Patents and Publications

Patents

  • Synthetic training data for endpointing models, US20260094340A1, 2025-02-21
  • Digital twin calibration, US20250238571A1, 2024-01-23
  • Microscope aberration correction, US12531204B2, 2023-06-30
  • Method for object recognition and/or verification on portable devices, US10019646B2, 2015-03-09

Publications

  • J. van Hulst, J. van Zuijlen, M. Diephuis, N. Javaheri, A. Duarte, M. Heemels, Data-driven Calibration of an Electron Microscope using Bayesian Optimization, IFAC Journal of Systems and Control, Elsevier, 2023.
  • S. Rezaeifar, M. Diephuis, B. Razeghi "Distributed Semi-Private Image Classification Based on Information-Bottleneck Principle", 28th European Signal Processing Conference (EUSIPCO), 2020.
  • S. Ferdowski, M. Diephuis, S. Rezaeifar, "$\rho$ VAE: Autoregressive parametrization of the VAE encoder", Swiss Machine Learning Day (SMLD), 2019.
  • J. Ramapuram, M. Diephuis, R. Webb, A. Kalousis, "Variational Saccading: Efficient Inference for Large Resolution Images", British Machine Vision Conference (BMVC), 2019.
  • Mollaysa, A. Kalousis, M. Diephuis, E. Bruno, "Learning to augment with feature side information", Asian Conference on Machine Learning (ACML), 2019.
  • J. Ramapuram, M. Diephuis, R. Webb, A. Kalousis, "Variational Saccading: Efficient Inference for Large Resolution Images", NeurIPS (NIPS), Bayesian Deep Learning workshop, 2018.
  • M. Diephuis, S. Voloshynovskiy and T. Holotyak, "User-Centric Privacy and Security in Biometrics, Physical layer security: biometrics vs. physical objects", Book DOI: 10.1049/PBSE004E, ISBN: 9781785612077, 2017.
  • T. H. S. Dewaele and M. Diephuis, "Forensic authentication of banknotes on mobile phones," in Proc. Proceedings of SPIE Photonics West, Electronic Imaging, Media Forensics and Security V, San Francisco, USA, 2016.
  • D. Kostadinov, S. Voloshynovskiy, M. Diephuis, and T. Holotyak, "Local active content fingerprinting: optimal solution under linear modulation," in Proc. ICIP, Phoenix, USA, 2016.
  • D. Kostadinov, S. Voloshynovskiy, M. Diephuis, S. Ferdowsi, and T. Holotyak, "On local active content fingerprinting: solutions for general linear feature maps," in Proc. ICPR, Cancun, Mexico, 2016.
  • M. Diephuis, S. Voloshynovskiy, and T. Holotyak, "Sketchprint: Physical object micro-structure identification using mobile phones," in Proc. European Signal Processing Conference (EUSIPCO), Nice, France, 2015.
  • D. Kostadinov, S. Voloshynovskiy, M. Diephuis, and S. Ferdowsi, "Vector quantization with constrained likelihood for face recognition," in Proc. European Signal Processing Conference (EUSIPCO), Nice, France, 2015.
  • M. Diephuis, S. Voloshynovskiy, and T. Holotyak, "Fine-grained recognition of physical objects on mobile phones: from categorization to identification," in Proc. The Third Workshop on Fine-Grained Visual Categorization (FGVC3) in conjunction with the CVPR2015 conference, Boston, United-States, 2015.
  • S. Voloshynovskiy, M. Diephuis, and T. Holotyak, "Mobile visual object identification: from SIFT-BoF-RANSAC to SketchPrint," in Proc. Proceedings of SPIE Photonics West, Electronic Imaging, Media Forensics and Security V, San Francisco, USA, 2015.
  • D. Kostadinov, S. Voloshynovskiy, S. Ferdowsi, M. Diephuis, and R. Scherer, "Supervised Transform Learning for Face Recognition," , Rutkowski, L., Korytkowski, M., Scherer, R., Tadeusiewicz, R., Zadeh, L. A., and Zurada, J. M., Eds., Springer International Publishing, 2015, vol. 9119, pp. 737-746.
  • S. Voloshynovskiy, M. Diephuis, and T. Holotyak, "Privacy preserving multimedia content identification for cloud based bag-of-feature architectures," in Proc. Workshop on Cloud Based Media in conjunction with the 2015 IEEE International Conference on Multimedia and Expo (ICME 2015), Torino, Italy, 2015.
  • S. Voloshynovskiy, M. Diephuis, "Method for object recognition and/or verification on portable devices", Patent WO2015139848A1, Publication number US20170109600A1, filed 2015, pubplished 2017.
  • D. Kostadinov, S. Voloshynovskiy, S. Ferdowsi, M. Diephuis, and R. Scherer, "Robust Face Recognition by Group Sparse Representation That Uses Samples from List of Subjects", Springer International Publishing, 2014, vol. 8468, pp. 616-626.
  • S. Voloshynovskiy, M. Diephuis, D. Kostadinov, F. Farhadzadeh, and T. Holotyak, "On accuracy, robustness and security of bag-of-word search systems," in Proc. Proceedings of SPIE Photonics West, Electronic Imaging, Media Forensics and Security V, San Francisco, USA, 2014.
  • M. Diephuis, F. Beekhof, S. Voloshynovskiy, T. Holotyak, N. Standardo, and B. Keel, "A framework for fast and secure packaging identification on mobile phones," in Proc. Proceedings of SPIE Photonics West, Electronic Imaging, Media Forensics and Security V, San Francisco, USA, 2014. Nominated best paper
  • S. Voloshynovskiy, M. Diephuis, and T. Holotyak, "Performance analysis of bag-of-features based content identification systems," in Proc. Proceedings of 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Florence, Italy, 2014.
  • M. Diephuis, S. Voloshynovskiy, and F. Beekhof, "Physical object identification based on FAMOS microstructure fingerprinting: comparison of templates versus invariant features," in Proc. 8th International Symposium on Image and Signal Processing and Analysis, Trieste, Italy, 2013. Best Student Paper
  • M. Diephuis, S. Voloshynovskiy, F. Beekhof, and F. Farhadzadeh, "Physical object authentication with correlated camera noise.," in Proc. 15. GI-Fachtagung Datenbanksysteme für Business, Technologie und Web(BTW), Magdeburg, Germany, 2013.
  • S. Voloshynovskiy, M. Diephuis, F. Beekhof, O. Koval, and B. Keel, "Towards Reproducible results in authentication based on physical non-cloneable functions: The Forensic Authentication Microstructure Optical Set (FAMOS)," in Proc. Proceedings of IEEE International Workshop on Information Forensics and Security, Tenerife, Spain, 2012.
  • M. Diephuis, S. Voloshynovskiy, O. Koval, and F. Beekhof, "Robust Message-Privacy Preserving Image Copy Detection for Cloud-based Systems," in Proc. CBMI 2012,10th Workshop on Content-Based Multimedia Indexing, 2012.
  • M. Diephuis, S. Voloshynovskiy, O. Koval, and F. Beekhof, "Statistical Analysis of Binarized SIFT Descriptors," in Proc. 7th International Symposium on Image and Signal Processing and Analysis, 2011.
  • M. Diephuis, Z. Kanis, "Exploring a category based book retrieval system for children" in Proc. 9th Dutch-Belgian Information Retrieval Workshop, 2009.