
Professor Andrew Reader
Professor of Imaging Sciences
Research interests
- Imaging sciences
Biography
Professor Reader is an expert in medical image reconstruction and analysis, and one of the pioneers for a number of major advances in positron emission tomography (PET), including iterative list-mode 3D reconstruction, resolution modelling, fully 4D reconstruction and the use of deep learning for PET image reconstruction. His current research focuses on deep learning and generative AI for reconstruction, synthesis and analysis of medical imaging data, including physics-informed AI models, kinetics, multiplexed PET and the move towards total body PET imaging. He received his BSc in Physics with Computational Physics from the University of Kent at Canterbury in 1995, his PhD in Medical Physics from the University of London in 1999. He joined the University of Manchester (then UMIST), in 1999 as a Lecturer, became a Senior Lecturer in 2005, and in 2008 he became an Associate Professor at McGill University, Canada, where he also held a Canada Research Chair in PET imaging for 6 years. In 2014 he moved to King's College London, and became a full Professor in 2015. He is an Associate Editor for IEEE Transactions on Radiation and Plasma Medical Sciences, and in 2023 became a Senior Editor for the British Journal of Radiology | Artificial Intelligence.
Clinical and Deep-Learned Evaluation of MR-Guided Self-Supervised PET Reconstruction
Hopson, J. B., Ellis, S., Flaus, A., McGinnity, C. J., Neji, R., Reader, A. J. & Hammers, A., 2025, In: IEEE Transactions on Radiation and Plasma Medical Sciences. 9, 3, p. 337-346 10 p.Research output: Contribution to journal › Article › peer-review
Likelihood-Scheduled Score-Based Generative Modeling for Fully 3D PET Image Reconstruction
Webber, G., Mizuno, Y., Howes, O., Hammers, A., King, A. & Reader, A., 27 May 2025, (Accepted/In press) In: IEEE Transactions on Medical Imaging.Research output: Contribution to journal › Article › peer-review
Self-supervised parametric map estimation for multiplexed PET with a deep image prior
Pan, B., Marsden, P. & Reader, A., 31 Jan 2025, In: Physics in Medicine & Biology. 70, 4, 045002.Research output: Contribution to journal › Article › peer-review
Deep Convolutional Backbone Comparison for Automated PET Image Quality Assessment
Hopson, J., Flaus, A., McGinnity, C., Neji, R., Reader, A. & Hammers, A., 3 Aug 2024, (Accepted/In press) In: IEEE Transactions on Radiation and Plasma Medical Sciences.Research output: Contribution to journal › Article › peer-review
Deep Convolutional Backbone Comparison for Automated PET Image Quality Assessment
Hopson, J. B., Flaus, A., McGinnity, C. J., Neji, R., Reader, A. J. & Hammers, A., Nov 2024, In: IEEE Transactions on Radiation and Plasma Medical Sciences. 8, 8, p. 893-901 9 p.Research output: Contribution to journal › Article › peer-review
Deep learned triple-tracer multiplexed PET myocardial image separation
Pan, B., Marsden, P. & Reader, A., 11 Apr 2024, In: Frontiers in Nuclear Medicine. 4, 1379647.Research output: Contribution to journal › Article › peer-review
Diffusion models for medical image reconstruction
Webber, G. & Reader, A., 29 Aug 2024, In: British Journal of Radiology | Artificial Intelligence. 1, 1Research output: Contribution to journal › Review article › peer-review
Generative-Model-Based Fully 3D PET Image Reconstruction by Conditional Diffusion Sampling
Webber, G., Mizuno, Y., Howes, O., Hammers, A., King, A. & Reader, A., 25 Sept 2024, In: 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD).Research output: Contribution to journal › Conference paper › peer-review
Improved Classification Learning from Highly Imbalanced Multi-label Datasets of Inflamed Joints in [99mTc]Maraciclatide Imaging of Arthritic Patients by Natural Image and Diffusion Model Augmentation
Cobb, R., Cook, G. & Reader, A., 4 Oct 2024, Medical Image Computing and Computer Assisted Intervention – MICCAI 2024 - 27th International Conference, Proceedings. Linguraru, M. G., Dou, Q., Feragen, A., Giannarou, S., Glocker, B., Lekadir, K. & Schnabel, J. A. (eds.). p. 339-348 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15005 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Kinetic model-informed deep learning for multiplexed PET image separation
Pan, B., Marsden, P. & Reader, A., 1 Jul 2024, In: EJNMMI Phys. 11, 1, 56.Research output: Contribution to journal › Article › peer-review
Label Dropout: Improved Deep Learning Echocardiography Segmentation Using Multiple Datasets with Domain Shift and Partial Labelling
Islam, I., Puyol Anton, E., Ruijsink, B., Reader, A. & King, A., 5 Oct 2024, International Workshop on Advances in Simplifying Medical Ultrasound. 5 ed. Switzerland: Springer International Publishing AG, p. 112 121 p.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Multi-Subject Image Synthesis as a Generative Prior for Single-Subject PET Image Reconstruction
Webber, G., Mizuno, Y., Howes, O., Hammers, A., King, A. & Reader, A., 25 Sept 2024, In: 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD).Research output: Contribution to journal › Conference paper › peer-review
Non-rigid Motion-compensated 3D Whole-heart T2 mapping in a hybrid 3T PET-MR system
Schneider, A., Munoz Escobar, C., Hua, A., Ellis, S., Jeljeli, S., Kunze, K., Neji, R., Reader, A., Reyes-Torres, E., Ismail, T., Botnar, R. & Prieto Vasquez, C., May 2024, In: Magnetic Resonance in Medicine. 91, 5, p. 1951-1964 14 p.Research output: Contribution to journal › Article › peer-review
Posterior Parameter Estimation in Compartmental Models from Dynamic PET: a Simulation Study of Feedback-enhanced CVAE
Zhao, Y., Reader, A., Fan, Y. & Meikle, S. R., 25 Sept 2024, IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD), Tampa, FL, USA, 2024.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Self-Supervised Deep Learned 3D Filtered Backprojection for Image Reconstruction Objectives with a Poisson Likelihood
Dassanayake, M., Schnabel, J. & Reader, A., 25 Sept 2024, 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD). Tampa, FL, USA: IEEE, p. 1-1 1 p. (IEEE Symposium on Nuclear Science (NSS/MIC)).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Short Acquisition Optimisation for Deep Learned Dual-Tracer PET Image Separation
Pan, B., Marsden, P. & Reader, A., 30 Sept 2024, 2023 IEEE Nuclear Science Symposium, Medical Imaging Conference and International Symposium on Room-Temperature Semiconductor Detectors (NSS MIC RTSD).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Synthesised PET Image Reconstruction with Kernel Methods and the Deep Image Prior for Post-Reconstruction Image Enhancement
Vass, L. & Reader, A., 25 Sept 2024, IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD), Tampa, FL, USA, 2024.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Tumour Margin Thickness Inference for 99mTc Radioguided Surgery Using Internal Conversion Electrons
Moo, J., Reader, A., Marsden, P. & Vyas, K., 25 Sept 2024, IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD), Tampa, FL, USA.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
AI for PET image reconstruction
Reader, A. & Pan, B., 10 Sept 2023, In: British Journal of Radiology. 96, 1150, 17 p., 20230292.Research output: Contribution to journal › Review article › peer-review
Deep Learned Segmentations of Inflammation for Novel ⁹⁹ᵐTc -maraciclatide Imaging of Rheumatoid Arthritis
Cobb, R., Cook, G. J. R. & Reader, A. J., 2023, In: Diagnostics (Basel, Switzerland).Research output: Contribution to journal › Article › peer-review
Direct Deep-Learned Kinetic Parametric Map Separation for Multiplexed PET
Pan, B., Marsden, P. & Reader, A., 13 Dec 2023, 2023 IEEE Nuclear Science Symposium, Medical Imaging Conference and International Symposium on Room-Temperature Semiconductor Detectors (NSS MIC RTSD).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Dual-Tracer PET Image Separation by Deep Learning: A Simulation Study
Pan, B., Marsden, P. & Reader, A., Apr 2023, In: Applied Sciences (Switzerland). 13, 7, 4089.Research output: Contribution to journal › Article › peer-review
Kinetic Model-Informed Deep Learning for Multiplexed PET Image Separation
Pan, B., Marsden, P. & Reader, A., 13 Dec 2023, 2023 IEEE Nuclear Science Symposium, Medical Imaging Conference and International Symposium on Room-Temperature Semiconductor Detectors (NSS MIC RTSD).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Pre-Training, Transfer Learning and Pretext Learning for a Convolutional Neural Network Applied to Automated Assessment of Clinical PET Image Quality
Hopson, J. B., Neji, R., Dunn, J. T., McGinnity, C. J., Flaus, A., Reader, A. J. & Hammers, A., 1 Apr 2023, In: IEEE Transactions on Radiation and Plasma Medical Sciences. 7, 4, p. 372-381 10 p.Research output: Contribution to journal › Article › peer-review
Pre-Training, Transfer Learning and Pretext Learning for a Convolutional Neural Network Applied to Automated Assessment of Clinical PET Image Quality
Hopson, J. B., Neji, R., Dunn, J. T., McGinnity, C. J., Flaus, A., Reader, A. J. & Hammers, A., 1 Apr 2023, In: Transactions on Radiation and Plasma Medical Sciences. 7, 4, p. 372-381 10 p.Research output: Contribution to journal › Article › peer-review
Self-Supervised and Supervised Deep Learning for PET Image Reconstruction
Reader, A., Feb 2023, (Accepted/In press) AIP Conference Proceedings. AIP Conferences ProceedingsResearch output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Single-Modality Supervised Joint PET-MR Image Reconstruction
Corda-D'Incan, G., Schnabel, J. A., Hammers, A. & Reader, A., 1 Sept 2023, In: IEEE Transactions on Radiation and Plasma Medical Sciences. 7, 7, p. 742-754 13 p.Research output: Contribution to journal › Article › peer-review
Synthesized Image Reconstruction for Post-Reconstruction Resolution Recovery
Vass, L. & Reader, A., 22 Feb 2023, In: Transactions on Radiation and Plasma Medical Sciences. 7, 5, p. 473-482 10 p.Research output: Contribution to journal › Article › peer-review
Advanced quantitative evaluation of PET systems using the ACR phantom and NiftyPET software
Markiewicz, P. J., da Costa-Luis, C., Dickson, J., Barnes, A., Krokos, G., MacKewn, J., Clark, T., Wimberley, C., MacNaught, G., Yaqub, M. M., Gispert, J. D., Hutton, B. F., Marsden, P., Hammers, A., Reader, A. J., Ourselin, S., Herholz, K., Matthews, J. C. & Barkhof, F., May 2022, In: Medical Physics. 49, 5, p. 3298-3313 16 p.Research output: Contribution to journal › Article › peer-review
Anato-Functional Adaptive Regularisation for Deep Learned MR-Guided PET Reconstruction
Corda-D'incan, G., Schnabel, J. A. & Reader, A. J., 2022, 2022 IEEE NSS/MIC RTSD - IEEE Nuclear Science Symposium, Medical Imaging Conference and Room Temperature Semiconductor Detector Conference. Institute of Electrical and Electronics Engineers Inc., (2022 IEEE NSS/MIC RTSD - IEEE Nuclear Science Symposium, Medical Imaging Conference and Room Temperature Semiconductor Detector Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Dense Syn-Net: Inter-Modal and Self-Guided Deep Learned PET-MR Reconstruction
Corda-D'Incan, G., Schnabel, J. & Reader, A., 27 Sept 2022, Dense Syn-Net: Inter-Modal and Self-Guided Deep Learned PET-MR Reconstruction.Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Pre-training via Transfer Learning and Pretext Learning a Convolutional Neural Network for Automated Assessments of Clinical PET Image Quality
Hopson, J. B., Neji, R., Dunn, J. T., McGinnity, C. J., Flaus, A., Reader, A. & Hammers, A., 23 Dec 2022, (E-pub ahead of print) In: Transactions on Radiation and Plasma Medical Sciences. 10 p.Research output: Contribution to journal › Article › peer-review
Real-Time Deep-Learned Reconstruction for a Scanning Intraoperative Probe
Moo, J., Marsden, P., Vyas, K. & Reader, A., 27 Sept 2022, In: Transactions on Radiation and Plasma Medical Sciences. p. 1 1 p.Research output: Contribution to journal › Article › peer-review
Self-Guided and MR-Guided Deep-Learned Post-Reconstruction PET Processing
Corda-D'Incan, G., Schnabel, J. & Reader, A., 27 Sept 2022, Self-Guided and MR-Guided Deep Learned Post-Reconstruction PET Processing.Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Single-Modality Supervised Joint PET-MR Image Reconstruction
Corda-D'incan, G., Schnabel, J. A. & Reader, A. J., 2022, 2022 IEEE NSS/MIC RTSD - IEEE Nuclear Science Symposium, Medical Imaging Conference and Room Temperature Semiconductor Detector Conference. Institute of Electrical and Electronics Engineers Inc., (2022 IEEE NSS/MIC RTSD - IEEE Nuclear Science Symposium, Medical Imaging Conference and Room Temperature Semiconductor Detector Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
An Automated and High Precision Quantitative Analysis of the ACR Phantom
Markiewicz, P. J., Da Costa-Luis, C., Dickson, J., Barnes, A., Krokos, G., MacKewn, J., Clark, T., Wimberley, C., MacNaught, G., Yaqub, M. M., Gispert, J. D., Hutton, B. F., Marsden, P., Hammers, A., Reader, A. J., Ourselin, S., Herholz, K., Matthews, J. C. & Barkhof, F., 2021, In: 2021 IEEE Nuclear Science Symposium and Medical Imaging Conference Record, NSS/MIC 2021 and 28th International Symposium on Room-Temperature Semiconductor Detectors, RTSD 2022.Research output: Contribution to journal › Article › peer-review
Artificial intelligence for PET image reconstruction
Reader, A., 1 Oct 2021, In: Journal of Nuclear Medicine. 62, 10, p. 1330-1333 4 p.Research output: Contribution to journal › Article › peer-review
Deep Learning Signal Discrimination for Improved Sensitivity at High Specificity for CMOS Intraoperative Probes
Moo, J., Marsden, P., Vyas, K. & Reader, A., 19 Jul 2021, In: Transactions on Radiation and Plasma Medical Sciences. p. 1-8 8 p.Research output: Contribution to journal › Article › peer-review
Iteration-Dependent Networks and Losses for Unrolled Deep Learned FBSEM PET Image Reconstruction
Corda, G., Schnabel, J. & Reader, A., 2021, 2020 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference paper
Memory-Efficient Training for Fully Unrolled Deep Learned PET Image Reconstruction with Iteration-Dependent Targets
Corda-D’Incan, G., Schnabel, J. A. & Reader, A. J., 20 Jul 2021, (Accepted/In press) In: Transactions on Radiation and Plasma Medical Sciences. 13 p.Research output: Contribution to journal › Article › peer-review
MR-guided motion-corrected PET image reconstruction for cardiac PET-MR
Munoz Escobar, C., Ellis, S., Nekolla, S. G., Kunze, K., Vitadello, T., Neji, R., Botnar, R., Schnabel, J., Reader, A. & Prieto Vasquez, C., 28 May 2021, In: Journal of Nuclear Medicine.Research output: Contribution to journal › Article › peer-review
MRI-Guided Motion-Corrected PET Image Reconstruction for Cardiac PET/MRI
Munoz, C., Ellis, S., Nekolla, S. G., Kunze, K. P., Vitadello, T., Neji, R., Botnar, R. M., Schnabel, J. A., Reader, A. J. & Prieto, C., 1 Dec 2021, In: Journal of Nuclear Medicine. 62, 12, p. 1768-1774 7 p.Research output: Contribution to journal › Article › peer-review
Pre-training and Transfer Learning for Training Set Reduction and Improving Automated Assessments of Clinical PET Image Quality
Hopson, J. B., Neji, R., Dunn, J. T., Kersemans, V., McGinnity, C. J., Reader, A. J. & Hammers, A., 2021, 2021 IEEE Nuclear Science Symposium and Medical Imaging Conference Record, NSS/MIC 2021 and 28th International Symposium on Room-Temperature Semiconductor Detectors, RTSD 2022. Tomita, H. & Nakamura, T. (eds.). Institute of Electrical and Electronics Engineers Inc., (2021 IEEE Nuclear Science Symposium and Medical Imaging Conference Record, NSS/MIC 2021 and 28th International Symposium on Room-Temperature Semiconductor Detectors, RTSD 2022).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Reproducibility of findings in modern PET neuroimaging: insight from the NRM2018 grand challenge
and the Grand Challenge Participants#, Oct 2021, In: Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism. 41, 10, p. 2778-2796 19 p.Research output: Contribution to journal › Article › peer-review
Syn-Net for Synergistic Deep-Learned PET-MR Reconstruction
Corda, G., Schnabel, J. & Reader, A., 2021, 2020 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference paper
Bootstrap-Optimised Regularised Image Reconstruction for Emission Tomography
Reader, A. J. & Ellis, S., Jun 2020, In: IEEE Transactions on Medical Imaging. 39, 6, p. 2163-2175 13 p., 8959175.Research output: Contribution to journal › Article › peer-review
Deep Learning for PET Image Reconstruction
Reader, A., Corda, G., Mehranian, A., da Costa-Luis, C. O., Ellis, S. & Schnabel, J., 1 Aug 2020, (Accepted/In press) In: Transactions on Radiation and Plasma Medical Sciences. 27 p.Research output: Contribution to journal › Review article › peer-review
Fast Automated PET Image Quality Assessment by Deep Learning
Hopson, J. B., Neji, R., Reader, A. J. & Hammers, A., 2020, 2020 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2020. Institute of Electrical and Electronics Engineers Inc., (2020 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2020).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Micro-networks for robust MR-guided low count PET imaging
da Costa-Luis, C. O. & Reader, A. J., 8 Feb 2020, (Accepted/In press) In: Transactions on Radiation and Plasma Medical Sciences.Research output: Contribution to journal › Article › peer-review
Model-Based Deep Learning PET Image Reconstruction Using Forward-Backward Splitting Expectation Maximisation
Mehranian, A. & Reader, A. J., 23 Jun 2020, (E-pub ahead of print) In: Transactions on Radiation and Plasma Medical Sciences.Research output: Contribution to journal › Article › peer-review
Research

Wellcome EPSRC Centre for Medical Engineering
The Centre focuses on the science and engineering of medical imaging. The UK is strong in medical imaging, with the Centre hosting the largest research group in this area in Europe.The Centre combines fundamental research in engineering, physics, mathematics, computing, and chemistry with medicine and biomedical research. The 400 inter-disciplinary scientists in the Centre are transforming the diagnosis and treatment of patients, and will deliver exceptional research.
Clinical and Deep-Learned Evaluation of MR-Guided Self-Supervised PET Reconstruction
Hopson, J. B., Ellis, S., Flaus, A., McGinnity, C. J., Neji, R., Reader, A. J. & Hammers, A., 2025, In: IEEE Transactions on Radiation and Plasma Medical Sciences. 9, 3, p. 337-346 10 p.Research output: Contribution to journal › Article › peer-review
Likelihood-Scheduled Score-Based Generative Modeling for Fully 3D PET Image Reconstruction
Webber, G., Mizuno, Y., Howes, O., Hammers, A., King, A. & Reader, A., 27 May 2025, (Accepted/In press) In: IEEE Transactions on Medical Imaging.Research output: Contribution to journal › Article › peer-review
Self-supervised parametric map estimation for multiplexed PET with a deep image prior
Pan, B., Marsden, P. & Reader, A., 31 Jan 2025, In: Physics in Medicine & Biology. 70, 4, 045002.Research output: Contribution to journal › Article › peer-review
Deep Convolutional Backbone Comparison for Automated PET Image Quality Assessment
Hopson, J., Flaus, A., McGinnity, C., Neji, R., Reader, A. & Hammers, A., 3 Aug 2024, (Accepted/In press) In: IEEE Transactions on Radiation and Plasma Medical Sciences.Research output: Contribution to journal › Article › peer-review
Deep Convolutional Backbone Comparison for Automated PET Image Quality Assessment
Hopson, J. B., Flaus, A., McGinnity, C. J., Neji, R., Reader, A. J. & Hammers, A., Nov 2024, In: IEEE Transactions on Radiation and Plasma Medical Sciences. 8, 8, p. 893-901 9 p.Research output: Contribution to journal › Article › peer-review
Deep learned triple-tracer multiplexed PET myocardial image separation
Pan, B., Marsden, P. & Reader, A., 11 Apr 2024, In: Frontiers in Nuclear Medicine. 4, 1379647.Research output: Contribution to journal › Article › peer-review
Diffusion models for medical image reconstruction
Webber, G. & Reader, A., 29 Aug 2024, In: British Journal of Radiology | Artificial Intelligence. 1, 1Research output: Contribution to journal › Review article › peer-review
Generative-Model-Based Fully 3D PET Image Reconstruction by Conditional Diffusion Sampling
Webber, G., Mizuno, Y., Howes, O., Hammers, A., King, A. & Reader, A., 25 Sept 2024, In: 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD).Research output: Contribution to journal › Conference paper › peer-review
Improved Classification Learning from Highly Imbalanced Multi-label Datasets of Inflamed Joints in [99mTc]Maraciclatide Imaging of Arthritic Patients by Natural Image and Diffusion Model Augmentation
Cobb, R., Cook, G. & Reader, A., 4 Oct 2024, Medical Image Computing and Computer Assisted Intervention – MICCAI 2024 - 27th International Conference, Proceedings. Linguraru, M. G., Dou, Q., Feragen, A., Giannarou, S., Glocker, B., Lekadir, K. & Schnabel, J. A. (eds.). p. 339-348 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15005 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Kinetic model-informed deep learning for multiplexed PET image separation
Pan, B., Marsden, P. & Reader, A., 1 Jul 2024, In: EJNMMI Phys. 11, 1, 56.Research output: Contribution to journal › Article › peer-review
Label Dropout: Improved Deep Learning Echocardiography Segmentation Using Multiple Datasets with Domain Shift and Partial Labelling
Islam, I., Puyol Anton, E., Ruijsink, B., Reader, A. & King, A., 5 Oct 2024, International Workshop on Advances in Simplifying Medical Ultrasound. 5 ed. Switzerland: Springer International Publishing AG, p. 112 121 p.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Multi-Subject Image Synthesis as a Generative Prior for Single-Subject PET Image Reconstruction
Webber, G., Mizuno, Y., Howes, O., Hammers, A., King, A. & Reader, A., 25 Sept 2024, In: 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD).Research output: Contribution to journal › Conference paper › peer-review
Non-rigid Motion-compensated 3D Whole-heart T2 mapping in a hybrid 3T PET-MR system
Schneider, A., Munoz Escobar, C., Hua, A., Ellis, S., Jeljeli, S., Kunze, K., Neji, R., Reader, A., Reyes-Torres, E., Ismail, T., Botnar, R. & Prieto Vasquez, C., May 2024, In: Magnetic Resonance in Medicine. 91, 5, p. 1951-1964 14 p.Research output: Contribution to journal › Article › peer-review
Posterior Parameter Estimation in Compartmental Models from Dynamic PET: a Simulation Study of Feedback-enhanced CVAE
Zhao, Y., Reader, A., Fan, Y. & Meikle, S. R., 25 Sept 2024, IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD), Tampa, FL, USA, 2024.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Self-Supervised Deep Learned 3D Filtered Backprojection for Image Reconstruction Objectives with a Poisson Likelihood
Dassanayake, M., Schnabel, J. & Reader, A., 25 Sept 2024, 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD). Tampa, FL, USA: IEEE, p. 1-1 1 p. (IEEE Symposium on Nuclear Science (NSS/MIC)).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Short Acquisition Optimisation for Deep Learned Dual-Tracer PET Image Separation
Pan, B., Marsden, P. & Reader, A., 30 Sept 2024, 2023 IEEE Nuclear Science Symposium, Medical Imaging Conference and International Symposium on Room-Temperature Semiconductor Detectors (NSS MIC RTSD).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Synthesised PET Image Reconstruction with Kernel Methods and the Deep Image Prior for Post-Reconstruction Image Enhancement
Vass, L. & Reader, A., 25 Sept 2024, IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD), Tampa, FL, USA, 2024.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Tumour Margin Thickness Inference for 99mTc Radioguided Surgery Using Internal Conversion Electrons
Moo, J., Reader, A., Marsden, P. & Vyas, K., 25 Sept 2024, IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD), Tampa, FL, USA.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
AI for PET image reconstruction
Reader, A. & Pan, B., 10 Sept 2023, In: British Journal of Radiology. 96, 1150, 17 p., 20230292.Research output: Contribution to journal › Review article › peer-review
Deep Learned Segmentations of Inflammation for Novel ⁹⁹ᵐTc -maraciclatide Imaging of Rheumatoid Arthritis
Cobb, R., Cook, G. J. R. & Reader, A. J., 2023, In: Diagnostics (Basel, Switzerland).Research output: Contribution to journal › Article › peer-review
Direct Deep-Learned Kinetic Parametric Map Separation for Multiplexed PET
Pan, B., Marsden, P. & Reader, A., 13 Dec 2023, 2023 IEEE Nuclear Science Symposium, Medical Imaging Conference and International Symposium on Room-Temperature Semiconductor Detectors (NSS MIC RTSD).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Dual-Tracer PET Image Separation by Deep Learning: A Simulation Study
Pan, B., Marsden, P. & Reader, A., Apr 2023, In: Applied Sciences (Switzerland). 13, 7, 4089.Research output: Contribution to journal › Article › peer-review
Kinetic Model-Informed Deep Learning for Multiplexed PET Image Separation
Pan, B., Marsden, P. & Reader, A., 13 Dec 2023, 2023 IEEE Nuclear Science Symposium, Medical Imaging Conference and International Symposium on Room-Temperature Semiconductor Detectors (NSS MIC RTSD).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Pre-Training, Transfer Learning and Pretext Learning for a Convolutional Neural Network Applied to Automated Assessment of Clinical PET Image Quality
Hopson, J. B., Neji, R., Dunn, J. T., McGinnity, C. J., Flaus, A., Reader, A. J. & Hammers, A., 1 Apr 2023, In: IEEE Transactions on Radiation and Plasma Medical Sciences. 7, 4, p. 372-381 10 p.Research output: Contribution to journal › Article › peer-review
Pre-Training, Transfer Learning and Pretext Learning for a Convolutional Neural Network Applied to Automated Assessment of Clinical PET Image Quality
Hopson, J. B., Neji, R., Dunn, J. T., McGinnity, C. J., Flaus, A., Reader, A. J. & Hammers, A., 1 Apr 2023, In: Transactions on Radiation and Plasma Medical Sciences. 7, 4, p. 372-381 10 p.Research output: Contribution to journal › Article › peer-review
Self-Supervised and Supervised Deep Learning for PET Image Reconstruction
Reader, A., Feb 2023, (Accepted/In press) AIP Conference Proceedings. AIP Conferences ProceedingsResearch output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Single-Modality Supervised Joint PET-MR Image Reconstruction
Corda-D'Incan, G., Schnabel, J. A., Hammers, A. & Reader, A., 1 Sept 2023, In: IEEE Transactions on Radiation and Plasma Medical Sciences. 7, 7, p. 742-754 13 p.Research output: Contribution to journal › Article › peer-review
Synthesized Image Reconstruction for Post-Reconstruction Resolution Recovery
Vass, L. & Reader, A., 22 Feb 2023, In: Transactions on Radiation and Plasma Medical Sciences. 7, 5, p. 473-482 10 p.Research output: Contribution to journal › Article › peer-review
Advanced quantitative evaluation of PET systems using the ACR phantom and NiftyPET software
Markiewicz, P. J., da Costa-Luis, C., Dickson, J., Barnes, A., Krokos, G., MacKewn, J., Clark, T., Wimberley, C., MacNaught, G., Yaqub, M. M., Gispert, J. D., Hutton, B. F., Marsden, P., Hammers, A., Reader, A. J., Ourselin, S., Herholz, K., Matthews, J. C. & Barkhof, F., May 2022, In: Medical Physics. 49, 5, p. 3298-3313 16 p.Research output: Contribution to journal › Article › peer-review
Anato-Functional Adaptive Regularisation for Deep Learned MR-Guided PET Reconstruction
Corda-D'incan, G., Schnabel, J. A. & Reader, A. J., 2022, 2022 IEEE NSS/MIC RTSD - IEEE Nuclear Science Symposium, Medical Imaging Conference and Room Temperature Semiconductor Detector Conference. Institute of Electrical and Electronics Engineers Inc., (2022 IEEE NSS/MIC RTSD - IEEE Nuclear Science Symposium, Medical Imaging Conference and Room Temperature Semiconductor Detector Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Dense Syn-Net: Inter-Modal and Self-Guided Deep Learned PET-MR Reconstruction
Corda-D'Incan, G., Schnabel, J. & Reader, A., 27 Sept 2022, Dense Syn-Net: Inter-Modal and Self-Guided Deep Learned PET-MR Reconstruction.Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Pre-training via Transfer Learning and Pretext Learning a Convolutional Neural Network for Automated Assessments of Clinical PET Image Quality
Hopson, J. B., Neji, R., Dunn, J. T., McGinnity, C. J., Flaus, A., Reader, A. & Hammers, A., 23 Dec 2022, (E-pub ahead of print) In: Transactions on Radiation and Plasma Medical Sciences. 10 p.Research output: Contribution to journal › Article › peer-review
Real-Time Deep-Learned Reconstruction for a Scanning Intraoperative Probe
Moo, J., Marsden, P., Vyas, K. & Reader, A., 27 Sept 2022, In: Transactions on Radiation and Plasma Medical Sciences. p. 1 1 p.Research output: Contribution to journal › Article › peer-review
Self-Guided and MR-Guided Deep-Learned Post-Reconstruction PET Processing
Corda-D'Incan, G., Schnabel, J. & Reader, A., 27 Sept 2022, Self-Guided and MR-Guided Deep Learned Post-Reconstruction PET Processing.Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Single-Modality Supervised Joint PET-MR Image Reconstruction
Corda-D'incan, G., Schnabel, J. A. & Reader, A. J., 2022, 2022 IEEE NSS/MIC RTSD - IEEE Nuclear Science Symposium, Medical Imaging Conference and Room Temperature Semiconductor Detector Conference. Institute of Electrical and Electronics Engineers Inc., (2022 IEEE NSS/MIC RTSD - IEEE Nuclear Science Symposium, Medical Imaging Conference and Room Temperature Semiconductor Detector Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
An Automated and High Precision Quantitative Analysis of the ACR Phantom
Markiewicz, P. J., Da Costa-Luis, C., Dickson, J., Barnes, A., Krokos, G., MacKewn, J., Clark, T., Wimberley, C., MacNaught, G., Yaqub, M. M., Gispert, J. D., Hutton, B. F., Marsden, P., Hammers, A., Reader, A. J., Ourselin, S., Herholz, K., Matthews, J. C. & Barkhof, F., 2021, In: 2021 IEEE Nuclear Science Symposium and Medical Imaging Conference Record, NSS/MIC 2021 and 28th International Symposium on Room-Temperature Semiconductor Detectors, RTSD 2022.Research output: Contribution to journal › Article › peer-review
Artificial intelligence for PET image reconstruction
Reader, A., 1 Oct 2021, In: Journal of Nuclear Medicine. 62, 10, p. 1330-1333 4 p.Research output: Contribution to journal › Article › peer-review
Deep Learning Signal Discrimination for Improved Sensitivity at High Specificity for CMOS Intraoperative Probes
Moo, J., Marsden, P., Vyas, K. & Reader, A., 19 Jul 2021, In: Transactions on Radiation and Plasma Medical Sciences. p. 1-8 8 p.Research output: Contribution to journal › Article › peer-review
Iteration-Dependent Networks and Losses for Unrolled Deep Learned FBSEM PET Image Reconstruction
Corda, G., Schnabel, J. & Reader, A., 2021, 2020 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference paper
Memory-Efficient Training for Fully Unrolled Deep Learned PET Image Reconstruction with Iteration-Dependent Targets
Corda-D’Incan, G., Schnabel, J. A. & Reader, A. J., 20 Jul 2021, (Accepted/In press) In: Transactions on Radiation and Plasma Medical Sciences. 13 p.Research output: Contribution to journal › Article › peer-review
MR-guided motion-corrected PET image reconstruction for cardiac PET-MR
Munoz Escobar, C., Ellis, S., Nekolla, S. G., Kunze, K., Vitadello, T., Neji, R., Botnar, R., Schnabel, J., Reader, A. & Prieto Vasquez, C., 28 May 2021, In: Journal of Nuclear Medicine.Research output: Contribution to journal › Article › peer-review
MRI-Guided Motion-Corrected PET Image Reconstruction for Cardiac PET/MRI
Munoz, C., Ellis, S., Nekolla, S. G., Kunze, K. P., Vitadello, T., Neji, R., Botnar, R. M., Schnabel, J. A., Reader, A. J. & Prieto, C., 1 Dec 2021, In: Journal of Nuclear Medicine. 62, 12, p. 1768-1774 7 p.Research output: Contribution to journal › Article › peer-review
Pre-training and Transfer Learning for Training Set Reduction and Improving Automated Assessments of Clinical PET Image Quality
Hopson, J. B., Neji, R., Dunn, J. T., Kersemans, V., McGinnity, C. J., Reader, A. J. & Hammers, A., 2021, 2021 IEEE Nuclear Science Symposium and Medical Imaging Conference Record, NSS/MIC 2021 and 28th International Symposium on Room-Temperature Semiconductor Detectors, RTSD 2022. Tomita, H. & Nakamura, T. (eds.). Institute of Electrical and Electronics Engineers Inc., (2021 IEEE Nuclear Science Symposium and Medical Imaging Conference Record, NSS/MIC 2021 and 28th International Symposium on Room-Temperature Semiconductor Detectors, RTSD 2022).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Reproducibility of findings in modern PET neuroimaging: insight from the NRM2018 grand challenge
and the Grand Challenge Participants#, Oct 2021, In: Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism. 41, 10, p. 2778-2796 19 p.Research output: Contribution to journal › Article › peer-review
Syn-Net for Synergistic Deep-Learned PET-MR Reconstruction
Corda, G., Schnabel, J. & Reader, A., 2021, 2020 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference paper
Bootstrap-Optimised Regularised Image Reconstruction for Emission Tomography
Reader, A. J. & Ellis, S., Jun 2020, In: IEEE Transactions on Medical Imaging. 39, 6, p. 2163-2175 13 p., 8959175.Research output: Contribution to journal › Article › peer-review
Deep Learning for PET Image Reconstruction
Reader, A., Corda, G., Mehranian, A., da Costa-Luis, C. O., Ellis, S. & Schnabel, J., 1 Aug 2020, (Accepted/In press) In: Transactions on Radiation and Plasma Medical Sciences. 27 p.Research output: Contribution to journal › Review article › peer-review
Fast Automated PET Image Quality Assessment by Deep Learning
Hopson, J. B., Neji, R., Reader, A. J. & Hammers, A., 2020, 2020 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2020. Institute of Electrical and Electronics Engineers Inc., (2020 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2020).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Micro-networks for robust MR-guided low count PET imaging
da Costa-Luis, C. O. & Reader, A. J., 8 Feb 2020, (Accepted/In press) In: Transactions on Radiation and Plasma Medical Sciences.Research output: Contribution to journal › Article › peer-review
Model-Based Deep Learning PET Image Reconstruction Using Forward-Backward Splitting Expectation Maximisation
Mehranian, A. & Reader, A. J., 23 Jun 2020, (E-pub ahead of print) In: Transactions on Radiation and Plasma Medical Sciences.Research output: Contribution to journal › Article › peer-review
Research

Wellcome EPSRC Centre for Medical Engineering
The Centre focuses on the science and engineering of medical imaging. The UK is strong in medical imaging, with the Centre hosting the largest research group in this area in Europe.The Centre combines fundamental research in engineering, physics, mathematics, computing, and chemistry with medicine and biomedical research. The 400 inter-disciplinary scientists in the Centre are transforming the diagnosis and treatment of patients, and will deliver exceptional research.