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Christos Matsoukas
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Is it time to replace cnns with transformers for medical images?
C Matsoukas, JF Haslum, M Söderberg, K Smith
arXiv preprint arXiv:2108.09038, 2021
2092021
What makes transfer learning work for medical images: Feature reuse & other factors
C Matsoukas, JF Haslum, M Sorkhei, M Söderberg, K Smith
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
1032022
The spectral nature of Titan's major geomorphological units: Constraints on surface composition
A Solomonidou, A Coustenis, RMC Lopes, MJ Malaska, S Rodriguez, ...
Journal of Geophysical Research: Planets 123 (2), 489-507, 2018
432018
Patchdropout: Economizing vision transformers using patch dropout
Y Liu, C Matsoukas, F Strand, H Azizpour, K Smith
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2023
342023
Are Natural Domain Foundation Models Useful for Medical Image Classification?
JP Huix, AR Ganeshan, JF Haslum, M Söderberg, C Matsoukas, K Smith
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2024
292024
Spectral and emissivity analysis of the raised ramparts around Titan's northern lakes
A Solomonidou, A Le Gall, MJ Malaska, SPD Birch, RMC Lopes, ...
Icarus 344, 113338, 2020
242020
Adding seemingly uninformative labels helps in low data regimes
C Matsoukas, AB Hernandez, Y Liu, K Dembrower, G Miranda, E Konuk, ...
International Conference on Machine Learning, 6775-6784, 2020
212020
The chemical composition of impact craters on Titan-I. Implications for exogenic processing
A Solomonidou, C Neish, A Coustenis, M Malaska, A Le Gall, RMC Lopes, ...
Astronomy & Astrophysics 641, A16, 2020
212020
Pretrained ViTs yield versatile representations for medical images
C Matsoukas, JF Haslum, M Söderberg, K Smith
arXiv preprint arXiv:2303.07034, 2023
18*2023
Metadata-guided consistency learning for high content images
JF Haslum, C Matsoukas, KJ Leuchowius, E Müllers, K Smith
Medical Imaging with Deep Learning, 918-936, 2024
82024
Bridging generalization gaps in high content imaging through online self-supervised domain adaptation
JF Haslum, C Matsoukas, KJ Leuchowius, K Smith
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2024
62024
Detailed chemical composition analysis of the Soi crater region on Titan
A Solomonidou, MJ Malaska, RMC Lopes, A Coustenis, AM Schoenfeld, ...
Icarus 421, 116215, 2024
12024
Random Token Fusion for Multi-View Medical Diagnosis
J Guo, C Matsoukas, F Strand, K Smith
arXiv preprint arXiv:2410.15847, 2024
2024
Learning from Offline Foundation Features with Tensor Augmentations
E Konuk, C Matsoukas, M Sorkhei, P Lertsiravaramet, K Smith
arXiv preprint arXiv:2410.02527, 2024
2024
Artificial Intelligence for Medical Image Analysis with Limited Data
C Matsoukas
KTH Royal Institute of Technology, 2024
2024
A comparative study of planetary patera: a priority target for JUICE investigations of Ganymede
A Solomonidou, K Stephan, K Soderlund, K Kalousova, M Malaska, ...
44th COSPAR Scientific Assembly. Held 16-24 July 44, 501, 2022
2022
A compositional map for Titans surface
A Solomonidou, A Coustenis, R Lopes, M Malaska, A Le Gall, B Schmitt, ...
AGU Fall Meeting Abstracts 2021, P45G-2512, 2021
2021
Compositional mapping of Titan's surface using Cassini VIMS and RADAR data
A Solomonidou, A Coustenis, A Le Gall, R Lopes, M Malaska, B Schmidtt, ...
European Planetary Science Congress. EPSC 2021, 2021
2021
A chemical composition map for Titan's surface
A Solomonidou, A Coustenis, R Lopes, M Malaska, A Le Gall, B Schmitt, ...
EGU General Assembly Conference Abstracts, EGU21-13516, 2021
2021
The chemical composition of impact craters on Titan
A Solomonidou, C Neish, A Coustenis, M Malaska, A Le Gall, RMC Lopes, ...
52nd Lunar and Planetary Science Conference, LPI Contribution No. 2548, id. 2633, 2021
2021
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