Machine Learning

Research output

Research output per year 2018 2018 2019 2020 2021 2022 2023 2024 2024

• 5024 Citations
• 130 Article
• 71 Published conference contribution
• 13 Preprint
• 8 Conference presentation (Unpublished paper)
• 21 More
  • 4 Other contribution
  • 4 Abstract
  • 3 Poster
  • 2 Conference article
  • 2 Working paper
  • 1 Commissioned Report
  • 1 Chapter
  • 1 Other
  • 1 Editorial
  • 1 Letter
  • 1 Website, Blog, Social Media

Research output per year

Research output per year

Search results

• 2024

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

  Li, Y. (Corresponding Author), Sharma, P., Leontidis, G. & Yi, D., 19 Nov 2024, (Accepted/In press) In: Lecture Notes in Electrical Engineering.

  Research output: Contribution to journal › Conference article › peer-review

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

  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., 16 Nov 2024, In: Sensors. 24, 2024, 16 p., 7327.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Artificial Intelligence 100%
  • Data Infrastructure 100%
  • Use Case 100%
  • Food Sector 100%
  • Food Industry 50%

• Farm Explorer: A Tool for Calculating Transparent Greenhouse Gas Emissions

  Markovic, M., Germano, S., Garijo, D., Edwards, P., Li, A., Ayall, T. A., Ramsey, R. & Leontidis, G., 11 Nov 2024, CEUR Workshop Proceedings.

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  Open Access

  • Greenhouse Gas 100%
  • Gas Emission 100%
  • Emissions 100%
  • Greenhouse Gas Emission 100%
  • W3C PROV 50%

• LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations

  Alkhalefi, M. A. M. A. A., Leontidis, G. & Zhong, M., 15 Oct 2024, In: Transactions on Machine Learning Research. p. 1-16 16 p., 3016.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Visual Representation 100%
  • Original Image 100%
  • Contrastive Learning 100%
  • Representation Learning 66%
  • Instance Discrimination 33%

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

  Tian, Z., Liu, H., Mi, D., Yi, D. & Li, Q., 29 Sept 2024, Man-Machine-Environment System Engineering - Proceedings of the 24th Conference on MMESE. Long, S., Dhillon, B. S. & Ye, L. (eds.). Springer Science and Business Media Deutschland GmbH, p. 555-561 7 p. (Lecture Notes in Electrical Engineering; vol. 1256 LNEE).

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  • Long Short-Term Memory Network 100%
  • Short-Term Memory 100%
  • Long Short-Term Memory 100%
  • Electrocardiogram Data 100%
  • Convolutional Neural Network 33%

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

  Ji, Q., Liu, H., Tian, Z., Wang, S., Li, Q. & Yi, D., 29 Sept 2024, Man-Machine-Environment System Engineering - Proceedings of the 24th Conference on MMESE. Long, S., Dhillon, B. S. & Ye, L. (eds.). Springer Science and Business Media Deutschland GmbH, p. 469-473 5 p. (Lecture Notes in Electrical Engineering; vol. 1256 LNEE).

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  • Skeleton-based 100%
  • Object Boundary 100%
  • Skeleton Extraction 66%

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

  Li, N., Chen, H., Sun, Z., Gao, J., Yi, D., Liu, C. & Su, J., 17 Sept 2024, Proceedings of the 43rd Chinese Control Conference, CCC 2024. Na, J. & Sun, J. (eds.). IEEE Computer Society, p. 7292-7297 6 p. (Chinese Control Conference, CCC).

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  • Real-time Semantic Segmentation 100%
  • Solar Array 75%
  • Horizontal Deviation 33%
  • Image Center 33%
  • SegNet 33%

• Gated Transformer Representing Region Importance for Image Quality Assessment

  You, J., Lin, Y. & Korhonen, J., 9 Sept 2024, 2024 International Joint Conference on Neural Networks, IJCNN 2024 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 8 p. (Proceedings of the International Joint Conference on Neural Networks).

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  • Image Quality Assessment 100%
  • Neural Network 100%
  • Shedding 100%
  • Deep Neural Network 50%
  • Convolutional Neural Network 25%

• Evolutionary Multi/Many-Objective Optimisation via Bilevel Decomposition

  Jiang, S., Guo, J., Wang, Y. & Yang, S., Sept 2024, In: IEEE/CAA Journal of Automatica Sinica. 11, 9, p. 1973-1986 14 p.

  Research output: Contribution to journal › Article › peer-review

  • Multi-Objective Optimization 100%
  • Many-Objective Optimization 100%
  • Multiobjective Optimization Problem 100%
  • Objective Optimization 100%
  • Bilevel Decomposition 100%

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

  Lawal, M. & Yi, D. (Corresponding Author), 1 Oct 2024, In: Computers in Biology and Medicine. 181, 12 p., 109047.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Channel Aggregation 100%
  • Segmentation Information 50%
  • Kvasir Dataset 33%
  • Polar Transformation 33%
  • Minimal Operation 33%
  2 Downloads (Pure)

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

  Ji, Q., Liu, H. (Corresponding Author), Tian, Z., Wang, S. (Corresponding Author), Li, Q. & Yi, D., 7 Aug 2024, In: Bioengineering. 11, 8, 27 p., 801.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Ships 100%
  • Tangent Circles 100%
  • Skeleton 66%
  • Blood Vessels 66%
  • Circle Algorithm 50%
  2 Downloads (Pure)

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

  Jalili Dargalusani, S. (Corresponding Author), Leontidis, G., Cauvin, S., Gormley, K., Stone, M. & Neilson, R., 1 Aug 2024, In: Journal of Environmental Management. 365, 121491.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Field Case Study 100%
  • Technical Documents 50%
  • Safety Risk Criteria 50%
  • Export Pipeline 50%
  • Multi-criteria Decision 50%
  3 Downloads (Pure)

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

  Zhang, J., Li, J., Liu, H., Wang, H. (Corresponding Author), Yi, D., Liu, X. (Corresponding Author) & Li, Q., 1 Aug 2024, In: Measurement Science and Technology. 35, 8, 24 p., 086013 .

  Research output: Contribution to journal › Article › peer-review

  • Robust Distance 100%
  • Illumination Map Estimation 100%
  • Map Estimation 100%
  • Matching Network 100%
  • Infrared LED 66%
  1 Citation (Scopus)

• Object-Centric Learning with Capsule Networks: A Survey

  De Sousa Ribeiro, F., Duarte, K., Everett, M. A., Leontidis, G. & Shah, M., 22 Jul 2024, In: ACM Computing Surveys. 56, 11, 43 p., 291.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Representation Learning 100%
  • Fundamental Concept 100%
  • Graph Representation Learning 100%
  • Computer Vision 100%
  • Learning Objects 100%
  1 Citation (Scopus)

  3 Downloads (Pure)

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

  Khanal, B., Dai, T., Bhattarai, B. & Linte, C. A., 18 Jul 2024, (Accepted/In press).

  Research output: Contribution to conference › Conference presentation (Unpublished paper) › peer-review

  • Robust Training 100%
  • Label Refinement 100%
  • Image Classification 100%
  • Face 100%
  • Noisy Samples 66%

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

  Ji, Q., Liu, H. (Corresponding Author), Tian, Z., Wang, S., Li, Q. & Yi, D., 26 Jun 2024, (Accepted/In press) In: Bioengineering.

  Research output: Contribution to journal › Article › peer-review

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

  Mckone, J. E., Lambrou, T., Ye, X. & Brown, J. M., 20 Jun 2024, In: Frontiers in Computer Science. 6, 11 p., 1386514.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Principal Axis 100%
  • Response Assessment in Neuro-Oncology Criteria 66%
  • Segmentation Method 33%
  • Larger Quantity 33%
  • Bounding Box 33%

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

  Beddows, M. A. & Leontidis, G., 2 Jun 2024, In: Agriculture. 14, 6, 23 p., 883.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Yield Prediction 100%
  • Strawberry Yield 100%
  • Machine Learning System 100%
  • Global-local 100%
  • Informed Machine Learning 100%
  1 Citation (Scopus)

  7 Downloads (Pure)

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

  Zhu, L., Cheng, J., Wang, X., Su, H. (Corresponding Author), Yang, H., Yuan, H. & Korhonen, J., 30 May 2024, (E-pub ahead of print) In: IEEE Transactions on Multimedia. 14 p.

  Research output: Contribution to journal › Article › peer-review

  • Quality Assessment 100%
  • Point Cloud 100%
  • Sampling 100%
  • Evaluation Method 50%
  • Assessment Task 20%
  2 Citations (Scopus)

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

  Yi, D. (Corresponding Author), Ahmedov, H. B., Jiang, S., Li, Y., Flinn, S. J. & Fernandes, P. G., 28 May 2024, In: Neurocomputing. 583, 10 p., 127488.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Segmentation Framework 100%
  • Group Normalization 100%
  • Convolutional Neural Network 100%
  • Instance Segmentation 100%
  • Mask Region-Based Convolutional Neural Network 100%
  4 Citations (Scopus)

  1 Downloads (Pure)

• Enhanced Affinity Propagation Clustering on Heterogeneous Information Network

  Rajan, D., Jiang, S. (Corresponding Author), Yi, D., Pang, W. & Coghill, G., 19 May 2024, Advances in Computational Intelligence Systems: Contributions Presented at the 21st UK Workshop on Computational Intelligence, September 7-9, 2022, Sheffield, UK. Panoutsos, G., Mahfouf, M. & Mihaylova, L. S. (eds.). Cham: Springer , p. 334-346 13 p. (Advances in Intelligent Systems and Computing; vol. 1454).

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  Open Access

  File

  • Affinity Propagation Clustering 100%
  • Affinity Propagation 100%
  • AP Clustering 40%
  • AP Algorithm 40%
  • Similarity Matrix 40%
  1 Downloads (Pure)

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

  Li, A. H., Markovic, M., Edwards, P. & Leontidis, G., 15 May 2024, In: Expert Systems with Applications. 242, p. 1-12 12 p., 122847.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Yield Data 100%
  • Yield Prediction 100%
  • Data Sharing 100%
  • Model Pruning 100%
  • Federated Learning 100%
  6 Citations (Scopus)

  7 Downloads (Pure)

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

  Brewer, M. & Leontidis, G., 9 May 2024, Scottish Environment, Food and Agriculture Research Institutes (SEFARI). 4 p.

  Research output: Book/Report › Commissioned Report

  Open Access

  File

  • Natural Resource 100%
  • Artificial Intelligence 100%
  • Scottish Government 100%
  • Natural Resources 100%
  • Natural Agriculture 100%
  1 Downloads (Pure)

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

  Lin, Y., Xie, S., Ghose, D., Liu, X., You, J., Korhonen, J., Liu, J. & Dash, S. P., 3 May 2024, In: IEEE Access. 12, p. 59807 - 59817 11 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Deep Face 100%
  • Tetraodontidae 100%
  • Deep Learning Method 100%
  • Texture Pattern 25%
  • Unique Representation 25%
  1 Citation (Scopus)

  1 Downloads (Pure)

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

  Alkhalefi, M. A. M. A. A. (Corresponding Author), Leontidis, G. & Zhong, M., 24 Apr 2024, In: Transactions on Machine Learning Research. p. 1-17 17 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Trivial Solution 100%
  • Positive Instance 100%
  • Embedding Space 100%
  • Semi-supervised Learning 50%
  • Task Detection 50%
  6 Downloads (Pure)

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

  Nanyan, L., Chen, H., Sun, Z., Gao, J., Yi, D., Liu, C. & Su, J., 1 Apr 2024, (Accepted/In press).

  Research output: Contribution to conference › Conference presentation (Unpublished paper) › peer-review

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

  Yi, D. (Corresponding Author), Baltov, P., Hua, Y., Philip, S. & Sharma, P. K., Apr 2024, In: IEEE journal of biomedical and health informatics. 28, 4, p. 1959 - 1970 12 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Microvascular Lesions 100%
  • Compound Scaling 100%
  • Lesion Segmentation 100%
  • Imbalanced Data 50%
  • Detection Process 50%
  4 Citations (Scopus)

  7 Downloads (Pure)

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

  Xu, S., Zhang, L., Jiang, G., Hua, Y. & Liu, Y., 26 Mar 2024, In: Computers, Materials and Continua. 78, 3, p. 3021-3039 19 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • 3D Point Cloud Semantic Segmentation 100%
  • Prototype Enhancement 100%
  • Few-shot 100%
  • Multi-prototype 75%
  • Object Segmentation 50%
  6 Downloads (Pure)

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

  Lin, Y., Ghose, D., Korhonen, J., You, J. & Dash, S. P., 25 Mar 2024, 2023 IEEE International Conference on E-Health Networking, Application and Services, Healthcom 2023. Institute of Electrical and Electronics Engineers Inc., p. 333-335 3 p. (2023 IEEE International Conference on E-Health Networking, Application and Services, Healthcom 2023).

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  • Learning Model 100%
  • Artificial Intelligence 100%
  • Neural Network 100%
  • Decision-Making Process 100%
  • Deep Learning Method 100%
  1 Citation (Scopus)

• High Resolution Image Quality Database

  Huang, H., Wan, Q. & Korhonen, J., 18 Mar 2024, 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2024 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3105-3109 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  Open Access

  File

  • Image Quality Database 100%
  • High-resolution Image 100%
  • Resolution Image 100%
  • Image Quality 100%
  • Evaluation Method 100%
  2 Downloads (Pure)

• LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations

  Alkhalefi, M. A. M. A. A., Leontidis, G. & Zhong, M., 11 Mar 2024, ArXiv, p. 1-16, 16 p.

  Research output: Working paper › Preprint

  Open Access

  File

  • Contrastive Learning 100%
  • Visual Representation 100%
  • Representation Learning 75%
  • Data Augmentation 50%
  • Instance Discrimination 50%
  6 Downloads (Pure)

• Segment Anything Model (SAM) for Automatic Crater Detection

  Giannakis, I., Bhardwaj, A., Sam, L. & Leontidis, G., 11 Mar 2024, p. 21146.

  Research output: Contribution to conference › Abstract › peer-review

  Open Access

  File

  • Machine Learning 100%
  • Morphology 33%
  • Planetary Data 33%
  • Crater Identification 33%
  • Universal Classifier 33%
  1 Downloads (Pure)

• Temporal properties of self-prioritization

  Lu, Z. (Corresponding Author), He, X., Yi, D. & Sui, J., 9 Mar 2024, In: Entropy. 26, 3, 20 p., 242.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Cognitive Process 100%
  • Top-Down Feedback 100%
  • Feedback Modulation 66%
  • Top-down Feedback 66%
  • Information Processing 50%
  3 Citations (Scopus)

  5 Downloads (Pure)

• Masked Capsule Autoencoders

  Everett, M. A., Zhong, M. & Leontidis, G., 7 Mar 2024, ArXiv, 15 p.

  Research output: Working paper › Preprint

  Open Access

  File

  • Capsule Autoencoder 100%
  • State of the Art 100%
  • Neural Network 100%
  • Network Benefits 12%
  7 Downloads (Pure)

• A multi-farm global to local expert-informed machine learning system for strawberry yield forecasting

  Beddows, M. A. & Leontidis, G., 4 Mar 2024, SSRN, p. 1-33, 33 p.

  Research output: Working paper › Preprint

  Open Access

  File

  • Yield Prediction 100%
  • Strawberry Yield 100%
  • Machine Learning System 100%
  • Global-local 100%
  • Informed Machine Learning 100%
  7 Downloads (Pure)

• Smartphone-based extendable telematic data collection app

  Peter, T. I., Reiter, E. & Yi, D., Mar 2024, In: Software Impacts. 19, 7 p., 100601.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Transport 100%
  • Transport Safety 100%
  • Telematics 100%
  • Driving Behavior 100%
  • Marine Safety 100%
  6 Downloads (Pure)

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

  Zhao, X., Yang, Z., Dai, T., Zhang, B. & Xiao, J., 27 Feb 2024, (Accepted/In press) IEEE/CVF Computer Vision and Pattern Recognition Conference.

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

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

  Shuai, Y., Xin, N., Hasan, M. M., Hu, B., Dai, T. & Liu, H. (Corresponding Author), 21 Feb 2024, Proceedings - 2023 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery, CyberC 2023. Institute of Electrical and Electronics Engineers Inc., p. 27-31 5 p.

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  • Traditional Method 100%
  • Remote Sensing Image 100%
  • Convolutional Neural Network 100%
  • Land Use 100%
  • Classification Efficiency 100%

• An improved brain storm optimization with chunking-grouping method

  Guo, J. (Corresponding Author), Gao, C., Jiang, S., Xie, W. (Corresponding Author) & Wu, Z., 15 Feb 2024, In: Concurrency and Computation: Practice and Experience. 36, 4, 20 p., e7924.

  Research output: Contribution to journal › Article › peer-review

  • Brain Storm Optimization 100%
  • Optimisation Variant 100%
  • Learning Mechanism 100%
  • CEC 2014 25%
  • Intelligence Algorithm 25%

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

  Hu, Y., Zheng, J. (Corresponding Author), Jiang, S., Yang, S., Zou, J. (Corresponding Author) & Wang, R., 1 Feb 2024, In: IEEE Transactions on Evolutionary Computation. 28, 1, p. 238-251 14 p.

  Research output: Contribution to journal › Abstract › peer-review

  • Dynamic multi-objective Optimization 100%
  • Distance-based 100%
  • Mahalanobis Distance 100%
  • Stochastics 100%
  • Environmental Degradation 33%
  7 Citations (Scopus)

• Cross Domain Policy Transfer with Effect Cycle-Consistency

  Zhu, R., Dai, T. & Celiktutan, O., 31 Jan 2024, (Accepted/In press) IEEE International Conference on Robotics and Automation. IEEE Explore

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

• High Resolution Image Quality Database

  Huang, H., Wan, Q. & Korhonen, J., 29 Jan 2024, ArXiv, 5 p.

  Research output: Working paper › Preprint

  Open Access

  File

  • Resolution Image 100%
  • Image Quality 100%
  • Evaluation Method 100%
  • Image Quality Assessment 62%
  • Assessment Model 50%
  8 Downloads (Pure)

• Wavelet-based Network for High Dynamic Range Imaging

  Dai, T. (Corresponding Author), Li, W., Cao, X., Liu, J., Jia, X., Leonardis, A., Yan, Y. & Yuan, S., 1 Jan 2024, In: Computer Vision and Image Understanding. 103881.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Frequency Signal 100%
  • High Dynamic Range Imaging 100%
  • High-frequency Signal 50%
  • Guided Upsampling 50%
  • Foreground Motion 50%
  2 Citations (Scopus)

  6 Downloads (Pure)

• THE BAT: Thoughts Hierarchical Enhancement Beyond Arbitrary Text Style Transfer

  Zeng, B., Liang, J., Hua, Y., Li, R., Deng, H., Peng, Y. & Wang, R., 2024, Advanced Intelligent Computing Technology and Applications - 20th International Conference, ICIC 2024, Proceedings. Huang, D.-S., Si, Z. & Zhang, C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 376-388 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14878 LNAI).

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  • Arbitrary-shaped Text 100%
  • Large Language Model 100%
  • Generative Pre-Trained Transformer 4 40%
  • Prompt Template 28%
  • Context Information 20%
• 2023

  Learning to Solve Tasks with Exploring Prior Behaviour

  Zhu, R., Li, S., Dai, T., Zhang, C. & Celiktutan, O., 13 Dec 2023, 2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE Explore, p. 7501-7507 7 p. (IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)).

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  Open Access

  File

  • Drawer 100%
  • Behavior (Neuroscience) 100%
  • Navigation Task 33%
  • Example-based Control 33%
  • Reinforcement Learning 16%
  3 Downloads (Pure)

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

  Yi, D., Hua, Y. (Corresponding Author), Murchie, P. & Sharma, P., 7 Dec 2023, (E-pub ahead of print) In: IEEE journal of biomedical and health informatics. PP, p. 1-10 10 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Quality Evaluation 100%
  • Image Quality 100%
  • Contrastive Learning 100%
  • Image Quality Assessment 100%
  • Medical Image Quality Assessment 100%
  1 Citation (Scopus)

  11 Downloads (Pure)

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

  Everett, M. A., Zhong, M. & Leontidis, G., 6 Dec 2023, In: Transactions on Machine Learning Research. p. 1-13 13 p., 1535.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Network Routing 100%
  • Routing Method 100%
  • Capsule Network 100%
  • Iterative Routing 100%
  • Neural Network 100%
  4 Downloads (Pure)

• LLEDA—Lifelong Self-Supervised Domain Adaptation

  Thota, M., Yi, D. & Leontidis, G. (Corresponding Author), 4 Nov 2023, In: Knowledge-Based Systems. 279, 11 p., 110959.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Hippocampus 100%
  • Neural Network 50%
  • Past Memory 50%
  • Memory Replay 50%
  3 Citations (Scopus)

  4 Downloads (Pure)

• Half of an image is enough for quality assessment

  You, J., Lin, Y. & Korhonen, J., Oct 2023, 2023 IEEE International Conference on Image Processing (ICIP). IEEE Press, p. 61-65 5 p.

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  • Overall Image 100%
  • Semantic Measures 100%
  • Saliency Measure 100%

• MFANet: Mixed Feature Attention Network for Port Lane Detection

  Zhang, J., Su, J., Yi, D. & Yang, J., 18 Sept 2023, 2023 42nd Chinese Control Conference, CCC 2023. IEEE Computer Society, p. 8633-8638 6 p. (Chinese Control Conference, CCC; vol. 2023-July).

  Research output: Chapter in Book/Report/Conference proceeding › Published conference contribution

  • Experimental Result 100%
  • Computational Efficiency 100%
  • Constrains 100%
  • Real World Application 100%
  • Autonomous System 100%