Publications of F Birk

Birk, F.; Glang, F.; Loktyushin, A.; Birkl, C.; Ehses, P.; Scheffler, K.; Heule, R.: High-resolution neural network-driven mapping of multiple diffusion metrics leveraging asymmetries in the balanced steady-state free precession frequency profile. NMR in Biomedicine 35 (6) (2022)

Birk, F.; Glang, F.; Loktyushin, A.; Birkl, C.; Ehses, P.; Scheffler, K.; Heule, R.: NN-driven mapping of multiple diffusion metrics at high to ultra-high resolution using the bSSFP frequency profile. In: 23rd Annual Meeting of the German Chapter of the ISMRM, V22, pp. S78 - S81. 23rd Annual Meeting of the German Chapter of the ISMRM (DS ISMRM 2021), Zürich, Switzerland, September 09, 2021 - September 10, 2021. ETH Zürich, Zürich, Switzerland (2021)

Birk, F.; Scheffler, K.; Heule, R.: Ultrafast submillimeter model-based NN quantification of whole-brain T1 and T2 using phase-cycled bSSFP. 2023 ISMRM & ISMRT Annual Meeting & Exhibition (ISMRM 2023), Toronto, Canada (2023)

Najac, C.; Birk, F.; O’Reilly, T.; Scheffler, K.; Webb, A.; Heule, R.: Balanced steady-state free precession imaging and associated rapid relaxation time mapping on a point-of-care 46 mT Halbach MRI scanner. 2023 ISMRM & ISMRT Annual Meeting & Exhibition (ISMRM 2023), Toronto, Canada (2023)

Birk, F.; Steiglechner, J.; Scheffler, K.; Heule, R.: Investigating complex-valued neural networks applied to phase-cycled bSSFP for multi-parametric quantitative tissue characterization. Joint Annual Meeting ISMRM-ESMRMB & ISMRT 31st Annual Meeting (ISMRM 2022), London, UK (2022)

Birk, F.; Glang, F.; Birkl, C.; Scheffler, K.; Heule, R.: Quantification of multiple diffusion metrics from asymmetric balanced SSFP frequency profiles using neural networks. 2021 ISMRM & SMRT Annual Meeting & Exhibition (ISMRM 2021) (2021)

Mahler, L.; Wang, Q.; Steiglechner, J.; Birk, F.; Heczko, S.; Scheffler, K.; Lohmann, G.: Pretraining is All You Need: A Multi-Atlas Enhanced Transformer Framework for Autism Spectrum Disorder Classification. (submitted)

Wang, Q.; Mahler, L.; Steiglechner, J.; Birk, F.; Scheffler, K.; Lohmann, G.: A Three-Player GAN for Super-Resolution in Magnetic Resonance Imaging. (submitted)