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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
2682021
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
1742022
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
782024
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
572023
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
452018
Pretrained vits yield versatile representations for medical images
C Matsoukas, JF Haslum, M Söderberg, K Smith
arXiv preprint arXiv:2303.07034, 2023
29*2023
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
292020
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
282020
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
272020
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
132024
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
122024
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
22024
Apla: A simple adaptation method for vision transformers
M Sorkhei, E Konuk, K Smith, C Matsoukas
arXiv preprint arXiv:2503.11335, 2025
12025
Learning from offline foundation features with tensor augmentations
E Konuk, C Matsoukas, M Sorkhei, P Lertsiravarameth, K Smith
Advances in Neural Information Processing Systems 37, 120103-120123, 2024
12024
The raised ramparts around Titan's northern lakes
A Solomonidou, A Le Gall, M Malaska, S Birch, R Lopes, A Coustenis, ...
EGU General Assembly Conference Abstracts, 9493, 2019
12019
Learning What Helps: Task-Aligned Context Selection for Vision Tasks
J Guo, E Konuk, F Strand, C Matsoukas, K Smith
arXiv preprint arXiv:2512.00489, 2025
2025
k-NN as a Simple and Effective Estimator of Transferability
M Sorkhei, C Matsoukas, JF Haslum, E Konuk, K Smith
arXiv preprint arXiv:2503.18528, 2025
2025
Efficient Self-Supervised Adaptation for Medical Image Analysis
M Sorkhei, E Konuk, J Guo, C Meng, C Matsoukas, K Smith
Proceedings of the IEEE/CVF International Conference on Computer Vision, 873-880, 2025
2025
Random Token Fusion for Multi-View Medical Diagnosis
J Guo, C Matsoukas, F Strand, K Smith
arXiv preprint arXiv:2410.15847, 2024
2024
Streamlining the Histopathological Workflow in Diabetic Kidney Disease with Artificial Intelligence
C Matsoukas, TT Tomic, P Tonelius, E Nuñez-Duran, L Liang, ...
Journal of the American Society of Nephrology, 10.1681, 2024
2024
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