Is it Time to Replace CNNs with Transformers for Medical Images? - Christos Matsoukas; Johan Fredin Haslum; Magnus Söderberg; Kevin Smith 001 (CoRR, 2021)

What Makes Transfer Learning Work for Medical Images: Feature Reuse & Other Factors. - Christos Matsoukas; Johan Fredin Haslum; Moein Sorkhei; Magnus Söderberg; Kevin Smith 001 (CVPR, 2022)

Pretrained ViTs Yield Versatile Representations For Medical Images. - Christos Matsoukas; Johan Fredin Haslum; Magnus Söderberg; Kevin Smith 001 (CoRR, 2023)

Are Natural Domain Foundation Models Useful for Medical Image Classification? - Joana Palés Huix; Adithya Raju Ganeshan; Johan Fredin Haslum; Magnus Söderberg; Christos Matsoukas; Kevin Smith 001 (WACV, 2024)

Detection of medial vascular calcification in chronic kidney disease based on pulse wave analysis in the frequency domain. - Urszula Bialonczyk; Malgorzata Debowska; Lu Dai; Abdul Rashid Qureshi; Magnus Söderberg; Bengt Lindholm; Peter Stenvinkel; Jan Poleszczuk (Biomed. Signal Process. Control., 2024)

Utilizing Weak-to-Strong Consistency for Semi-Supervised Glomeruli Segmentation. - Irina Zhang; Jim Denholm; Azam Hamidinekoo; Oskar Ålund; Christopher Bagnall; Joana Palés Huix; Michal Sulikowski; Ortensia Vito; Arthur Lewis; Robert Unwin; Magnus Söderberg; Nikolay Burlutskiy; et al. (CoRR, 2024)

Leveraging pulse wave signal properties for coronary artery calcification screening in CKD patients. - Urszula Bialonczyk; Leszek Pstras; Malgorzata Debowska; Lu Dai; Abdul Rashid Qureshi; Magnus Söderberg; Torkel B. Brismar; Jonaz Ripsweden; Bengt Lindholm; Peter Stenvinkel; Jan Poleszczuk (Comput. Biol. Medicine, 2025)