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2022

Conference Publication

Necessary but not sufficient: assurance mechanisms for enhancing trust in AI-enabled job screening

Lockey, Steve, Gillespie, Nicole, Curtis, Caitlin, Bingley, William, Worthy, Peter, Haslam, Alexander, Steffens, Niklas, Bialkowski, Alina, Ko, Ryan and Wiles, Janet (2022). Necessary but not sufficient: assurance mechanisms for enhancing trust in AI-enabled job screening. 82nd Annual Meeting of the Academy of Management, Seattle, WA United States, 5-9 August 2022. Briarcliff Manor, NY United States: Academy of Management. doi: 10.5465/ambpp.2022.10638abstract

Necessary but not sufficient: assurance mechanisms for enhancing trust in AI-enabled job screening

2022

Conference Publication

Explainable deep learning for medical imaging models through class specific semantic dictionaries

Layton, Harrison, Shrapnel, Sally and Bialkowski, Alina (2022). Explainable deep learning for medical imaging models through class specific semantic dictionaries. International Conference on Digital Image Computing: Techniques and Applications (DICTA), Sydney, NSW, Australia, 30 November 2022 - 02 December 2022. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/DICTA56598.2022.10034639

Explainable deep learning for medical imaging models through class specific semantic dictionaries

2022

Conference Publication

Unified framework for effective knowledge distillation in single-stage object detectors

Saha, Aninda, Bialkowski, Alina and Khalifa, Sara (2022). Unified framework for effective knowledge distillation in single-stage object detectors. International Conference on Digital Image Computing: Techniques and Applications (DICTA), Sydney, NSW, Australia, 30 November 2022 - 02 December 2022. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/DICTA56598.2022.10034590

Unified framework for effective knowledge distillation in single-stage object detectors

2022

Conference Publication

Feature similarity and its correlation with accuracy in knowledge distillation

Saha, Aninda, Bialkowski, Alina and Khalifa, Sara (2022). Feature similarity and its correlation with accuracy in knowledge distillation. International Conference on Digital Image Computing: Techniques and Applications (DICTA), Sydney, NSW, Australia, 30 November 2022 - 02 December 2022. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/DICTA56598.2022.10034621

Feature similarity and its correlation with accuracy in knowledge distillation

2021

Other Outputs

Machine learning onboard satellites

SmartSat, Saha, Aninda , Sun, Yu , Bialkowski, Alina , Nguyen, Kien , Qin, A. Kai and Fookes, Clinton (2021). Machine learning onboard satellites. Adelaide, Australia: SmartSat Cooperative Research Centre.

Machine learning onboard satellites

2021

Journal Article

Case Report: preliminary images from an electromagnetic portable brain scanner for diagnosis and monitoring of acute stroke

Cook, David, Brown, Helen, Widanapathirana, Isuravi, Shah, Darshan, Walsham, James, Trakic, Adnan, Zhu, Guohun, Zamani, Ali, Guo, Lei, Brankovic, Aida, Al-Saffar, Ahmed, Stancombe, Anthony, Bialkowski, Alina, Nguyen, Phong, Bialkowski, Konstanty, Crozier, Stuart and Abbosh, Amin (2021). Case Report: preliminary images from an electromagnetic portable brain scanner for diagnosis and monitoring of acute stroke. Frontiers in Neurology, 12 765412, 765412. doi: 10.3389/fneur.2021.765412

Case Report: preliminary images from an electromagnetic portable brain scanner for diagnosis and monitoring of acute stroke

2021

Other Outputs

Apparatus and process for medical imaging

Abbosh, Amin, Afasri, Arman, Zamani, Ali, Bialkowski, Alina, Zhu, Guohun, Nguyen, Thanh Phong, Guo, Lei and Wang, Yifan (2021). Apparatus and process for medical imaging. EP3846688A1.

Apparatus and process for medical imaging

2021

Conference Publication

Fusion of traffic sensors for enhanced road monitoring

Bialkowski, Alina, Bialkowski, Konstanty and Brankovic, Aida (2021). Fusion of traffic sensors for enhanced road monitoring. 17th ITS Asia Pacific Forum, Brisbane, Australia, 12-15 April 2021.

Fusion of traffic sensors for enhanced road monitoring

2021

Journal Article

Stroke classification in simulated electromagnetic imaging using graph approaches

Zhu, Guohun, Bialkowski, Alina, Guo, Lei, Mohammed, Beada'a and Abbosh, Amin (2021). Stroke classification in simulated electromagnetic imaging using graph approaches. IEEE Journal of Electromagnetics, RF and Microwaves in Medicine and Biology, 5 (1) 9095216, 46-53. doi: 10.1109/JERM.2020.2995329

Stroke classification in simulated electromagnetic imaging using graph approaches

2020

Journal Article

Closing the gap of simulation to reality in electromagnetic imaging of brain strokes via deep neural networks

Al-Saffar, Ahmed, Bialkowski, Alina, Baktashmotlagh, Mahsa, Trakic, Adnan, Guo, Lei and Abbosh, Amin (2020). Closing the gap of simulation to reality in electromagnetic imaging of brain strokes via deep neural networks. IEEE Transactions on Computational Imaging, 7 9274540, 13-21. doi: 10.1109/tci.2020.3041092

Closing the gap of simulation to reality in electromagnetic imaging of brain strokes via deep neural networks

2017

Conference Publication

Predicting the perceptual demands of urban driving with video regression

Palmer, Luke, Bialkowski, Alina, Brostow, Gabriel J., Ambeck-Madsen, Jonas and Lavie, Nilli (2017). Predicting the perceptual demands of urban driving with video regression. 17th IEEE Winter Conference on Applications of Computer Vision (WACV), Santa Rosa, California, 24-31 March 2017. NEW YORK: IEEE. doi: 10.1109/wacv.2017.52

Predicting the perceptual demands of urban driving with video regression

2016

Journal Article

Discovering team structures in soccer from spatiotemporal data

Bialkowski, Alina, Lucey, Patrick, Carr, Peter, Matthews, Iain, Sridharan, Sridha and Fookes, Clinton (2016). Discovering team structures in soccer from spatiotemporal data. IEEE Transactions on Knowledge and Data Engineering, 28 (10) 7492601, 2596-2605. doi: 10.1109/tkde.2016.2581158

Discovering team structures in soccer from spatiotemporal data

2015

Conference Publication

Quality vs quantity: improved shot prediction in soccer using strategic features from spatiotemporal data

Lucey, Patrick, Bialkowski, Alina, Monfort, Mathew, Carr, Peter and Matthews, Iain (2015). Quality vs quantity: improved shot prediction in soccer using strategic features from spatiotemporal data. MIT Sloan Sports Analytics Conference, Boston, MA United States, 27-28 February 2015. Boston, MA United States: MIT.

Quality vs quantity: improved shot prediction in soccer using strategic features from spatiotemporal data

2014

Conference Publication

Win at home and draw away: automatic formation analysis highlighting the differences in home and away team behaviors

Bialkowski, Alina, Lucey, Patrick, Carr, Peter, Yue, Yisong and Matthews, Iain (2014). Win at home and draw away: automatic formation analysis highlighting the differences in home and away team behaviors. MIT Sloan Sports Analytics Conference, Boston, MA, United States, 28 February - 1 March 2014. Boston, MA, United States: MIT.

Win at home and draw away: automatic formation analysis highlighting the differences in home and away team behaviors

2014

Conference Publication

How to get an open shot: analyzing team movement in basketball using tracking data

Lucey, Patrick, Bialkowski, Alina, Carr, Peter, Yue, Yisong and Matthews, Iain (2014). How to get an open shot: analyzing team movement in basketball using tracking data. MIT Sloan Sports Analytics Conference, Boston, MA, United States, 28 February - 1 March 2014. Boston, MA, United States: MIT.

How to get an open shot: analyzing team movement in basketball using tracking data

2014

Conference Publication

Learning fine-grained spatial models for dynamic sports play prediction

Yue, Yisong, Lucey, Patrick, Carr, Peter, Bialkowski, Alina and Matthews, Iain (2014). Learning fine-grained spatial models for dynamic sports play prediction. 2014 IEEE International Conference on Data Mining, Shenzhen, China, 14-17 December 2014. Red Hook, NY, United States: Curran Associates. doi: 10.1109/icdm.2014.106

Learning fine-grained spatial models for dynamic sports play prediction

2014

Conference Publication

Large-scale analysis of soccer matches using spatiotemporal tracking data

Bialkowski, Alina, Lucey, Patrick, Carr, Peter, Yue, Yisong, Sridharan, Sridha and Matthews, Iain (2014). Large-scale analysis of soccer matches using spatiotemporal tracking data. 2014 IEEE International Conference on Data Mining, Shenzhen, China, 14-17 December 2014. Red Hook, NY, United States: Curran Associates. doi: 10.1109/icdm.2014.133

Large-scale analysis of soccer matches using spatiotemporal tracking data

2014

Conference Publication

Identifying team style in soccer using formations learned from spatiotemporal tracking data

Bialkowski, Alina, Lucey, Patrick, Carr, Peter, Yue, Yisong, Sridharan, Sridha and Matthews, Iain (2014). Identifying team style in soccer using formations learned from spatiotemporal tracking data. 2014 IEEE International Conference on Data Mining, Shenzhen, China, 14-17 December 2014. Red Hook, NY, United States: Curran Associates. doi: 10.1109/icdmw.2014.167

Identifying team style in soccer using formations learned from spatiotemporal tracking data

2014

Book Chapter

Representing team behaviours from noisy data using player role

Bialkowski, Alina, Lucey, Patrick, Carr, Peter, Sridharan, Sridha and Matthews, Iain (2014). Representing team behaviours from noisy data using player role. Computer Vision in Sports. (pp. 247-269) Cham, Switzerland: Springer . doi: 10.1007/978-3-319-09396-3_12

Representing team behaviours from noisy data using player role

2013

Conference Publication

Person re-identification using group information

Bialkowski, Alina, Lucey, Patrick, Wei, Xinyu and Sridharan, Sridha (2013). Person re-identification using group information. 2013 International Conference on Digital Image Computing: Techniques and Applications (DICTA), Hobart, Tasmania, 26-28 November 2013. Red Hook, NY, United States: Curran Associates. doi: 10.1109/dicta.2013.6691512

Person re-identification using group information