![Oktay Karakus](https://profiles-cardiff.imgix.net/attachments/1585?w=200&h=200&auto=format&crop=faces&fit=crop&q=90")
Dr Oktay Karakus
Lecturer
School of Computer Science and Informatics
- KarakusO@cardiff.ac.uk
- +44 29225 14927
- Abacws, Room 2.21, Senghennydd Road, Cathays, Cardiff, CF24 4AG
- Available for postgraduate supervision
Overview
I am a Lecturer (Assistant Professor) working primarily on statistical computational imaging with applications to remote sensing and medical imaging. For more details please visit my personal or Google scholar pages.
Publication
2024
- Binlajdam, R. et al. 2024. Integrate a heterogeneous set of data toward developing a Forest Health Index: A review. Working paper. N/A.
2023
- Duman, A., Karakuş, O., Sun, X., Thomas, S., Powell, J. and Spezi, E. 2023. RFS+: A clinically adaptable and computationally efficient strategy for enhanced brain tumor segmentation. Cancers 15(23), article number: 5620. (10.3390/cancers15235620)
- Karakuş, O. 2023. On advances, challenges and potentials of remote sensing image analysis in marine debris and suspected plastics monitoring. Frontiers in Remote Sensing 4, article number: 1302384. (10.3389/frsen.2023.1302384)
- Hewitt, J. H. and Karakus, O. 2023. A machine learning approach for player and position adjusted expected goals in football (soccer). Franklin Open 4, article number: 100034. (10.1016/j.fraope.2023.100034)
- Hao, P., Karakus, O. and Achim, A. 2023. A hybrid particle-stochastic map filter. Signal Processing 207, article number: 108969. (10.1016/j.sigpro.2023.108969)
- Rowley, A. and Karakus, O. 2023. Predicting air quality via multimodal AI and satellite imagery. Remote Sensing of Environment 293, article number: 113609. (10.1016/j.rse.2023.113609)
- Booth, H., Ma, W. and Karakuş, O. 2023. High-precision density mapping of marine debris and floating plastics via satellite imagery. Scientific Reports 13, article number: 6822. (10.1038/s41598-023-33612-2)
- Guerra, A. and Karakuş, O. 2023. Sentiment analysis for measuring hope and fear from Reddit posts during the 2022 Russo-Ukrainian conflict. Frontiers in Artificial Intelligence 6, article number: 1163577. (10.3389/frai.2023.1163577)
- Yang, T., Karakus, O., Anantrasirichai, N. and Achim, A. 2023. Current advances in computational lung ultrasound imaging: a review. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control 70(1), pp. 2-15. (10.1109/TUFFC.2022.3221682)
2022
- Ma, W., Karakuş, O. and Rosin, P. L. 2022. AMM-FuseNet: attention-based multi-modal image fusion network for land cover mapping. Remote Sensing 14(18), article number: 4458. (10.3390/rs14184458)
- Rizaev, I., Karakus, O., Hogan, J. S. and Achim, A. 2022. Modeling and SAR imaging of the sea surface: A review of the state-of-the-art with simulations. ISPRS Journal of Photogrammetry and Remote Sensing 187, pp. 120-140. (10.1016/j.isprsjprs.2022.02.017)
- Karakus, O., Kuruoglu, E. E. and Achim, A. 2022. A generalized Gaussian extension to the Rician distribution for SAR image modeling. IEEE Transactions on Geoscience and Remote Sensing 60, article number: 5205615. (10.1109/TGRS.2021.3069091)
- Karakus, O., Kuruoglu, E. E., Achim, A. M. and Altinkaya, M. A. 2022. Cauchy-Rician model for backscattering in urban SAR images. IEEE Geoscience and Remote Sensing Letters 19, article number: 4504905. (10.1109/LGRS.2022.3146370)
2021
- Karakus, O. and Achim, A. 2021. On solving SAR imaging inverse problems using nonconvex regularization with a cauchy-based penalty. IEEE Transactions on Geoscience and Remote Sensing 59(7), pp. 5828-5840. (10.1109/tgrs.2020.3011631)
- Mayo, P., Karakus, O., Holmes, R. and Achim, A. 2021. Representation learning via Cauchy Convolutional Sparse Coding. IEEE Access 9, pp. 100447-100459. (10.1109/ACCESS.2021.3096643)
- Karakus, O., Kuruoglu, E. and Achim, A. 2021. A modification of Rician distribution for SAR image modelling. Presented at: 13th European Conference on Synthetic Aperture Radar (EUSAR 2021), Virtual, 29 March - 01 April 2021EUSAR 2021; 13th European Conference on Synthetic Aperture Radar, Vol. 2021-M. pp. 587-592.
- Ma, W., Achim, A. and Karakus, O. 2021. Exploiting the dual-tree complex wavelet transform for ship wake detection in SAR imagery. Presented at: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2021), Toronto, ON, Canada, 6-11 June 2021ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, (10.1109/ICASSP39728.2021.9414898)
- Karakus, O., Rizaev, I. and Achim, A. 2021. A simulation study to evaluate the performance of the cauchy proximal operator in despeckling SAR images of the sea surface. Presented at: 2020 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Waikoloa, HI, USA, 26 September - 02 October 2020IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium. pp. 1568-1571., (10.1109/IGARSS39084.2020.9323696)
2020
- Karakus, O., Anantrasirichai, N., Basarab, A. and Achim, A. 2020. A non-convex regularization based line artefact quantification method in lung ultrasound imagery for pulmonary disease evaluation. The Journal of the Acoustical Society of America 148(4), pp. 2735-2735. (10.1121/1.5147598)
- Karakus, O., Anantrasirichai, N., Aguersif, A., Silva, S., Basarab, A. and Achim, A. 2020. Detection of line artifacts in lung ultrasound images of COVID-19 patients via nonconvex regularization. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control 67(11), pp. 2218-2229. (10.1109/tuffc.2020.3016092)
- Karakus, O., Mayo, P., Member, S. and Achim, A. 2020. Convergence guarantees for non-convex optimisation with Cauchy-based penalties. IEEE Transactions on Signal Processing 68, pp. 6159-6170. (10.1109/TSP.2020.3032231)
- Yang, T., Karakus, O. and Achim, A. 2020. Detection of ship wakes in sar imagery using cauchy regularisation. Presented at: 27th IEEE International Conference on Image Processing (ICIP 2020), United Arab Emirates, 25-28 October 20202020 IEEE International Conference on Image Processing (ICIP). IEEE pp. 3473-3477., (10.1109/icip40778.2020.9190920)
- Karakus, O. and Achim, A. 2020. QuantLUS - CPS v1.0. University of Bristol. Available at: http://doi.org/10.5523/BRIS.Z47PFKWQIVFJ2D0QHYQ7V3U1I
- Achim, A. and Karakus, O. 2020. Cauchy proximal splitting (CPS). University of Bristol. Available at: https://doi.org/10.5523/bris.15y437loa26cr2nx8gnn3l4hzi
- Karakus, O., Kuruoglu, E. E. and Achim, A. 2020. Modelling sea clutter in sar images using Laplace-Rician distribution. Presented at: 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Barcelona, Spain, 04-08 May 2020ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vol. 2020-M. IEEE pp. 1454-1458., (10.1109/ICASSP40776.2020.9053289)
- Karakus, O. and Achim, A. 2020. AssenSAR wake detector. University of Bristol. Available at: http://doi.org/10.5523/BRIS.F2Q4T5PQLIX62SV5NTVQ51YJY
2017
- Karakus, O., Kuruglu, E. E. and Altinkaya, M. A. 2017. Bayesian Volterra system identification using reversible jump MCMC algorithm. Signal Processing 141, pp. 125-136. (10.1016/j.sigpro.2017.05.031)
- Karakus, O., Kuruoglu, E. and Altinkaya, M. 2017. Nonlinear model selection for PARMA processes using RJMCMC. Presented at: EUSIPCO 2017: 25th European Signal Processing Conference (EUSIPCO), 28 August-2 September 20172017 25th European Signal Processing Conference (EUSIPCO). IEEE pp. 2056-2060., (10.23919/EUSIPCO.2017.8081571)
- Karakus, O., Kuruoğlu, E. E. and Altınkaya, M. A. 2017. One-day ahead wind speed/power prediction based on polynomial autoregressive model. IET Renewable Power Generation 11(11), pp. 1430-1439. (10.1049/iet-rpg.2016.0972)
- Karakus, O., Kuruoglu, E. E. and Altinkaya, M. A. 2017. One-day ahead wind speed/power prediction based on polynomial autoregressive model. IET Renewable Power Generation 11(11), pp. 1430-1439. (10.1049/iet-rpg.2016.0972)
2016
- Karakus, O., Kuruoglu, E. E. and Altinkaya, M. A. 2016. Bayesian estimation of polynomial moving average models with unknown degree of nonlinearity. Presented at: 24th European Signal Processing Conference (EUSIPCO), Budapest, Hungary, 29 Aug-2 Sept 201624th European Signal Processing Conference (EUSIPCO). pp. 1543-1547., (10.1109/EUSIPCO.2016.7760507)
2015
- Karakus, O., Kuruoglu, E. E. and Altinkaya, M. A. 2015. Estimation of the nonlinearity degree for polynomial autoregressive processes with RJMCMC. Presented at: 2015 European Signal Processing Conference (EUSIPCO 2015), 31 August-4 September 20152015 23rd European Signal Processing Conference (EUSIPCO). IEEE pp. 958-962., (10.1109/eusipco.2015.7362524)
- Karakus, O., Kuruoglu, E. E. and Altinkaya, M. A. 2015. Long term wind speed prediction with polynomial autoregressive model. Presented at: 23nd Signal Processing and Communications Applications Conference (SIU), Malatya, Turkey, 16-19 May 201523nd Signal Processing and Communications Applications Conference. IEEE pp. 645-648., (10.1109/SIU.2015.7129907)
- Karakus, O., Kuruoglu, E. E. and Altinkaya, M. A. 2015. Long term wind speed prediction with polynomial autoregressive model. Presented at: 23rd Signal Processing and Communications Applications Conference (SIU 2015), 16-19 May 20152015 23nd Signal Processing and Communications Applications Conference (SIU). IEEE, (10.1109/siu.2015.7129907)
2014
- Ozbek, N., Ertan, G. and Karakus, O. 2014. Perceptual quality evaluation of asymmetric stereo video coding for efficient 3D rate scaling. Turkish Journal of Electrical Engineering and Computer Sciences 2014(22), pp. 663-678. (10.3906/elk-1209-53)
2013
- Karakus, O., Altinkaya, M. A. and Kilicaslan, K. 2013. The effect of convolutional encoder memory on the sphere decoding search radius in MIMO systems. Presented at: 21st Signal Processing and Communications Applications Conference (SIU), 24-26 April 20132013 21st Signal Processing and Communications Applications Conference (SIU). IEEE, (10.1109/siu.2013.6531238)
- Karakus, O. 2013. The performance comparison of European DTTV standards with LDPC-encoded-DVB-T standard under AWGN channel. Presented at: International Computer Symposium ICS 2012, 12-14 December 2012 Presented at Chang, R., Jain, L. C. and Peng, S. eds.Advances in Intelligent Systems and Applications - Volume 1: Proceedings of the International Computer Symposium ICS 2012 Held at Hualien, Taiwan, December 12–14, 2012. Smart Innovation, Systems and Technologies pp. 683-691., (10.1007/978-3-642-35452-6_69)
2012
- Karakus, O. and Ozen, S. 2012. European terrestrial digital television standards performance comparison under AWGN channel. Presented at: 20th Signal Processing and Communications Applications Conference (SIU), Mugla, Turkey, 18-20 April 201220th Signal Processing and Communications Applications Conference. IEEE pp. 1-4., (10.1109/SIU.2012.6204570)
- Karakus, O. and Ozen, S. 2012. European Terrestrial Digital Television standards performance comparison under AWGN channel. Presented at: 20th Signal Processing and Communications Applications Conference (SIU), 18-20 April 20122012 20th Signal Processing and Communications Applications Conference (SIU). IEEE, (10.1109/siu.2012.6204570)
2011
- Ozbek, N., Ertan, G. and Karakus, O. 2011. Interactive quality assessment for asymmetric coding of 3D video. Presented at: 2011 3DTV-Conference: The True Vision - Capture, Transmission and Display of 3D Video (3DTV-CON 2011), 16-18 May 20112011 3DTV Conference: The True Vision - Capture, Transmission and Display of 3D Video (3DTV-CON). IEEE, (10.1109/3DTV.2011.5877199)
Articles
- Duman, A., Karakuş, O., Sun, X., Thomas, S., Powell, J. and Spezi, E. 2023. RFS+: A clinically adaptable and computationally efficient strategy for enhanced brain tumor segmentation. Cancers 15(23), article number: 5620. (10.3390/cancers15235620)
- Karakuş, O. 2023. On advances, challenges and potentials of remote sensing image analysis in marine debris and suspected plastics monitoring. Frontiers in Remote Sensing 4, article number: 1302384. (10.3389/frsen.2023.1302384)
- Hewitt, J. H. and Karakus, O. 2023. A machine learning approach for player and position adjusted expected goals in football (soccer). Franklin Open 4, article number: 100034. (10.1016/j.fraope.2023.100034)
- Hao, P., Karakus, O. and Achim, A. 2023. A hybrid particle-stochastic map filter. Signal Processing 207, article number: 108969. (10.1016/j.sigpro.2023.108969)
- Rowley, A. and Karakus, O. 2023. Predicting air quality via multimodal AI and satellite imagery. Remote Sensing of Environment 293, article number: 113609. (10.1016/j.rse.2023.113609)
- Booth, H., Ma, W. and Karakuş, O. 2023. High-precision density mapping of marine debris and floating plastics via satellite imagery. Scientific Reports 13, article number: 6822. (10.1038/s41598-023-33612-2)
- Guerra, A. and Karakuş, O. 2023. Sentiment analysis for measuring hope and fear from Reddit posts during the 2022 Russo-Ukrainian conflict. Frontiers in Artificial Intelligence 6, article number: 1163577. (10.3389/frai.2023.1163577)
- Yang, T., Karakus, O., Anantrasirichai, N. and Achim, A. 2023. Current advances in computational lung ultrasound imaging: a review. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control 70(1), pp. 2-15. (10.1109/TUFFC.2022.3221682)
- Ma, W., Karakuş, O. and Rosin, P. L. 2022. AMM-FuseNet: attention-based multi-modal image fusion network for land cover mapping. Remote Sensing 14(18), article number: 4458. (10.3390/rs14184458)
- Rizaev, I., Karakus, O., Hogan, J. S. and Achim, A. 2022. Modeling and SAR imaging of the sea surface: A review of the state-of-the-art with simulations. ISPRS Journal of Photogrammetry and Remote Sensing 187, pp. 120-140. (10.1016/j.isprsjprs.2022.02.017)
- Karakus, O., Kuruoglu, E. E. and Achim, A. 2022. A generalized Gaussian extension to the Rician distribution for SAR image modeling. IEEE Transactions on Geoscience and Remote Sensing 60, article number: 5205615. (10.1109/TGRS.2021.3069091)
- Karakus, O., Kuruoglu, E. E., Achim, A. M. and Altinkaya, M. A. 2022. Cauchy-Rician model for backscattering in urban SAR images. IEEE Geoscience and Remote Sensing Letters 19, article number: 4504905. (10.1109/LGRS.2022.3146370)
- Karakus, O. and Achim, A. 2021. On solving SAR imaging inverse problems using nonconvex regularization with a cauchy-based penalty. IEEE Transactions on Geoscience and Remote Sensing 59(7), pp. 5828-5840. (10.1109/tgrs.2020.3011631)
- Mayo, P., Karakus, O., Holmes, R. and Achim, A. 2021. Representation learning via Cauchy Convolutional Sparse Coding. IEEE Access 9, pp. 100447-100459. (10.1109/ACCESS.2021.3096643)
- Karakus, O., Anantrasirichai, N., Basarab, A. and Achim, A. 2020. A non-convex regularization based line artefact quantification method in lung ultrasound imagery for pulmonary disease evaluation. The Journal of the Acoustical Society of America 148(4), pp. 2735-2735. (10.1121/1.5147598)
- Karakus, O., Anantrasirichai, N., Aguersif, A., Silva, S., Basarab, A. and Achim, A. 2020. Detection of line artifacts in lung ultrasound images of COVID-19 patients via nonconvex regularization. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control 67(11), pp. 2218-2229. (10.1109/tuffc.2020.3016092)
- Karakus, O., Mayo, P., Member, S. and Achim, A. 2020. Convergence guarantees for non-convex optimisation with Cauchy-based penalties. IEEE Transactions on Signal Processing 68, pp. 6159-6170. (10.1109/TSP.2020.3032231)
- Karakus, O., Kuruglu, E. E. and Altinkaya, M. A. 2017. Bayesian Volterra system identification using reversible jump MCMC algorithm. Signal Processing 141, pp. 125-136. (10.1016/j.sigpro.2017.05.031)
- Karakus, O., Kuruoğlu, E. E. and Altınkaya, M. A. 2017. One-day ahead wind speed/power prediction based on polynomial autoregressive model. IET Renewable Power Generation 11(11), pp. 1430-1439. (10.1049/iet-rpg.2016.0972)
- Karakus, O., Kuruoglu, E. E. and Altinkaya, M. A. 2017. One-day ahead wind speed/power prediction based on polynomial autoregressive model. IET Renewable Power Generation 11(11), pp. 1430-1439. (10.1049/iet-rpg.2016.0972)
- Ozbek, N., Ertan, G. and Karakus, O. 2014. Perceptual quality evaluation of asymmetric stereo video coding for efficient 3D rate scaling. Turkish Journal of Electrical Engineering and Computer Sciences 2014(22), pp. 663-678. (10.3906/elk-1209-53)
Conferences
- Karakus, O., Kuruoglu, E. and Achim, A. 2021. A modification of Rician distribution for SAR image modelling. Presented at: 13th European Conference on Synthetic Aperture Radar (EUSAR 2021), Virtual, 29 March - 01 April 2021EUSAR 2021; 13th European Conference on Synthetic Aperture Radar, Vol. 2021-M. pp. 587-592.
- Ma, W., Achim, A. and Karakus, O. 2021. Exploiting the dual-tree complex wavelet transform for ship wake detection in SAR imagery. Presented at: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2021), Toronto, ON, Canada, 6-11 June 2021ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, (10.1109/ICASSP39728.2021.9414898)
- Karakus, O., Rizaev, I. and Achim, A. 2021. A simulation study to evaluate the performance of the cauchy proximal operator in despeckling SAR images of the sea surface. Presented at: 2020 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Waikoloa, HI, USA, 26 September - 02 October 2020IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium. pp. 1568-1571., (10.1109/IGARSS39084.2020.9323696)
- Yang, T., Karakus, O. and Achim, A. 2020. Detection of ship wakes in sar imagery using cauchy regularisation. Presented at: 27th IEEE International Conference on Image Processing (ICIP 2020), United Arab Emirates, 25-28 October 20202020 IEEE International Conference on Image Processing (ICIP). IEEE pp. 3473-3477., (10.1109/icip40778.2020.9190920)
- Karakus, O., Kuruoglu, E. E. and Achim, A. 2020. Modelling sea clutter in sar images using Laplace-Rician distribution. Presented at: 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Barcelona, Spain, 04-08 May 2020ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vol. 2020-M. IEEE pp. 1454-1458., (10.1109/ICASSP40776.2020.9053289)
- Karakus, O., Kuruoglu, E. and Altinkaya, M. 2017. Nonlinear model selection for PARMA processes using RJMCMC. Presented at: EUSIPCO 2017: 25th European Signal Processing Conference (EUSIPCO), 28 August-2 September 20172017 25th European Signal Processing Conference (EUSIPCO). IEEE pp. 2056-2060., (10.23919/EUSIPCO.2017.8081571)
- Karakus, O., Kuruoglu, E. E. and Altinkaya, M. A. 2016. Bayesian estimation of polynomial moving average models with unknown degree of nonlinearity. Presented at: 24th European Signal Processing Conference (EUSIPCO), Budapest, Hungary, 29 Aug-2 Sept 201624th European Signal Processing Conference (EUSIPCO). pp. 1543-1547., (10.1109/EUSIPCO.2016.7760507)
- Karakus, O., Kuruoglu, E. E. and Altinkaya, M. A. 2015. Estimation of the nonlinearity degree for polynomial autoregressive processes with RJMCMC. Presented at: 2015 European Signal Processing Conference (EUSIPCO 2015), 31 August-4 September 20152015 23rd European Signal Processing Conference (EUSIPCO). IEEE pp. 958-962., (10.1109/eusipco.2015.7362524)
- Karakus, O., Kuruoglu, E. E. and Altinkaya, M. A. 2015. Long term wind speed prediction with polynomial autoregressive model. Presented at: 23nd Signal Processing and Communications Applications Conference (SIU), Malatya, Turkey, 16-19 May 201523nd Signal Processing and Communications Applications Conference. IEEE pp. 645-648., (10.1109/SIU.2015.7129907)
- Karakus, O., Kuruoglu, E. E. and Altinkaya, M. A. 2015. Long term wind speed prediction with polynomial autoregressive model. Presented at: 23rd Signal Processing and Communications Applications Conference (SIU 2015), 16-19 May 20152015 23nd Signal Processing and Communications Applications Conference (SIU). IEEE, (10.1109/siu.2015.7129907)
- Karakus, O., Altinkaya, M. A. and Kilicaslan, K. 2013. The effect of convolutional encoder memory on the sphere decoding search radius in MIMO systems. Presented at: 21st Signal Processing and Communications Applications Conference (SIU), 24-26 April 20132013 21st Signal Processing and Communications Applications Conference (SIU). IEEE, (10.1109/siu.2013.6531238)
- Karakus, O. 2013. The performance comparison of European DTTV standards with LDPC-encoded-DVB-T standard under AWGN channel. Presented at: International Computer Symposium ICS 2012, 12-14 December 2012 Presented at Chang, R., Jain, L. C. and Peng, S. eds.Advances in Intelligent Systems and Applications - Volume 1: Proceedings of the International Computer Symposium ICS 2012 Held at Hualien, Taiwan, December 12–14, 2012. Smart Innovation, Systems and Technologies pp. 683-691., (10.1007/978-3-642-35452-6_69)
- Karakus, O. and Ozen, S. 2012. European terrestrial digital television standards performance comparison under AWGN channel. Presented at: 20th Signal Processing and Communications Applications Conference (SIU), Mugla, Turkey, 18-20 April 201220th Signal Processing and Communications Applications Conference. IEEE pp. 1-4., (10.1109/SIU.2012.6204570)
- Karakus, O. and Ozen, S. 2012. European Terrestrial Digital Television standards performance comparison under AWGN channel. Presented at: 20th Signal Processing and Communications Applications Conference (SIU), 18-20 April 20122012 20th Signal Processing and Communications Applications Conference (SIU). IEEE, (10.1109/siu.2012.6204570)
- Ozbek, N., Ertan, G. and Karakus, O. 2011. Interactive quality assessment for asymmetric coding of 3D video. Presented at: 2011 3DTV-Conference: The True Vision - Capture, Transmission and Display of 3D Video (3DTV-CON 2011), 16-18 May 20112011 3DTV Conference: The True Vision - Capture, Transmission and Display of 3D Video (3DTV-CON). IEEE, (10.1109/3DTV.2011.5877199)
Datasets
- Karakus, O. and Achim, A. 2020. QuantLUS - CPS v1.0. University of Bristol. Available at: http://doi.org/10.5523/BRIS.Z47PFKWQIVFJ2D0QHYQ7V3U1I
- Achim, A. and Karakus, O. 2020. Cauchy proximal splitting (CPS). University of Bristol. Available at: https://doi.org/10.5523/bris.15y437loa26cr2nx8gnn3l4hzi
- Karakus, O. and Achim, A. 2020. AssenSAR wake detector. University of Bristol. Available at: http://doi.org/10.5523/BRIS.F2Q4T5PQLIX62SV5NTVQ51YJY
Monographs
- Binlajdam, R. et al. 2024. Integrate a heterogeneous set of data toward developing a Forest Health Index: A review. Working paper. N/A.
Research
My research area spans computer vision, engineering and applied statistics, and specifically is focused on Bayesian signal and image processing, statistical learning, inverse problems, object detection and tracking in images, convex/non-convex optimisation, Markov chain Monte Carlo (MCMC) methods, and uncertainty quantification.
Even though coming from an electronics engineering background, up to date, I have conducted research on the statistical learning and inference approaches in detail and tried to apply my findings to various real-life measurements such as wind speed, earthquake acceleration, telecommunication system noise and channel modelling, as well as synthetically generated data sets.
I have also had the chance to work in the statistical computational imaging area during my time at the University of Bristol, which has equipped me with statistical image processing, remote sensing and probabilistic computational imaging algorithm development.
Teaching
I am the module lead for modules of:
- CMT309 - Computational Data Science
- CMT314 - Data Science Foundations
- CMT315 - Statistical Programming
Biography
I am a Lecturer (analogous to Assistant Professor) in the School of Computer Science and Informatics at Cardiff University. I received my B.Sc. degree in electronics engineering (with Honours) from Istanbul Kültür University, Turkey in 2009. Then, I received my M.Sc. and Ph.D. degrees in electronics and communication engineering from the İzmir Institute of Technology (IZTECH), Turkey, in 2012 and 2018, respectively. I have been awarded the 2020 IEEE Turkey Ph.D. Thesis Award.
Before joining Cardiff University, between 2018 and 2021, I was with the Department of Electrical & Electronic Engineering at the University of Bristol as a Postdoctoral Research Associate.
I have co-authored over 40 scientific publications and am a member of IEEE and IEEE Signal Processing Society.
Honours and awards
- 2020 PhD Thesis Award / the Institute of Electrical and Electronics Engineers (IEEE) Turkey Section
- 2017 International PhD Fellow / The Scientific and Technological Research Council of Turkey (TUBITAK)/Turkey
- 2012 – 2017 PhD Scholar / The Scientific and Technological Research Council of Turkey (TUBITAK)/Turkey
- 2012 Graduate Scholar / Turkcell Academy, Technology Leaders/Turkey
- 2009 – 2011 MSc Scholar / The Scientific and Technological Research Council of Turkey (TUBITAK)/Turkey
- 2009 Top student of the Department of Electronics Engineering / 3.80/4.00 GPA / Istanbul Kultur University / Turkey
- 2007 – 2009 High Honour Student / Istanbul Kultur University / Turkey
Professional memberships
- 2018 – Member, the Institute of Electrical and Electronics Engineers (IEEE)
- 2018 – Member, the Institute of Electrical and Electronics Engineers (IEEE) "Signal Processing Society"
Academic positions
- 2018 - 2021: Research Associate in Image Processing, University of Bristol
- 2012 - 2018: Research Assistant - Izmir Institute of Technology (IZTECH), Turkey
- 2017 – 2017 Visiting Scholar - Istituto di Scienza e Tecnologie dell'Informazione (ISTI)/The Consiglio Nazionale delle Ricerche (CNR)/Pisa, Italy
- 2009 - 2012: Research Assistant - Yasar University, Turkey.
Committees and reviewing
- 2021 – Editorial Board, Digital Signal Processing: A Review Journal/Elsevier
- 2020 – Reviewer, Applied Ocean Research/Elsevier
- 2020 – Reviewer, Transactions on Signal Processing/IEEE
- 2020 – Reviewer, Transactions on Computational Imaging / IEEE
- 2020 – Reviewer, Remote Sensing of Environment / Elsevier
- 2019 – Reviewer, Neural Processing Letters /Springer
- 2019 – Reviewer, Remote Sensing / MDPI
- 2019 – Reviewer, Sensors / MDPI
- 2018 – Reviewer, Transactions on Image Processing/IEEE
- 2018 – Reviewer, Transactions on Geoscience and Remote Sensing/IEEE
- 2018 – Reviewer, Transactions on Control Systems Technology /IEEE
- 2018 – Reviewer, Transactions on Sustainable Energy / IEEE
- 2017 – Reviewer, Digital Signal Processing: A Review Journal/Elsevier
- 2017 – Reviewer, Transactions on Power Systems/IEEE
Supervisions
I am interested in supervising PhD students in the areas of:
- Remote Sensing Computational Imaging for Environmental Problems
- Statistical Computational Imaging
- Sport Analytics
- Bayesian Deep Learning
- Uncertainty Quantification for Images
- Irreversible Bayesian Sampling
If you are interested in working with me for your postgrad degree (MSc or PhD) you can directly connect with me via karakuso@cardiff.ac.uk
I am also accepting PhD students for application via the China Scholarship Council Ph.D. Scholarships.
Current Supervision
Ph.D. Co-Supervision
- Pengcheng Hao (UoB - 50%) - Target tracking in synthetic aperture radar video sequences - 11/2018 - ...
- Tianqi Yang (UoB - 30%) - Machine Learning for Lung Ultrasound Imagery Applications - 10/2020 - ...
- Wanli Ma (Cardiff - 80%) - Remote Sensing Image Fusion for Environmental Applications (ReSIF) - 10/2021 - ...
- Zien Ma (Cardiff - 40%) - Magnetic Resonance Spectroscopy - 10/2021 - ...
- Jianqiao Weng (Cardiff - 40%) - Anomaly Detection - 10/2022 - ...
- Benjamin Wiriyapong (Cardiff - 60%) - Variational Bayes - 01/2023 - ...
- Samuel Everest (Cardiff - 51%) - Explainable AI - 07/2023
Current supervision
Benjamin Wiriyapong
Research student
Research themes
Specialisms
- Satellite remote sensing
- Machine learning
- Environmental assessment and monitoring
- Data science
- sport analytics