Article

Kollias, Stefanos, Arsenos, Anastasios and Kollias, Dimitrios (2023) A Deep Neural Architecture for Harmonizing 3-D Input Data Analysis and Decision Making in Medical Imaging. Neurocomputing, 542 . ISSN 0925-2312

Abdal Hafeth, Deema, Kollias, Stefanos and Ghafoor, Mubeen (2023) Semantic Representations with Attention Networks for Boosting Image Captioning. IEEE Access, 11 . pp. 40230-40239. ISSN 2169-3536

Gong, Liyun, Yu, Miao, Cutsuridis, Vassilis, Kollias, Stefanos and Pearson, Simon (2022) A Novel Model Fusion Approach for Greenhouse Crop Yield Prediction. Horticulturae, 9 (1). ISSN 2311-7524

Kollias, Stefanos, Yu, Miao and Wingate, James (2022) Machine Learning for Analysis of Real Nuclear Plant Data in the Frequency Domain. Annals of Nuclear Energy, 177 (109293). ISSN 0306-4549

Gong, Liyun, Yu, Miao, Jiang, Shouyong, Cutsuridis, Vassilis, Kollias, Stefanos and Pearson, Simon (2021) Studies of evolutionary algorithms for the reduced Tomgro model calibration for modelling tomato yields. Smart Agricultural Technology, 1 . p. 100011. ISSN 2772-3755

Gong, Liyun, Yu, Miao, Zhu, Ming, Clifford, Ross, Duff, Carol, Ye, Xujiong and Kollias, Stefanos (2021) A novel computer vision based data driven modelling approach for person specific fall detection. Journal of Ambient Intelligence and Smart Environments, 13 (5). ISSN 1876-1364

Thota, Mamatha, Swainson, Mark, Kollias, Stefanos and Leontidis, Georgios (2020) Multi-Source Domain Adaptation for Quality Control in Retail Food Packaging. Computers in Industry, 123 . p. 103293. ISSN 0166-3615

Kollias, Stefanos, Bidaut, Luc, Wingate, James and Kollia, Ilianna (2020) A Unified Deep Learning Approach for Prediction of Parkinson’s Disease. IET Image Processing, 14 (10). pp. 1980-1989. ISSN 1751-9659

Jiang, Shouyong, Kaiser, Marcus, Yang, Shengxiang, Kollias, Stefanos and Krasnogor, Natalio (2020) A Scalable Test Suite for Continuous Dynamic Multiobjective Optimization. IEEE Transactions on Cybernetics, 50 (6). pp. 2814-2826. ISSN 2168-2267

De Sousa Ribeiro, Fabio, Caliva, Francesco, Swainson, Mark, Gudmundsson, Kjartan, Leontidis, Georgios and Kollias, Stefanos (2020) Deep Bayesian Self-Training. Neural Computing and Applications, 32 (9). pp. 4275-4291. ISSN 0941-0643

Chen, Bowei, Huang, Jingmin, Huang, Yufei, Kollias, Stefanos and Yue, Shigang (2020) Combining guaranteed and spot markets in display advertising: Selling guaranteed page views with stochastic demand. European Journal of Operational Research, 280 (3). pp. 1144-1159. ISSN 0377-2217

Gong, Liyun, Thota, Mamatha, Yu, Miao, Duan, Wenting, Swainson, Mark, Ye, Xujiong and Kollias, Stefanos (2020) A novel unified deep neural networks methodology for use by date recognition in retail food package image. Signal, Image and Video Processing . ISSN 1863-1711

Durrant, Aiden, Leontidis, Georgios and Kollias, Stefanos (2019) 3D Convolutional and Recurrent Neural Networks for Reactor Perturbation Unfolding and Anomaly Detection. EPJ Nuclear Sciences & Technologies, 5 . p. 20. ISSN 2491-9292

Papanelopoulos, Nikos, Avrithis, Yannis and Kollias, Stefanos (2019) Revisiting the Medial Axis for Planar Shape Decomposition. Computer Vision and Image Understanding, 179 . pp. 66-78. ISSN 1077-3142

Chatzifotis, Anargyros, Zarpalas, Dimitrios, Kollias, Stefanos and Daras, Petros (2019) DeepMoCap: Deep Optical Motion Capture Using Multiple Depth Sensors and Retro-Reflectors. Sensors, 19 (2). p. 282. ISSN 1424-8220

Caliva, Francesco, De Sousa Ribeiro, Fabio, Mylonakis, Antonios, Demaziere, Christophe, Vinai, Paolo, Leontidis, Georgios and Kollias, Stefanos (2018) A deep learning approach to anomaly detection in nuclear reactors. 2018 International Joint Conference on Neural Networks (IJCNN) . ISSN 2161-4393

De Sousa Ribeiro, Fabio, Gong, Liyun, Caliva, Francesco, Gudmundsson, Kjartan, Swainson, Mark, Yu, Miao, Leontidis, Georgios, Ye, Xujiong and Kollias, Stefanos (2018) An End-to-End Deep Neural Architecture for Optical Character Verification and Recognition in Retail Food Packaging. 2018 25th IEEE International Conference on Image Processing (ICIP) . pp. 2376-2380. ISSN 2381-8549

Kollias, Dimitrios, Tagaris, Athanasios, Stafylopatis, Andreas, Kollias, Stefanos and Tagaris, Georgios (2018) Deep neural architectures for prediction in healthcare. Complex & Intelligent Systems, 4 (2). pp. 119-131. ISSN 2199-4536

De Sousa Ribeiro, Fabio, Caliva, Francesco, Swainson, Mark, Gudmundsson, Kjartan, Leontidis, Georgios and Kollias, Stefanos (2018) An adaptable deep learning system for optical character verification in retail food packaging. 2018 IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS) . pp. 1-8. ISSN 2473-4691

Raftopoulos, Konstantinos A., Kollias, Stefanos, Sourlas, Dionysios D. and Ferecatu, Marin (2018) On the beneficial effect of noise in vertex localization. International Journal of Computer Vision, 126 (1). pp. 111-139. ISSN 0920-5691

Varytimidis, Christos, Rapantzikos, Konstantinos, Avrithis, Yannis and Kollias, Stefanos (2016) a-shapes for local feature detection. Pattern Recognition, 50 (2). pp. 56-73. ISSN 0031-3203

Asteriadis, Stylianos, Karpouzis, Kostas and Kollias, Stefanos (2014) Visual focus of attention in non-calibrated environments using gaze estimation. International Journal of Computer Vision, 107 (3). pp. 293-316. ISSN 0920-5691

Tolias, George, Kalantidis, Yannis, Avrithis, Yannis and Kollias, Stefanos (2014) Towards large-scale geometry indexing by feature selection. Computer Vision and Image Understanding, 120 (3). pp. 31-45. ISSN 1077-3142

Book Section

Kollias, Dimitrios, Yu, Miao, Tagaris, Athanasios, Leontidis, Georgios, Kollias, Stefanos and Stafylopatis, Andreas-Georgios (2017) Adaptation and contextualization of deep neural network models. In: 2017 IEEE Symposium Series on Computational Intelligence (SSCI). IEEE, pp. 1-8. ISBN UNSPECIFIED

Simou, Nikolaos, Chortaras, Alexandros, Stamou, George and Kollias, Stefanos (2017) Enriching and publishing cultural heritage as linked open data. In: Mixed reality and gamification for cultural heritage. Springer. ISBN 9783319496061

Vlachostergiou, Aggeliki, Marandianos, George and Kollias, Stefanos (2017) From Conditional Random Field (CRF) to Rhetorical Structure Theory (RST): incorporating context information in sentiment analysis. In: The semantic web: ESWC satellite events. Lecture Notes in Computer Science . Springer, pp. 283-298. ISBN 9783319704067

Conference or Workshop contribution

Kollias, Stefanos (2024) Self-Supervised Learning for Visual Relationship Detection through MaskednBounding Box Reconstruction. In: Winter Conference on Applications of Computer Vision (WACV), 4 - 8 January 2024, WAIKOLOA, HAWAII.

McCall, Sheldon, Yu, Miao, Gong, Liyun, Yue, Shigang and Kollias, Stefanos (2023) Enhancing Fall Detection Accuracy with a Transfer Learning-Aided Transformer Model using Computer Vision. In: ICMLHM 2023 : International Conference on Machine Learning for Healthcare and Medicine, 4 - 5 December 2023, Tokyo, Japan.

Kollias, Dimitrios, Arsenos, Anastasios and Kollias, Stefanos (2022) AI-MIA: COVID-19 Detection and Severity Analysis through Medical Imaging. In: ECCV 2022, 23-27/10/2022, Tel Aviv Israel.

Arsenos, Anastasios, Kollias, Dimitrios and Kollias, Stefanos (2022) A Large Imaging Database and Novel Deep Neural Architecture for Covid-19 Diagnosis. In: 2022 IEEE 14th Image, Video, and Multidimensional Signal Processing Workshop, June 26-29, 2022, Nafplio, Greece.

De Sousa Ribeiro, Fabio, Leontidis, George and Kollias, Stefanos (2020) Introducing Routing Uncertainty in Capsule Networks. In: 2020 Conference on Neural Information Processing Systems, December 6-12, 2020, Vancouver, Canada.

De Sousa Ribeiro, Fabio, Leontidis, Georgios and Kollias, Stefanos (2020) Capsule Routing via Variational Bayes. In: Thirty-fourth AAAI Conference on Artificial Intelligence, 7-12 February 2020, New York, USA.

Demaziere, Christophe, Mylonakis, Antonios, Vinai, Paolo, Durrant, Aiden, De Sousa Ribeiro, Fabio, Wingate, James, Leontidis, Georgios and Kollias, Stefanos (2020) Neutron Noise-based Anomaly Classification and Localization using Machine Learning. In: International Conference on Physics of Reactors (PHYSOR) 2020.

Durrant, Aiden, Leontidis, Georgios and Kollias, Stefanos (2019) Conference: 3D Convolutional and Recurrent Neural Networks for Reactor Perturbation Unfolding and Anomaly Detection. In: 9th European Commission Conference on EURATOM Research and Training in Safety of Reactor Systems, 4-7 June 2019, Romania.

Yu, Miao, Gong, Liyun, Clifford, Ross, Duff, Carol, Ye, Xujiong and Kollias, Stefanos (2019) A monocular camera based person-specific fall detection system exploiting deep neural network aided unsupervised. In: IEEE International Conference on Acoustics, Speech, and Signal Processing.

De Sousa Ribeiro, Fabio, Caliva, Francesco, Chionis, Dionysios, Dokhane, Abdelhamid, Mylonakis, Antonios, Demaziere, Christophe, Leontidis, Georgios and Kollias, Stefanos (2018) Towards a Deep Unified Framework for Nuclear Reactor Perturbation Analysis. In: Computational Intelligence (SSCI), 2018 IEEE Symposium Series on.

McGinty, Jason, Kollias, Stefanos and Leontidis, Georgios (2018) Optimising remedial outcomes for Gas Turbines through large scale data analysis. In: Modelling in Industrial Maintenance and Reliability, 10th IMA International Conference on, 13-15 June 2018, Manchester.

Demazière, C., Vinai, P., Hursin, M., Kollias, S. and Herb, J. (2017) Noise-based core monitoring and diagnostics: overview of the cortex project. In: Advances in Reactor Physics 2017, 6 - 9 Dec 2017, Mumbai, India.

Vlachostergiou, Aggeliki, Marandianos, George and Kollias, Stefanos (2017) Context incorporation using context-aware language features. In: European Conference on Signal Processing, 28/8-2/9/2017, Kos, Greece.

Goudelis, Georgios, Tsatiris, Georgios, Karpouzis, Kostas and Kollias, Stefanos (2017) 3D Cylindrical Trace Transform based feature extraction for effective human action classification. In: IEEE International Conference on Computational Intelligence in games, 25 - 28 Aug 2017, New York City, USA.

Vlachostergiou, Aggeliki, Marandianos, George and Kollias, Stefanos (2017) From HCI and affective computing to sentiment analysis: extending the pool of context-aware features in affective-aware systems. In: 8th International Conference on Human Factors and Ergonomics 2017, 17-21 July 2017, Los Angeles, CA, USA.

Kollias, Stefanos, Varytimidis, Christos, Tsatiris, Georgios and Rapantzikos, Konstantinos (2016) A systemic approach to automatic metadata extraction from multimedia content. In: IEEE Symposium Series on Computational Intelligence SSCI 2016, December 6-9, 2016, Athens, Greece.

Varytimidis, Christos, Rapantzikos, Kostas, Loukas, Constantinos and Kollias, Stefanos (2016) Surgical video retrieval using deep neural networks. In: M2CAI 2016, 21 October 2016, Athens, Greece.