IEEE 2026 NSS MIC RTSD

Please note! All times in the online program are given in Madrid - Europe (CET) times!

Madrid - Europe ()
Oct 23, 2026, 8:56:36 PM
Your time ()
n/a
Madrid - Europe ()
Oct 23, 2026, 8:56:36 PM
Our Sponsors:

To search for a specific ID please enter the hash sign followed by the ID number (e.g. #123).

RTSD Pixel Detectors

Session chair: Greiffenberg, Dominic, (Paul Scherrer Institute (PSI), SLS Detector Group, Villigen, Switzerland); Mele, Filippo, Dr. (Politecnico di Milano, Department of Electronics, Information and Bioengineering, Milano, Italy)
 
Shortcut: RTSD-03
Date: Tuesday, 10 November, 2026, 9:00 - 11:00
Location: ANDALUCÍA II & III
Session type: RTSD Session

Contents

Click on an contribution to preview the abstract content.

The underlined authors are the presenters. The authors in bold are the main authors.

9:00 RTSD-03-01

Flat-Panel Intensity Normalization for Fully Spectroscopic CT-Based Material Identification with 1 mm CdTe Timepix3 Detectors (#2597)

M. K. Schütz1, 2, G. Roque Romero1, S. Useche Parra1, M. P. Pichotka2, M. Fiederle1

1 University of Freiburg, Freiburg Materials Research Centre (FMF), Freiburg im Breisgau, Baden-Württemberg, Germany
2 University of Freiburg, Medical Physics Division, Department of Radiology, Freiburg im Breisgau, Baden-Württemberg, Germany

Abstract

Fully spectroscopic photon-counting CT enables material identification by recording the energy-dependent transmission spectrum of an object. Timepix3 (TPX3) detectors extend conventional threshold-based photon counting CT by recording position, time-of-arrival and energy information for individual events, allowing for post-acquisition energy binning and extraction of spectral features such as K-edges. However, fully spectroscopic photon counting CT with TPX3 detectors remains limited by detector area, photon statistics, scan time and raw data volume.

Previous work introduced a two-stage TPX3 acquisition scheme that combines frame-based and event-based readout. Here, we investigate whether the frame-based TPX3 intensity image can be replaced by a geometrically matched flat-panel intensity measurement. The CMOS/GdOS flat-panel detector provides full-field intensity projections, while a 12 x 1 TPX3 array with 1 mm CdTe sensors provides fully spectroscopic region-of-interest (ROI) information. The method combines the low-noise intensity information of the flat-panel detector with the material-specific spectroscopic information of TPX3. Projection geometry is matched by adapting cone-beam magnification, followed by empirical intensity mapping in the overlap region. The approach is benchmarked against the original TPX3-MPX-normalized acquisition reference. Initial results indicate that replacing the TPX3 intensity image with flat-panel projections preserves TPX3-derived material characteristics in the investigated ROI and enables material labels to be extrapolated to repeated structures in the full-field reconstruction.

Acknowledgment

We would like to thank Eurostars for funding this project under the project M3dicam, code 01QE2510B.

References
[1] Schuetz, MK, Roque, G, Useche, JS, Procz, S, Jakubek, J, Pichotka, MP, Fiederle, M 2025, ‘Optimized data acquisition for spectroscopic CT with Timepix3: combining photon-counting and data-driven readout modes with adaptive pixel masking’, Journal of Instrumentation, 20(10), P10045.
[2] Schütz, MK, Fey, J, Procz, S, Useche, JS, Roque, G, Fiederle, M 2024, ‘Element Identification by K-Edge Imaging Using Spectroscopic Photon Counting Detectors’, IEEE Transactions on Nuclear Science, 71(1), 106-112.
[3] Yang, Q, Cong, W, Xi, Y, Wang, G 2016, ‘Spectral X-Ray CT Image Reconstruction with a Combination of Energy-Integrating and Photon-Counting Detectors’, PLOS ONE, 11(5), e0155374.
[4] Clark, DP, Badea, CT 2017, ‘Hybrid spectral CT reconstruction’, PLOS ONE, 12(7), e0180324.
[5] Holbrook, MD, Clark, DP, Badea, CT 2020, ‘Dual source hybrid spectral micro-CT using an energy-integrating and a photon-counting detector’, Physics in Medicine & Biology, 65(20), 205012.
[6] Treb, K, Hämisch, Y, Ullberg, C, Zhang, R, Li, K 2023, ‘Photon counting-energy integrating hybrid flat panel detector systems for image-guided interventions: an experimental proof-of-concept’, Physics in Medicine & Biology, 68(13), 135009.
[7] Teledyne DALSA 2019, ‘Rad-icon 2329 Detector User Manual, GigE model’, User Manual, Rev. 02, Milpitas: Teledyne DALSA.
Keywords: Timepix3, CdTe, spectroscopic CT, photon-counting detectors, flat-panel detector
9:15 RTSD-03-02

A Pixelated CCI TlBr Detector for Time-Resolved Multi-MeV Gamma Detection (#1612)

L. Rebolo1, 4, S. Moreno-Gómez2, H. Kim3, J. Christian3, P. Correia4, A. Silva4, G. Ariño-Estrada2, 1

1 University of California Davis, Biomedical Engineering, Davis, California, United States of America
2 Institut de Física d'Altes Energies - Barcelona Institute of Science and Technology, Medical Detector Instrumentation and Imaging Physics, Barcelona, Spain
3 Radiation Monitoring Devices, Inc., Watertown, Massachusetts, United States of America
4 University of Aveiro, Aveiro, Portugal

Abstract

Cherenkov Charge Induction (CCI) detectors consist of transparent semiconductor detectors that combine the conventional charge induction readout with the detection of Cherenkov light generated by gammas depositing energy above the Cherenkov threshold. CCI detectors show strong potential for applications requiring time-resolved multi-MeV gamma detection, such as proton range verification in proton therapy.
In this work we report on a pixelated CCI TlBr detector consisting of a 14×14×11 mm3 TlBr crystal with a 4×4 pixelated anode matrix of 2.3×2.3 mm2 pixels with 2.5 mm pitch. The lateral faces of the crystal were polished to maximize light extraction, and a 2×2 silicon photomultiplier (SiPM) array with 4×4 mm2 active area per channel was used for Cherenkov light detection. The detector was instrumented with a multi- channel acquisition system based on a CAEN R5560 open FPGA digitizer, enabling simultaneous acquisition of charge induction and Cherenkov light signals from all detector channels. The acquisition was triggered by the Cherenkov readout and a 22Na point source was used for detector characterization.
First results demonstrate the feasibility of simultaneous Cherenkov light and charge induction acquisition using a multi-channel readout, with the optical signal successfully providing the acquisition trigger and a timing reference to estimate the electron drift time. Future work will focus on optimization of the triggering and synchronization scheme, waveform processing methods, and detector operating conditions to improve event selection and detector characterization.

AcknowledgmentThis work was supported in part by grant R01EB029533 (PI Arino-Estrada) and by i3N - IDB/50025/2020, UIDP/50025/2020 and LA/P/0037/2020, financed by Portuguese national funds through the FCT/MEC. L.R. is supported by grant Prototera PRT/BD/154945/2023, financed by national funds through the FCT/MEC.
References
[1] Arino-Estrada, G. et al. 2019, ‘First Cerenkov charge-induction (CCI) TlBr detector for TOF-PET and proton range verification’, Physics in Medicine & Biology, 64, 17
[2] Arino-Estrada, G. et al. 2021, ‘Energy and electron drift time measurements in a pixel CCI TlBr detector with 1.3 MeV prompt-gammas’, Physics in Medicine & Biology, 66, 4
Keywords: Semiconductor, Gamma-detectors, CCI detectors
9:30 RTSD-03-03

Self-Consistent Simulation of Charge Sharing in CZT Pixel Detectors (#2864)

S. Favilla1, M. Bettelli1, L. Abbene2, M. C. Veale3, A. Zappettini1

1 IMEM-CNR, Parma, Italy
2 University of Palermo, aDipartimento di Fisica e Chimica (DiFC),, Palermo, Italy
3 STFC Rutherford Appleton Laboratory, Didcot, United Kingdom

Abstract

Cadmium Zinc Telluride (CZT) detectors are widely used for X-ray and γ-ray detection due to their high atomic number, wide band gap, and excellent room-temperature performance. Their response is governed by charge transport processes, including carrier mobility, trapping, diffusion, and electric-field nonuniformities, which are critical in pixelated geometries where charge sharing and weighting-field effects dominate signal formation. In this work, a 3D CZT detector model is developed in COMSOL Multiphysics, solving semiconductor transport equations self-consistently without Gaussian charge-cloud approximations. Signal induction is computed using the Ramo–Shockley theorem applied to the full carrier distribution. Validation against synchrotron measurements shows excellent agreement in normalized charge collection profiles (r = 0.98), confirming accurate reproduction of charge transport and sharing effects.

AcknowledgmentPRIN 2022 “Toward Next-Generation X-ray Imagers: a High Resolution Spectroscopic System with Ultra-High Photon Flux Capabilities”, Cod. 2022ZEF2RE, CUP: B53D23004710006
References
[1] L. Abbene et al, “Room-temperature X-ray response of cadmium–zinc–telluride pixel detectors grown by the vertical Bridgman technique”, J. Synchrotron Rad. (2020). 27, 319–328.
[2] COMSOL Multiphysics®, www.comsol.com. COMSOL AB, Stockholm, Sweden.
[3] E. Istatiadis et al, “A novel theoretical model framework for the 3D CdZnTe drift strip detector”, 2025 JINST 20 C02014
[4] M. Bettelli et al, "A first principle method to simulate the spectral response of CdZnTe-based X- and gamma-ray detectors”, Nucl. Instrum. Methods Phys. Res. A 960 (2020) 163663 
Keywords: CZT detectors, charge transport, charge sharing, COMSOL Multiphysics
9:45 RTSD-03-04

Waveform-Based Depth-of-Interaction Characterization in 5-mm Cross-Strip CdZnTe (#2149)

M. Teicheira1, L. R. Furenlid2, C. Huang2, M. Kupinski2, M. King3, S. Abbaszadeh1

1 University of California, Santa Cruz, Electrical and Computer Engineering, Santa Cruz, California, United States of America
2 University of Arizona, Department of Radiology and Imaging Sciences, Tuscon, Arizona, United States of America
3 University of Massachusetts Chan Medical School, Radiology, Worcester, Massachusetts, United States of America

Abstract

Depth-of-interaction (DOI) estimation in CdZnTe detectors is conventionally based on the cathode-to-anode amplitude ratio (C/A), while timing-based methods have been explored as alternative indicators in pixelated geometries. However, DOI characterization in cross-strip CdZnTe detectors using digitized waveform signal parameters, including drift time, cathode amplitude, and anode rise time, and the degree to which these parameters provide independent depth information has not been systematically studied. In this work, we present a waveform-based DOI characterization of a 5 mm thick cross-strip CdZnTe detector (7 anode strips, 8 cathode strips, and 1 steering electrode). A collimated 137Cs slit beam was scanned across 26 discrete depth positions 0.2 mm apart. Drift time and cathode amplitude exhibit a strong correlation (R2 = 0.99), establishing that both contribute to the practical lower bound on the achievable single-event depth resolution. At each collimator slit position, the measured signal distributions reflect the distribution of interaction depths, due to finite beam width and intracrystal scatter. The C/A ratio computed from the two highest-amplitude cathode strips provides the best trade-off between DOI resolution and measurement consistency. Using a leave-one-step-out cross- validation framework, we obtain a DOI resolution of 1.35 mm RMSE with single-feature calibration and 1.12 mm RMSE using a 9-feature random forest regression model.

AcknowledgmentAll authors declare no conflicts of interest regarding competing financial interests or personal relationships that may influence the work reported in this paper. This work was supported by the National Institute of Biomedical Imaging and Bioengineering of the National Institutes of Health under Award Numbers R01EB028091 and UH3EB034686.
Keywords: CdZnTe, depth-of-interaction, cross-strip, waveform digitization, cathode-to-anode ratio
10:00 RTSD-03-05

Ultra‑High Resolution CZT Gamma Camera Using Machine-Learning Based 3D Interaction Localisation (#2496)

N. Atkins1, M. Exley1, I. Baistow1, A. Cherlin1

1 Kromek Ltd., Sedgefield, United Kingdom

Abstract

An ultra-high resolution CZT gamma camera platform is presented, integrating advanced detector readout, machine learning (ML) based signal processing and practical calibration procedures for sub‑pixel 3D interaction localisation. The system employs Kromek’s D‑Matrix readout with 2 mm pixel pitch detectors and utilises an ML model trained on physics‑based simulations and calibrated with experimental flood‑field data. Recent developments focus on improving calibration flexibility, robustness to detector performance fluctuations and stability during prolonged operation through refined detector simulations, multi-model optimisation strategies and incorporation of measured data in the training process.

Performance evaluation demonstrates improved spatial uniformity and significant suppression of inter‑pixel artefacts in uncorrected flood field images, with stable behaviour maintained over extended acquisition periods without recalibration. Previously reported intrinsic spatial resolution (~250 µm) and depth‑of‑interaction accuracy (~0.5–1 mm) are preserved, with improved consistency across the detector volume. Reduced reliance on flat‑field correction limits amplification of Poisson noise in reconstructed images, enhancing effective image quality. The ML predicted energy incorporates corrections that effectively eliminate energy DOI dependence and charge sharing losses, resulting in a strongly reduced low-energy tail of the spectrum.

These results demonstrate a robust and scalable CZT gamma camera platform, addressing key practical limitations of earlier implementations. The integrated detector, calibration and ML based data processing framework enable reliable high‑resolution imaging under realistic operating conditions and supports straightforward scaling to larger field‑of‑view systems. A full‑scale camera is currently under construction, highlighting the potential for integration into advanced nuclear imaging applications.
References
[1] Cherlin A, Atkins N, Baistow I  “A feasibility prototype of a low-dose stationary tomographic Molecular Breast Imaging camera using 3D position sensitive CZT detectors”, in 2022 IEEE NSS MIC, Milan, Italy.
[2] Cherlin A, Exley M, Atkins N “Redefining Gamma Ray Imaging with Highly Sub-Pixelised CZT Arrays”, in 2025 IEEE RTSD, Yokohama, Japan.
[3] Cherlin A, Wirth A, Baistow I, Erlandsson K, Thielemans K, Hutton BF “Feasibility studies of a novel ultra-low dose stationary tomographic molecular breast imaging system utilising 3D position of interaction CZT detectors”, 2023 iWoRiD, Oslo, Norway.
Keywords: CZT, sub-pixelisation, DOI, high-resolution imaging, gamma-ray imaging
10:15 RTSD-03-06

Optimized femtosecond laser ablation processing of hybrid semiconductor detectors for enhanced spectroscopic and imaging performance (#2556)

Z. Melnikova1, E. Soharova1, S. Syrovatka2, V. Kudrna2, J. Syrovatka2, P. Kozmin2, J. Jakubek1

1 ADVACAM s.r.o., Prague 7, Czech Republic
2 Hofmeister, s.r.o., Pilsen, Czech Republic

Abstract

Hybrid semiconductor detectors based on the TimePIX-family read-out chips enable direct detection of ionizing radiation with high spatial and spectroscopic resolution. This work investigates the application of femtosecond laser ablation for precise structural modification of detector components while minimizing thermal damage and preserving detector functionality. The study focused on three-dimensional shaping of the read-out chip in a MiniPIX TimePIX3 detector with a 1 mm thick cadmium telluride sensor and on edge cutting of silicon sensors. An optimized laser ablation process enables significant thinning of the read-out chip while maintaining full detector operation. The modified configuration allows backside illumination of the detector, resulting in reduced X-ray attenuation and improved detection efficiency for low-energy photons in the energy range from 5 to 25 keV. Experimental measurements also demonstrate improved spectroscopic performance and enhanced spatial resolution. In addition, femtosecond laser ablation was applied to precise cutting of silicon sensor edges, enabling efficient integration of individual modules into large-area monolithic detection systems. The presented results demonstrate that femtosecond laser ablation is a promising tool for advanced modification of hybrid semiconductor detectors and can significantly expand their applicability in future radiation detection systems.

AcknowledgmentThis work was supported by the Technological Agency of the Czech Republic within the grant FW10010210 "Sensor Chip and Technology for X-ray Imaging".
Keywords: TimePIX3 read-out-chip, single-photon counting detectors, laser ablation, Si monoliths
10:30 RTSD-03-07

Energy, Spatial and Timing Performance of CZT Drift Strip Detectors (#2701)

L. Abbene1, A. Buttacavoli1, F. Principato1, G. Gerardi1, M. Bettelli2, A. Zappettini2, N. Auricchio3, S. Del Sordo4, E. Caroli3

1 University of Palermo, Dipartimento di Fisica e Chimica E. Segrè, Palermo, Italy
2 IMEM/CNR PARMA, Parma, Italy
3 INAF/OAS of Bologna, Bologna, Italy
4 INAF/IASF of Palermo, Palermo, Italy

Abstract

High resolution detection modules for multi-isotope SPECT imaging are strongly required in nuclear medicine. In this framework, we proposed and developed new cadmium–zinc–telluride (CZT) drift strip detectors for room temperature gamma-ray spectroscopic imaging. As widely demonstrated, CdZnTe (CZT) is one of the key materials for the development of room temperature X-ray and gamma ray detectors and several research groups are still involved in advances in both device and the crystal growth technologies. The CZT detectors, equipped with orthogonal anode/cathode collecting strips, drift strips and dedicated digital pulse processing allow a detection area of 6 x 20 mm2, excellent room temperature energy resolution of 0.8% FWHM at 662 keV and sub-millimetre spatial resolution.  The timing performance of the detectors will be also presented. These activities are within an Italian PRIN 2022 PNRR project (No. P2022SE49Y; CUP: B53D23024100001), funded by the Italian Ministry for University and Research (MUR).

Keywords: CZT detectors, Drift Strips, Spectroscopic gamma ray imaging
10:45 RTSD-03-08

Circularity-Based Spectroscopic Correction for Small-Pixel CdTe/Timepix Detectors (#2745)

A. R. Whittemore1, K. Patel1, E.M. Zannoni1, 2

1 The University of Texas at Austin, Walker Department of Mechanical Engineering, Austin, Texas, United States of America
2 The University of Texas at Austin, Department of Diagnostic Medicine, Dell Medical School, Austin, Texas, United States of America

Abstract

High-resolution Cd(Zn)Te radiation detectors are essential for quantitative imaging in medical diagnostics, high-energy physics, and industrial non-destructive testing [1]. This study examines the impact of charge sharing (CS) [2] in a 2-mm CdTe/Timepix detector with 55 μm pixels [3], and proposes a spectroscopic correction method.

From Am-241 and Co-57 experimental data, we categorized interaction events by their multiplicity and a newly introduced shape descriptor called circularity. Analysis showed that non-circular events (C < 0.9) resulted in energy peaks shifting toward lower energies due to unrecorded below-threshold pixels. To address these high-multiplicity CS events, we developed a multi-stage spectroscopic correction method that corrects spectra based on circularity and multiplicity values. This approach improved the average FWHM for the Am-241 peak from 16.70% to 10.05% and for Co-57 from 9.64% to 6.73%.

Additionally, AllPix-Squared simulations [4] were used to model charge cloud dynamics and quantify losses occurring during both propagation and digitization. This work enabled a more robust energy calibration and unbiased spectroscopic performance for small-pixel semiconductor detectors.

AcknowledgmentWe thank the Cancer Prevention & Research Institute of Texas (grant # RP240462) and the 2024 Mitzi & William Blahd MD Pilot Research Grant, The Education and Research Foundation for their generous support.
References
[1] A. R. Whittemore and E. M. Zannoni, "Applications of Cd(Zn)Te Radiation Detectors in Non-Destructive Testing and Evaluation," Sensors, vol. 25, no. 6, doi: 10.3390/s25061776.
[2] M. C. Veale et al., "Measurements of charge sharing in small pixel CdTe detectors," Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, vol. 767, pp. 218-226, 2014/12/11/ 2014, doi: https://doi.org/10.1016/j.nima.2014.08.036.
[3] R. Ballabriga, M. Campbell, and X. Llopart, "An introduction to the Medipix family ASICs," Radiation Measurements, vol. 136, p. 106271, 2020/08/01/ 2020, doi: https://doi.org/10.1016/j.radmeas.2020.106271.
[4] S. Spannagel et al., "Allpix2: A modular simulation framework for silicon detectors," Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, vol. 901, pp. 164-172, 2018/09/01/ 2018, doi: https://doi.org/10.1016/j.nima.2018.06.020.
Keywords: charge-sharing, Timepix, circularity, semiconductor detector, small-pixel detector


Our Exhibitors: