Electronics in Agriculture, vol. 208, 107784

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.compag.2023.107784
Open Access: http://aura.abdn.ac.uk/bitstream/2164/20344/1/Leontidis_compag_2023_final.pdf

Eagle-YOLO: An Eagle-Inspired YOLO for Object Detection in Unmanned Aerial Vehicles Scenarios

2023

Liao, L., Luo, L., Su, J., Xiao, Z., Zou, F., Lin, Y.

Mathematics, vol. 11, no. 9, 2093

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.3390/math11092093
Open Access: http://aura.abdn.ac.uk/bitstream/2164/21356/1/Liao_M_Eagle_YOLO_An_Eagle_Inspired_VOR.pdf
Additional Links: View publication in Scopus

Handling Dynamic Multiobjective Optimization Environments via Layered Prediction and Subspace-Based Diversity Maintenance

2023

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

IEEE Transactions on Cybernetics, vol. 53, no. 4, pp. 2572 - 2585

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/TCYB.2021.3128584
Open Access: http://aura.abdn.ac.uk/bitstream/2164/19729/1/Hu_etal_IEEETC_Handling_Dynamic_Multi_AAM.pdf
Additional Links: View publication in Scopus

Fast Accurate Fish Recognition with Deep Learning Based on a Domain-Specific Large-Scale Fish Dataset

2023

Lin, Y., Chu, Z., Korhonen, J., Xu, J., Liu, X., Liu, J., Liu, M., Fang, L., Yang, W., Ghose, D., You, J.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1007/978-3-031-27077-2_40
Additional Links: View publication in Scopus

Fourier Graph Convolution Network for Time Series Prediction

2023

Liao, L., Hu, Z., Hsu, C., Su, J.

Mathematics, vol. 11, no. 7, 1649

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.3390/math11071649
Open Access: http://aura.abdn.ac.uk/bitstream/2164/21100/1/Liao_etal_mathematics_Fourier_Graph_Convolution_VOR.pdf

DKTNet: Dual-Key Transformer Network for small object detection

2023

Xu, S., Gu, J., Hua, Y., Liu, Y.

Neurocomputing, vol. 525, pp. 29-41

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.neucom.2023.01.055
Additional Links: View publication in Scopus

Real-time tracking and counting of grape clusters in the field based on channel pruning with YOLOv5s

2023

Shen, L., Su, J., He, R., Song, L., Huang, R., Fang, Y., Song, Y., Su, B.

Computers and Electronics in Agriculture, vol. 206, 107662

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.compag.2023.107662
Additional Links: View publication in Scopus

Nonintrusive Load Monitoring Based on Self-Supervised Learning

2023

Chen, S., Zhao, B., Zhong, M., Luan, W., Yu, Y.

IEEE Transactions on Instrumentation and Measurement, vol. 72, 2507113

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/TIM.2023.3246504
Additional Links: View publication in Scopus

Half of an image is enough for quality assessment

2023

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

Working Papers and Discussion Papers

Digital Object Identifier: https://doi.org/10.48550/arXiv.2301.12891

Attention-Based Deep Learning Methods for Predicting Gas Turbine Emissions

2023

Potts, R. L., Leontidis, G.

Northern Lights Deep Learning Conference 2023 (Extended Abstracts)

Contributions to Conferences: Posters

Open Access: http://aura.abdn.ac.uk/bitstream/2164/19602/1/Potts_NLDL_extended_abstract.pdf

State-of-the-art generalisation research in NLP: a taxonomy and review

2023

Hupkes, D., Giulianelli, M., Dankers, V., Artetxe, M., Elazar, Y., Pimentel, T., Christodoulopoulos, C., Lasri, K., Saphra, N., Sinclair, A., Ulmer, D., Schottmann, F., Batsuren, K., Sun, K., Sinha, K., Khalatbari, L., Ryskina, M., Technology, H., Cotterell, R., Jin, Z.

Working Papers and Discussion Papers

Digital Object Identifier: https://doi.org/10.48550/arXiv.2210.03050

Multi-stage Bias Mitigation for Individual Fairness in Algorithmic Decisions

2023

Ghadage, A., Yi, D., Coghill, G., Pang, W.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1007/978-3-031-20650-4_4
Open Access: http://aura.abdn.ac.uk/bitstream/2164/22764/1/Ghadage_etal_ANNPR_Multi_Stage_Bias_AAM.pdf
Additional Links: View publication in Scopus; Link to Conference

Lightweight deep learning methods for panoramic dental X-ray image segmentation

2022

Lin, S., Hao, X., Liu, Y., Yan, D., Liu, J., Zhong, M.

Neural Computing and Applications

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1007/s00521-022-08102-7
Open Access: http://aura.abdn.ac.uk/bitstream/2164/20259/1/Lin_etal_NCA_Lightweight_Deep_Learning_VOR.pdf
Additional Links: View publication in Scopus

Causal Effect Estimation Using Variational Information Bottleneck

2022

Lu, Z., Cheng, Y., Zhong, M., Stoian, G., Yuan, Y., Wang, G.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1007/978-3-031-20309-1_25
Additional Links: View publication in Scopus

LightNILM: Lightweight neural network methods for non-intrusive load monitoring

2022

Lu, Z., Cheng, Y., Zhong, M., Luan, W., Ye, Y., Wang, G.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1145/3563357.3566152
Additional Links: View publication in Scopus; http://nilmworkshop.org/2022/proceedings/nilm22-final65.pdf; NILM Workshop 2022

Deep learning techniques for in-core perturbation identification and localization of time-series nuclear plant measurements

2022

Papaoikonomou, A., Wingate, J., Verma, V., Durrant, A., Ioannou, G., Papagiannis, T., Yu, M., Alexandridis, G., Dokhane, A., Leontidis, G., Kollias, S., Stafylopatis, A.

Annals of Nuclear Energy, vol. 178, 109373

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.anucene.2022.109373
Open Access: http://aura.abdn.ac.uk/bitstream/2164/19087/2/Papaoikonomou_etal_Deep_learning_techniques_VOR.pdf

Improving Synthetic to Realistic Semantic Segmentation with Parallel Generative Ensembles for Autonomous Urban Driving

2022

Yi, D., Fang, H., Hua, Y., Su, J., Quddus, M. A., Han, J.

IEEE Transactions on Cognitive and Developmental Systems, vol. 14, no. 4, pp. 1496-1506

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/TCDS.2021.3117925
Open Access: http://aura.abdn.ac.uk/bitstream/2164/21837/1/Yi_etal_IEEE_Improving_Synthetic_To_AAM.pdf
Additional Links: View publication in Scopus; https://pure.roehampton.ac.uk/portal/en/publications/1fa0afdf-d77b-44e2-b247-7ac006aa210e

CaR: A Cutting and Repulsion-Based Evolutionary Framework for Mixed-Integer Programming Problems

2022

Liu, J., Wang, Y., Huang, P. Q., Jiang, S.

IEEE Transactions on Cybernetics, vol. 52, no. 12, pp. 13129 - 13141

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/TCYB.2021.3103778
Additional Links: View publication in Scopus

Machine Learning to Support Visual Auditing of Home-based Lateral Flow Immunoassay Self-Test Results for SARS-CoV-2 Antibodies

2022

Wong, N. C. K., Meshkinfamfard, S., Turbe, V., Whitaker, M., Moshe, M., Bardanzellu, A., Dai, T., Pignatelli, E., Barclay, W., Darzi, A., Elliott, P., Ward, H., Tanaka, R., Cooke, G., McKendry, R., Atchison, C., Bharath, A. A.

Communications Medicine, vol. 2, 78

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1038/s43856-022-00146-z
Open Access: http://aura.abdn.ac.uk/bitstream/2164/20296/1/Wong_etal_CM_Machine_Learning_To_VOR.pdf

Construction Repetition Reduces Information Rate in Dialogue

2022

Giulianelli, M., Sinclair, A., Fernández, R.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Online: https://aclanthology.org/2022.aacl-main.51
Digital Object Identifier: https://doi.org/10.48550/arXiv.2210.08321
Open Access: http://aura.abdn.ac.uk/bitstream/2164/23867/1/Sinclair_etal_AACL_Construction_Repetition_Reduces_VoR.pdf

Evolutionary Dynamic Multi-Objective Optimisation: A survey

2022

Jiang, S., Zou, J., Yang, S., Yao, X.

ACM Computing Surveys, vol. 55, no. 4, 76

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1145/3524495
Open Access: http://aura.abdn.ac.uk/bitstream/2164/18236/1/Jiang_etal_ACM_Evolutionary_Dynamic_Multi_AAM.pdf; http://aura.abdn.ac.uk/bitstream/2164/18236/2/Jiang_etal_ACMCS_Evolutionary_Dynamic_Multi_Objective_VoR.pdf

Smartrawl “Eye”: a vision-based technique for fish detection and species identification

2022

Yi, D., Fernandes, P. G.

MASTS Annual Science Meeting 2022

Contributions to Conferences: Abstracts

Online: https://masts.ac.uk/wp-content/uploads/2022/11/all-presented-talk-abstracts.pdf
Additional Links: https://masts.ac.uk/wp-content/uploads/2022/11/MASTS-ASM-2022-programme-FINAL.pdf

Nonlinear ESO-based vibration control for an all-clamped piezoelectric plate with disturbances and time delay: Design and hardware implementation

2022

Li, S., Zhang, L., Zhu, C., Su, J., Li, J.

Journal of intelligent material systems and structures, vol. 33, no. 8

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1177/1045389X221085629

Fine-grained RNN with Transfer Learning for Energy Consumption Estimation on EVs

2022

Hua, Y., Sevegnani, M., Yi, D., Birnie, A., Mcaslan, S.

IEEE Transactions on Industrial Informatics, vol. 18, no. 11, pp. 8182-8190

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/TII.2022.3143155
Open Access: http://aura.abdn.ac.uk/bitstream/2164/22523/1/Hua_etal_IEETII_Fine_Grained_RNN_AAM.pdf
Additional Links: View publication in Scopus

EDLaaS: Fully Homomorphic Encryption Over Neural Network Graphs for Vision and Private Strawberry Yield Forecasting

2022

Onoufriou, G., Hanheide, M., Leontidis, G.

Sensors, vol. 2022, no. 22, 8124

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.3390/s22218124
Open Access: http://aura.abdn.ac.uk/bitstream/2164/19424/1/sensors_22_08124.pdf

Adversarial Attacks against Blind Image Quality Assessment Models

2022

Korhonen, J., You, J.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1145/3552469.3555715
Additional Links: View publication in Scopus

Simulating Visual Mechanisms by Sequential Spatial-Channel Attention for Image Quality Assessment

2022

You, J., Korhonen, J.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1145/3552469.3555714
Additional Links: View publication in Scopus

Progressive Multi-Scale Fusion Network for RGB-D Salient Object Detection

2022

Ren, G., Xie, Y., Dai, T., Stathaki, T.

Computer Vision and Image Understanding, vol. 223, 103529

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.cviu.2022.103529
Open Access: http://aura.abdn.ac.uk/bitstream/2164/20459/1/Ren_etal_CVIU_Progressive_Multi_Scale_Fusion_VoR.pdf
Additional Links: http://dx.doi.org/10.1016/j.cviu.2022.103529

LevDoom: A Benchmark for Generalization on Level Difficulty in Reinforcement Learning

2022

Tomilin, T., Dai, T., Fang, M., Pechenizkiy, M.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1109/cog51982.2022.9893707
Additional Links: http://dx.doi.org/10.1109/cog51982.2022.9893707; https://ieee-cog.org/2022/assets/papers/paper_30.pdf

Structural Persistence in Language Models: Priming as a Window into Abstract Language Representations

2022

Sinclair, A., Jumelet, J., Zuidema, W., Fernández, R.

Transactions of the Association for Computational Linguistics, vol. 10, pp. 1031-1050

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1162/tacl_a_00504
Open Access: http://aura.abdn.ac.uk/bitstream/2164/20553/1/Sinclair_etal_TACL_Structural_Persistance_In_VoR.pdf
Additional Links: https://aclanthology.org/2022.tacl-1.60/

A Survey on Imitation Learning Techniques for End-to-End Autonomous Vehicles

2022

Le Mero, L., Yi, D., Dianati, M., Mouzakitis, A.

IEEE Transactions on Intelligent Transportation Systems, vol. 23, no. 9, pp. 14128-14147

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1109/TITS.2022.3144867
Open Access: http://aura.abdn.ac.uk/bitstream/2164/22693/1/Mero_etal_IEEETOITS_A_Survey_On_AAM.pdf

Identifying veraison process of colored wine grapes in field conditions combining deep learning and image analysis

2022

Shen, L., Chen, S., Mi, Z., Su, J., Huang, R., Song, Y., Fang, Y., Su, B.

Computers and Electronics in Agriculture, vol. 200, 107268

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.compag.2022.107268
Open Access: http://aura.abdn.ac.uk/bitstream/2164/21329/1/Shen_etal_CEA_Identifying_Veraison_Process_AAM.pdf

Solving dynamic multi-objective problems using polynomial fitting-based prediction algorithm

2022

Zhang, Q., He, X., Yang, S., Dong, Y., Song, H., Jiang, S.

Information Sciences, vol. 610, pp. 868-886

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.ins.2022.08.020
Open Access: http://aura.abdn.ac.uk/bitstream/2164/21495/1/Zhang_etal_IS_Solving_Dynamic_Multi_AAM.pdf

Fusing attention mechanism with Mask R-CNN for instance segmentation of grape cluster in the field

2022

Shen, L., Su, J., Huang, R., Quan, W., Song, Y., Fang, Y., Su, B.

Frontiers in plant science, vol. 13, 934450

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.3389/fpls.2022.934450
Open Access: http://aura.abdn.ac.uk/bitstream/2164/18915/1/Shen_etal_FPS_Fusing_Attention_Mechanism_VoR.pdf

AnaLog: Testing Analytical and Deductive Logic Learnability in Language Models

2022

Ryb, S., Giulianelli, M., Sinclair, A., Fernández, R.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.18653/v1/2022.starsem-1.5
Open Access: http://aura.abdn.ac.uk/bitstream/2164/22056/1/Ryb_etal_ACLA_AnaLog_Testing_Analytical_VoR.pdf

A Text Multi-label Classification Scheme Based on Resampling and Ensemble Learning

2022

Wang, T., Weng, T., Ji, J., Zhong, M., Zhang, B.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1007/978-3-031-06761-7_6
Additional Links: View publication in Scopus

Analysing Deep Reinforcement Learning Agents Trained with Domain Randomisation

2022

Dai, T., Arulkumaran, K., Gerbert, T., Tukra, S., Behbahani, F., Bharath, A. A.

Neurocomputing, vol. 493, pp. 143-165

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.neucom.2022.04.005
Open Access: http://aura.abdn.ac.uk/bitstream/2164/19707/1/Dai_etal_Analysing_deep_reinforcement_VOR.pdf
Additional Links: http://dx.doi.org/10.1016/j.neucom.2022.04.005

A Semantic Representation Scheme for Medical Dispute Judgment Documents Based on Elements Extraction

2022

An, S., Wang, T., Wang, L., Zhong, M., Zhang, B.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier: https://doi.org/10.1007/978-3-031-06788-4_34
Additional Links: View publication in Scopus

Hyperspherically Regularized Networks for Self-Supervision

2022

Durrant, A., Leontidis, G.

Image and Vision Computing, vol. 124, 104494

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.imavis.2022.104494
Open Access: http://aura.abdn.ac.uk/bitstream/2164/18828/1/Durrant_final_version.pdf

Machine learning for analysis of real nuclear plant data in the frequency domain

2022

Kollias, S., Yu, M., Wingate, J., Durrant, A., Leontidis, G., Alexandridis, G., Stafylopatis, A., Mylonakis, A., Vinai, P., Demaziere, C.

Annals of Nuclear Energy, vol. 177, 109293

Contributions to Journals: Articles

Digital Object Identifier: https://doi.org/10.1016/j.anucene.2022.109293
Open Access: http://aura.abdn.ac.uk/bitstream/2164/18771/2/Kollias_etal_ANE_Machine_Learning_for_VOR.pdf

AI-enabled Safe and Efficient Food Supply Chain

2022

Kollias, S., Ye, X., Yu, M., Duan, W., Leontidis, G., Swainson, M., Pearson, S.

Research Excellence Framework (REF) 2021. 5 pages.

Other Contributions: Other Contributions

Online: https://results2021.ref.ac.uk/impact/6399af09-1465-4629-bd02-f46b90077dc6?page=1
Open Access: http://aura.abdn.ac.uk/bitstream/2164/18757/1/Impact_case_study_University_of_Lincoln_11_AI_enabled_Safe_and_Efficient_.pdf

Learning with Capsules: A Survey

2022

Ribeiro, F. D. S., Duarte, K., Everett, M. A., Leontidis, G., Shah, M.

Working Papers and Discussion Papers

Digital Object Identifier: https://doi.org/10.48550/arXiv.2206.02664