Research Outputs

2023

Papers:

• Shunxin Wang, Raymond Veldhuis, Christoph Brune, Nicola Strisciuglio, "What do neural networks learn in image classification? A frequency shortcut perspective", ICCV2023. 

• Sven Dummer, Nicola Strisciuglio, Christoph Brune, "RSA-INR: Riemannian Shape Autoencoding via 4D Implicit Neural Representations". arXiv preprint. 

• David Wiesner, Julian Suk, Sven Dummer, Tereza Nečasová, Vladimír Ulman, David Svoboda, Jelmer Wolterink, "Generative modeling of living cells with SO (3)-equivariant implicit neural representations". arXiv preprint.

• Ioana Mazilu*, Shunxin Wang*, Sven Dummer, Raymond Veldhuis, Christoph Brune, and Nicola Strisciuglio, "Defocus Blur Synthesis and Deblurring via Interpolation and Extrapolation in Latent Space", CAIP2023 ().

• Shunxin Wang, Raymond Veldhuis, Christoph Brune, Nicola Strisciuglio, "The Robustness of Computer Vision Models against Common Corruptions: a Survey". arXiv preprint.

2022 

Papers:

• Shunxin Wang, Raymond Veldhuis, Christoph Brune, Nicola Strisciuglio, “Frequency Shortcut Learning in Neural Networks”, NeurIPS 2022 Workshop DistShift. 

• Sven Dummer, Nicola Strisciuglio, Christoph Brune, “Structure preserving implicit shape encoding via flow regularization”, GeoMedIA Conference 2022 (Extended abstracts) 

• Wiesner, D., Suk, J., Dummer, S., Svoboda, D., & Wolterink, J. M. (2022). "Implicit neural representations for generative modeling of living cell shapes". In International Conference on Medical Image Computing and Computer-Assisted Intervention (pp. 58-67). Springer, Cham.

• Pandey, V., Brune, C., Strisciuglio, N. (2022). Self-supervised Learning Through Colorization for Microscopy Images. ICIAP 2022. LNCS, vol 13232. 

Posters, presentations, and attending events:

• Nederlandse Vereniging voor Patroonherkenning en Beeldverwerking Spring Meeting 2023 - Best Abstract Award (Shunxin)

• NanoBioTech Montreux Conference, November 2022 – poster pitch and presentation (Bugakova)

• GeoMedIA Conference, Amsterdam, November 2022 – poster presentation (Dummer)

• Dutch Annual Biophysics Conference, Veldhoven, September 2022 – poster presentation (Bugakova)

• 11th Utrecht PhD Summer school on Environmental Signaling in Plants, August 2022 (Bukagova)

• LOGML Summer School: London Geometry and Machine Learning, Online, July 2022 (Dummer)