Personal profile
Keywords
- Machine Learning
- Medical image analysis
- Pattern recognition
- Open science
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- 1 Similar Profiles
Collaborations and top research areas from the last five years
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Augmenting Chest X-ray Datasets with Non-Expert Annotations
Cheplygina, V., Damgaard, C., Eriksen, T. N., Juodelyte, D. & Jiménez-Sánchez, A., 17 Jul 2025, Medical Image Understanding and Analysis. Springer, p. 133-144 11 p. (Lecture Notes in Computer Science, Vol. 15916).Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review
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False Promises in Medical Imaging AI? Assessing Validity of Outperformance Claims
Christodoulou, E., Reinke, A., Andrè, P., Godau, P., Kalinowski, P., Houhou, R., Erkan, S., Sudre, C. H., Burgos, N., Boutaj, S., Loizillon, S., Solal, M., Cheplygina, V., Heitz, C., Kozubek, M., Antonelli, M., Rieke, N., Gilson, A., Mayer, L. D. & Tizabi, M. D. & 6 others, , 7 May 2025.Research output: Working paper › Preprint
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In the Picture: Medical Imaging Datasets, Artifacts, and their Living Review
Jiménez-Sánchez, A., Avlona, N.-R., de Boer, S., Campello, V. M., Feragen, A., Ferrante, E., Ganz, M., Gichoya, J. W., Gonzalez, C., Groefsema, S., Hering, A., Hulman, A., Joskowicz, L., Juodelyte, D., Kandemir, M., Kooi, T., Lérida, J. D. P., Li, L. Y., Pacheco, A. & Rädsch, T. & 9 others, , 23 Jun 2025, FAccT '25: Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency. New York: Association for Computing Machinery, p. 511-531 20 p.Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review
Open Access -
Learning to Harmonize Cross-Vendor X-ray Images by Non-linear Image Dynamics Correction
Lu, Y., Wang, S., Juodelyte, D. & Cheplygina, V., 15 Jul 2025, Medical Image Analysis and Understanding conference. Springer Nature Switzerland, p. 102-115 14 p. (Lecture Notes in Computer Science, Vol. 15917).Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review
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Mask of Truth: Model Sensitivity to Unexpected Regions of Medical Images
Sourget, T., Hestbek-Møller, M., Jiménez Sánchez, A., Xu, J. J. & Cheplygina, V., 20 May 2025, In: Journal of Imaging Informatics in Medicine. 18 p.Research output: Journal Article or Conference Article in Journal › Journal article › Research › peer-review
Open Access
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CATS : Choosing a Transfer Source for Medical Image Classification
Cheplygina, V. (PI), Juodelyte, D. (CoI) & Lu, Y. (CoI)
01/10/2021 → 30/09/2025
Project: Research
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Workshop `In the Picture: Medical Imaging Datasets´
Sánchez, A. J. (PI) & Cheplygina, V. (CoI)
Danish Data Science Academy (DDSA)
14/03/2024 → 31/12/2024
Project: Research
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MMC: Making Metadata Count
Cheplygina, V. (PI), Sánchez, A. J. (CoI) & Sourget, T. (CoI)
Independent Research Fund Denmark
01/10/2022 → 30/09/2025
Project: Research
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CHEETAH: Challenges in Evaluating Teams and Algorithms
Cheplygina, V. (PI), Sourget, T. (CoI), Classen, N. (CoI) & Nielsen, B. M. G. (Collaborator)
01/09/2025 → 31/08/2030
Project: Research
Press/Media
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Medicinsk AI prætrænes på kattebilleder: Vi overvejer sjældent, hvad konsekvenserne er
18/01/2022
1 Media contribution
Press/Media: Press / Media
Datasets
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SeagrassFinder: An Underwater Eelgrass Image Classification Dataset
Elsäßer, J. (Creator), Weihl, L. (Creator), Cheplygina, V. (Creator) & Tangaa Nielsen, L. (Creator), ZENODO, 8 Oct 2024
DOI: 10.5281/zenodo.13904604, https://zenodo.org/records/13904604
Dataset
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NEATX: Non-Expert Annotations of Tubes in X-rays
Cheplygina, V. (Creator), Cathrine, D. (Creator), Eriksen, T. N. (Creator), Jiménez-Sánchez, A. (Creator) & Juodelyte, D. (Contributor), ZENODO, 28 Feb 2025
DOI: 10.5281/zenodo.14944064, https://zenodo.org/records/14944064
Dataset
Activities
- 1 Membership in review committee
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Assessment committee for recruitment of assistant/associate professor in Data-Intensive Systems and Applications (Event)
Cheplygina, V. (Chair), Boehm, M. (Member) & Leis, V. (Member)
22 Aug 2023 → 31 Dec 2023Activity: Membership types › Membership in review committee