Veronika Cheplygina

Publikation

Publikationer pr. år 2021 2021 2022 2023 2024 2024

• 8 Tidsskriftartikel
• 5 Konferencebidrag i proceedings
• 2 Paper
• 1 Rapport
• 2 Mere
  • 1 Bidrag til bog/antologi
  • 1 Working paper

Publikationer pr. år

Publikationer pr. år

Søgeresultater

• 2024

  [Citation needed] Data usage and citation practices in medical imaging conferences

  Sourget, T., Akkoç, A., Winther, S., Lyngbye Galsgaard, C., Jiménez Sánchez, A., Juodelyte, D., Petitjean, C. & Cheplygina, V., 2024, Medical Imaging with Deep Learning (MIDL). s. 1-22

  Publikation: Konference artikel i Proceeding eller bog/rapport kapitel › Konferencebidrag i proceedings › Forskning › peer review

  Åben adgang

  • Data Citation 100%
  • Data Usage 100%
  • Citation Practices 100%
  • Dataset Usage 100%
  • Medical Imaging 100%

• Copycats: the many lives of a publicly available medical imaging dataset

  Jiménez Sánchez, A., Avlona, N.-R., Juodelyte, D., Sourget, T., Vang-Larsen, C., Rogers, A., Zajac, H. D. & Cheplygina, V., 26 sep. 2024, Advances in Neural Information Processing Systems 38 (NeurIPS 2024) : Datasets and Benchmarks Track. 2024 udg. Bind NeurIPS. 22 s.

  Publikation: Konference artikel i Proceeding eller bog/rapport kapitel › Konferencebidrag i proceedings › Forskning › peer review

  Åben adgang

  • Publicly Available 100%
  • Medical Imaging 100%
  • Copycat 100%
  • Artificial Intelligence 100%
  • Open Data 100%

• Dataset Distribution Impacts Model Fairness: Single Vs. Multi-task Learning

  Raumanns, R., Schouten, G., Pluim, J. P. W. & Cheplygina, V., 2024, MICCAI Workshop on Fairness of AI in Medical Imaging (MICCAI FAIMI). 15198 udg. Springer, Bind LNCS .

  Publikation: Konference artikel i Proceeding eller bog/rapport kapitel › Konferencebidrag i proceedings › Forskning › peer review

  Åben adgang

  • Dataset Distribution 100%
  • Impact Model 100%
  • Gender Bias 100%
  • Model Fairness 100%
  • Learning Task 100%

• Exploring connections of spectral analysis and transfer learning in medical imaging ...

  Lu, Y., Juodelyte, D., Victor, J. D. & Cheplygina, V., 2024, 11 s.

  Publikation: Bog / Antologi / Rapport / Ph.D.-afhandling › Rapport › Forskning › peer review

  Åben adgang

  • Power Spectrum Density 100%
  • Spectral Transfer 100%
  • Learning Transfer 100%
  • Spectral Analysis 100%
  • Spectrum Analysis 100%

• Metrics reloaded: recommendations for image analysis validation

  Maier-Hein, L., Reinke, A. & Metrics Reloaded Consortium , 2024, I: Nature Methods. s. 195–212 17 s.

  Publikation: Artikel i tidsskrift og konference artikel i tidsskrift › Tidsskriftartikel › Forskning › peer review

  Åben adgang

  • Machine Learning Techniques 100%
  • Image Analysis 100%
  • Medical Image Analysis 100%
  • Image Level 100%
  • User Experience 50%

• Understanding metric-related pitfalls in image analysis validation

  Reinke, A., Maier-Hein, L., Tizabi, M. D. & Cheplygina, V., 2024, I: Nature Methods. 21, s. 182–194 12 s.

  Publikation: Artikel i tidsskrift og konference artikel i tidsskrift › Tidsskriftartikel › Forskning › peer review

  Åben adgang

  • Image Analysis 100%
  • Artificial Intelligence 100%
  • Validation Metrics 75%
  • Access to Information 25%
  • Personal Strengths 25%
• 2023

  Artificial Intelligence in Science:Lessons from shortcomings in machine learning for medical imaging

  Cheplygina, V. & Varoquaux, G., 2023, Artificial Intelligence in Science : Challenges, Opportunities and the Future of Research. Organization for Economic Co-operation and Development (OECD)

  Publikation: Konference artikel i Proceeding eller bog/rapport kapitel › Bidrag til bog/antologi › Forskning › peer review

  Åben adgang

• Detecting Shortcuts in Medical Images — A Case Study in Chest X-rays

  Jiménez Sánchez, A., Juodelyte, D., Chamberlain, B. & Cheplygina, V., 2023.

  Publikation: Konferencebidrag - EJ publiceret i proceeding eller tidsskrift › Paper › Forskning › peer review

  Åben adgang

  • Medical Image 100%
  • Chest X-ray 100%
  • Annotation 100%
  • Case Study 100%
  • Pneumothorax 100%

• Revisiting Hidden Representations in Transfer Learning for Medical Imaging

  Juodelyte, D., Jiménez Sánchez, A. & Cheplygina, V., 15 sep. 2023, I: Transactions on Machine Learning Research.

  Publikation: Artikel i tidsskrift og konference artikel i tidsskrift › Tidsskriftartikel › Forskning › peer review

  Åben adgang

  • Transfer Learning 100%
  • Medical Imaging 100%
  • ImageNet 100%
  • Hidden Representation 100%
  • Transfer of Learning 100%

• Ten simple rules for failing successfully in academia

  Gaillard, S., van Viegen, T., Veldsman, M., Stefan, M. & Cheplygina, V., 2023, I: PLoS Computational Biology.

  Publikation: Artikel i tidsskrift og konference artikel i tidsskrift › Tidsskriftartikel › Forskning › peer review

  Åben adgang

  • Simple Rules 100%
  • Negative Consequence 100%
  • Individual Differences 100%
  • Negative Consequences 50%

• Why is the winner the best?

  Eisenmann, M., Reinke, A., Weru , V., Tizabi, M. D., Isensee, F., Adler, T. J., Ali, S., Andrearczyk, V., Aubreville, M., Baid, U., Bakas, S., Balu, N., Bano , S., Bernal , J., Bodenstedt, S., Casella, A. & Cheplygina, V., 2023, Proceedings of the CVPR conference.

  Publikation: Konference artikel i Proceeding eller bog/rapport kapitel › Konferencebidrag i proceedings › Forskning › peer review

  Åben adgang

  Fil

  • Image Analysis 100%
  • Scientific Innovations 100%
  • Open Research 100%
  • Computer Scientist 100%
  • Development Strategy 100%
• 2022

  Detection of Furigana Text in Images

  Bjerregaard, N. K., Cheplygina, V. & Heinrich, S., 8 jul. 2022.

  Publikation: Konferencebidrag - EJ publiceret i proceeding eller tidsskrift › Paper › Forskning

  Åben adgang

  • Comics 100%
  • Annotation 100%
  • Optical Character Recognition 100%
  • Optics 100%
  • Character Recognition 100%

• Machine learning for medical imaging: methodological failures and recommendations for the future

  Varoquaux, G. & Cheplygina, V., 2022, I: Nature Digital Medicine.

  Publikation: Artikel i tidsskrift og konference artikel i tidsskrift › Tidsskriftartikel › Forskning › peer review

  Åben adgang

  • Machine Learning 100%
  • Creep 100%
  • Developing Method 100%
  • Medical Imaging 100%
  • Data Challenge 100%

• Predicting Bearings Degradation Stages for Predictive Maintenance in the Pharmaceutical Industry

  Juodelyte, D., Cheplygina, V., Graversen, T. & Bonnet, P., 2022, KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14 - 18, 2022. Zhang, A. & Rangwala, H. (red.). Association for Computing Machinery, s. 3107-3115 9 s.

  Publikation: Konference artikel i Proceeding eller bog/rapport kapitel › Konferencebidrag i proceedings › Forskning › peer review
• 2021

  Crowdsourcing airway annotations in chest computed tomography images

  Cheplygina, V., Perez-Rovira, A., Kuo, W., Tiddens, H. A. W. M. & de Bruijne, M., 22 apr. 2021, I: PLOS ONE. 16, 4

  Publikation: Artikel i tidsskrift og konference artikel i tidsskrift › Tidsskriftartikel › Forskning › peer review

  Åben adgang

  • Crowdsourcing 100%
  • Chest Computed Tomography Image 100%
  • Airway 100%
  • Computer Assisted Tomography 100%
  • Cystic Fibrosis 50%

• ENHANCE (ENriching Health data by ANnotations of Crowd and Experts): A case study for skin lesion classification

  Raumanns, R., Schouten, G., Joosten, M., Pluim, J. P. W. & Cheplygina, V., 2021, I: Machine Learning for Biomedical Imaging. 1

  Publikation: Artikel i tidsskrift og konference artikel i tidsskrift › Tidsskriftartikel › Forskning › peer review

  Åben adgang

  Fil

  • Health Data 100%
  • Non-expert 100%
  • Expert Annotation 100%
  • Skin Lesion Classification 100%
  • Diagnostic Label 66%

• High-level prior-based loss functions for medical image segmentation: A survey

  El Jurdi, R., Petitjean, C., Honeine, P., Cheplygina, V. & Abdallah, F., 2021, I: Computer Vision and Image Understanding. 210, s. 103248 1 s.

  Publikation: Artikel i tidsskrift og konference artikel i tidsskrift › Tidsskriftartikel › Forskning › peer review

  • Loss Function 100%
  • Image Segmentation 100%
  • Medical Image Segmentation 100%
  • High-level Prior 100%
  • Neural Network 100%

• How I failed machine learning in medical imaging -- shortcomings and recommendations

  Varoquaux, G. & Cheplygina, V., 18 mar. 2021.

  Publikation: Working paper › Forskning

  • Evaluation Method 100%
  • Creep 100%
  • Evaluation Metrics 100%
  • Medical Imaging 100%
  • Publication Strategy 100%