Skip to main content
European Commission logo print header

CLoud ARtificial Intelligence For pathologY

Livrables

ESRs definition and advertisement

Definition of the different ESRs profiles and advertisements

Report on network‐wide training events_v2

Report including the network training events carried out in the period

Metadata standardization strategy and database

Collection of a substantial reference and anonymized data set of WSIs for a subset of cancer types and subsequent annotation with clinically relevant multidisciplinary information Description of metadata to be included as part of the reference dataset Description of metadata standardization strategy

Report on network‐wide training events_v1

Report including the network training events carried out in the period

CLARIFY repositories for open access

Definition of CLARIFYs open access policies and procedures to store and preserve CLARIFYs data in selected repositories

Recruitment completion

List of the recruited ESRs

WSI preprocessing and standardization protocol

Description of WSI preprocessing algorithms and standardization protocol to be used

Publications

Residual block Convolutional Auto Encoder in Content-Based Medical Image Retrieval

Auteurs: Zahra Tabatabaei; Adrián Colomer; Kjersti Engan; Javier Oliver; Valery Naranjo
Publié dans: 2022 IEEE 14th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP) proceedings, Numéro June 2022, 2023, ISBN 978-1-6654-7822-9
Éditeur: IEEE
DOI: 10.1109/ivmsp54334.2022.9816325

DID-eFed: Facilitating Federated Learning as a Service with Decentralized Identities

Auteurs: Jiahui Geng; Neel Kanwal; Martin Gilje Jaatun; Chunming Rong
Publié dans: Proceedings of EASE 2021: Evaluation and Assessment in Software Engineering, Numéro June 21–23, 2021, 2021, Page(s) 329–335, ISBN 978-1-4503-9053-8
Éditeur: ACM
DOI: 10.1145/3463274.3463352

A Self-Training Weakly-Supervised Framework for Pathologist-Like Histopathological Image Analysis

Auteurs: Laëtitia Launet; Adrián Colomer; Andrés Mosquera-Zamudio; Anaïs Moscardó; Carlos Monteagudo; Valery Naranjo
Publié dans: 2022 IEEE International Conference on Image Processing (ICIP), Numéro October 2022, 2022, ISBN 978-1-6654-9620-9
Éditeur: IEEE
DOI: 10.1109/icip46576.2022.9897274

Federating Unlabeled Samples: A Semi-supervised Collaborative Framework for Whole Slide Image Analysis

Auteurs: Laëtitia Launet, Rocío del Amor, Adrián Colomer, Andrés Mosquera-Zamudio, Anaïs Moscardó, Carlos Monteagudo, Zhiming Zhao & Valery Naranjo
Publié dans: 23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings, Numéro November 2022, 2022, ISBN 978-3-031-21752-4
Éditeur: Springer
DOI: 10.1007/978-3-031-21753-1_7

Towards a Service-based Adaptable Data Layer for Cloud Workflows

Auteurs: Yuandou Wang; Nikita Janse; Riccardo Bianchi; Spiros Koulouzis; Zhiming Zhao
Publié dans: 2023 IEEE 47th Annual Computers, Software, and Applications Conference (COMPSAC) proceedings, Numéro June 2023, 2023, ISBN 979-8-3503-2697-0
Éditeur: IEEE
DOI: 10.1109/compsac57700.2023.00121

CNSVRE: A Qery Reformulated Search System with ExplainableSummarization for Virtual Research Environment

Auteurs: Na Li, Yangjun Zhang, Zhiming Zhao
Publié dans: WWW '23 Companion: Companion Proceedings of the ACM Web Conference 2023 proceedings, Numéro April 2023, 2023, Page(s) 254–257, ISBN 978-1-4503-9419-2
Éditeur: Association for Computing Machinery
DOI: 10.1145/3543873.3587360

A Dense Retrieval System and Evaluation Dataset for Scientific Computational Notebooks

Auteurs: Na Li; Yangjun Zhang; Zhiming Zhao
Publié dans: 2023 IEEE 19th International Conference on e-Science (e-Science) proceedings, Numéro October 2023, 2023, ISBN 979-8-3503-2223-1
Éditeur: IEEE
DOI: 10.1109/e-science58273.2023.10254859

A Survey on Dataset Distillation: Approaches, Applications and Future Directions

Auteurs: Jiahui Geng, Zongxiong Chen, Yuandou Wang, Herbert Woisetschlaeger, Sonja Schimmler, Ruben Mayer, Zhiming Zhao, Chunming Rong
Publié dans: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence (IJCAI), Numéro August 2023, 2023, Page(s) 6610-6618, ISBN 978-1-956792-03-4
Éditeur: International Joint Conferences on Artificial Intelligence
DOI: 10.24963/ijcai.2023/741

FAIR-Cells: an interactive tool for enabling the FAIRness of code fragments in Jupyter notebooks

Auteurs: Kruijer W., Wang Y., Koulouzis S., Li N., Bianchi R., Zhao Z.
Publié dans: Proceedings of the International Conference of High-Performance Computing and Simulation (HPCS) (2020), 2021
Éditeur: IEEE

Context-Aware Notebook Search in a Jupyter-Based Virtual Research Environment

Auteurs: Na Li; Siamak Farshidi; Riccardo Bianchi; Spiros Koulouzis; Zhiming Zhao
Publié dans: 2022 IEEE 18th International Conference on e-Science (e-Science) proceedings, Numéro October 2022, 2022, ISBN 978-1-6654-6124-5
Éditeur: IEEE
DOI: 10.1109/escience55777.2022.00054

Optimized Federated Learning on Class-biased Distributed Data Sources

Auteurs: Yongli Mou, Jiahui Geng, Sascha Welten, Chunming Rong, Stefan Decker, and Oya Beyan
Publié dans: Proceedings of European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2021), 2021
Éditeur: Springer

Detection and Localization of Melanoma Skin Cancer in Histopathological Whole Slide Images

Auteurs: Kanwal, Neel; Amundsen, Roger; Hardardottir, Helga; Tomasetti, Luca; Undersrud, Erling Sandoy; Janssen, Emiel A. M.; Engan, Kjersti
Publié dans: Proceedings of European Signal Processing Conference (EUSIPCO), Numéro 31, 2023, ISBN 978-9-4645-9360-0
Éditeur: European Association for Signal and Image Processing
DOI: 10.23919/eusipco58844.2023.10290087

Decentralized workflow management on software defined infrastructures

Auteurs: Yuandou Wang; Zhiming Zhao
Publié dans: Proceedings of 2020 IEEE World Congress on Services (SERVICES), Numéro 18-23 Oct. 2020, 2020, ISBN 978-1-7281-8204-9
Éditeur: IEEE
DOI: 10.1109/services48979.2020.00059

CWL-FLOps: A Novel Method for Federated Learning Operations at Scale

Auteurs: Chronis Kontomaris; Yuandou Wang; Zhiming Zhao
Publié dans: 2023 IEEE 19th International Conference on e-Science (e-Science) proceedings, Numéro October 2023, 2023, ISBN 979-8-3503-2223-1
Éditeur: IEEE
DOI: 10.1109/e-science58273.2023.10254788

Challenging Mitosis Detection Algorithms: Global Labels Allow Centroid Localization

Auteurs: Claudio Fernandez-Martín, Umay Kiraz, Julio Silva-Rodríguez, Sandra Morales, Emiel A. M. Janssen, Valery Naranjo
Publié dans: 23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings, Numéro November 2022, 2022, ISBN 978-3-031-21752-4
Éditeur: Springer
DOI: 10.1007/978-3-031-21753-1_47

pFedV: Mitigating Feature Distribution Skewness via Personalized Federated Learning with Variational Distribution Constraints

Auteurs: Mou, Y., Geng, J., Zhou, F., Beyan, O., Rong, C., Decker, S
Publié dans: 27th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2023, Osaka, Japan, May 25–28, 2023, Proceedings, Part II, Numéro May 2023, 2023, Page(s) 283-294, ISBN 978-3-031-33376-7
Éditeur: Springer
DOI: 10.1007/978-3-031-33377-4_22

Combining Attention-Based Multiple Instance Learning and Gaussian Processes for CT Hemorrhage Detection

Auteurs: Wu Y., Schmidt A., Hernández-Sánchez E., Molina R., Katsaggelos A.K.
Publié dans: Medical Image Computing and Computer Assisted Intervention – MICCAI 2021., 2021, ISBN 978-3-030-87195-6
Éditeur: Springer Nature
DOI: 10.1007/978-3-030-87196-3_54

Self-supervised learning of a tailored Convolutional Auto Encoder for histopathological prostate grading

Auteurs: Zahra Tabatabaei; Adrián Colomer; Kjersti Engan; Javier Oliver; Valery Naranjo
Publié dans: 2023 31st European Signal Processing Conference (EUSIPCO) proceedings, Numéro November 2023, 2023, ISBN 978-9-4645-9360-0
Éditeur: IEEE
DOI: 10.23919/eusipco58844.2023.10289741

Multi-Resolution Framework For Spitzoid Neoplasm Classification Using Histological Data

Auteurs: Rocio del Amor, Francisco Javier Curieses, Laetitia Launet, Adrian Colomer, Anaís Moscardo, Andres Mosquera-Zamudio, Carlos Monteagudo, Valery Naranjo
Publié dans: 2022 IEEE 14th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP) proceedings, Numéro July 2022, 2022, ISBN 978-1-6654-7822-9
Éditeur: IEEE
DOI: 10.1109/ivmsp54334.2022.9816260

Towards a Privacy-Preserving Distributed Cloud Service for Preprocessing Very Large Medical Images

Auteurs: Yuandou Wang; Neel Kanwal; Kjersti Engan; Chunming Rong; Zhiming Zhao
Publié dans: 2023 IEEE International Conference on Digital Health (ICDH), Numéro July 2023, 2023, ISBN 979-8-3503-4103-4
Éditeur: IEEE
DOI: 10.1109/icdh60066.2023.00055

A Deep Embedded Framework for Spitzoid Neoplasm Classification Using DNA Methylation Data

Auteurs: del Amor, Rocío; Colomer, Adrián; Monteagudo, Carlos; Garzón, María José; García-Giménez, José Luis; Naranjo Ornedo, Valeriana
Publié dans: Proceedings of the 2021 29th European Signal Processing Conference (EUSIPCO), Numéro pp. 1271-1275, 2021
Éditeur: IEEE
DOI: 10.23919/eusipco54536.2021.9616137

Attention to Detail: Inter-Resolution Knowledge Distillation

Auteurs: del Amor, Rocío; Silva-Rodríguez, Julio; Colomer, Adrián; Naranjo, Valery
Publié dans: Proceedings of the 2023 31st European Signal Processing Conference (EUSIPCO), Numéro pp. 985-989, 2023
Éditeur: IEEE
DOI: 10.23919/eusipco58844

Towards a Knowledge Graph Enhanced Automation and Collaboration Framework for Digital Twins

Auteurs: Vasileios Christou; Yuandou Wang; Zhiming Zhao
Publié dans: 2023 IEEE 19th International Conference on e-Science (e-Science) proceedings, Numéro October 2023, 2023, ISBN 979-8-3503-2223-1
Éditeur: IEEE
DOI: 10.1109/e-science58273.2023.10254845

Constrained Multiple Instance Learning for Ulcerative Colitis Prediction Using Histological Images

Auteurs: Rocío del Amor; Pablo Meseguer; Tommaso Lorenzo Parigi; Vincenzo Villanacci; Adrián Colomer; Laëtitia Launet; Alina Bazarova; Gian Eugenio Tontini; Raf Bisschops; Gert de Hertogh; Jose G. Ferraz; Martin Götz; Xianyong Gui; Bu’Hussain Hayee; Mark Lazarev; Remo Panaccione; Adolfo Parra-Blanco; Pradeep Bhandari; Luca Pastorelli; Timo Rath; Elin Synnøve Røyset; Michael Vieth; Davide Zardo; Enr
Publié dans: Computer Methods and Programs in Biomedicine, Numéro Volume 224, September 2022, 107012, 2022, ISSN 0169-2607
Éditeur: Elsevier BV
DOI: 10.1016/j.cmpb.2022.107012

Advancing Content-Based Histopathological Image Retrieval Pre-Processing: A Comparative Analysis of the Effects of Color Normalization Techniques

Auteurs: Zahra Tabatabaei, Fernando Pérez Bueno, Adrián Colomer, Javier Oliver Moll, Rafael Molina, Valery Naranjo
Publié dans: Applied Sciencies, Numéro Volume 14, Numéro 5, p2063 (Mar 2024), 2024, ISSN 2076-3417
Éditeur: MDPI
DOI: 10.3390/app14052063

Whole-Exome Sequencing Reveals High Mutational Concordance between Primary and Matched Recurrent Triple-Negative Breast Cancers

Auteurs: Kaur, J.; Chandrashekar, D.S.; Varga, Z.; Sobottka, B.; Janssen, E.; Gandhi, K.; Kowalski, J.; Kiraz, U.; Varambally, S.; Aneja, R.
Publié dans: Genes, Numéro Volume 14, Numéro 9, p1690, 2023, ISSN 2073-4425
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/genes14091690

Notebook-as-a-VRE (NaaVRE): From private notebooks to acollaborative cloud virtual research environment

Auteurs: Zhiming Zhao, Spiros Koulouzis, Riccardo Bianchi, Siamak Farshidi, Zeshun Shi, Ruyue Xin, Yuandou Wang, Na Li, Yifang Shi, Joris Timmermans, W. Daniel Kissling
Publié dans: Software: Practice and Experience, Numéro Volume 52, Numéro 9, 2022, Page(s) Pages 1903-2044, ISSN 0038-0644
Éditeur: John Wiley & Sons Inc.
DOI: 10.1002/spe.3098

Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localization

Auteurs: Claudio Fernandez-Martín, Julio Silva-Rodriguez, Umay Kiraz, Sandra Morales, Emiel A.M. Janssen, Valery Naranjo
Publié dans: Computerized Medical Imaging and Graphics, Numéro Volume 112 (Mar 2024), 2024, ISSN 0895-6111
Éditeur: Elsevier BV
DOI: 10.1016/j.compmedimag.2024.102328

Scaling Notebooks as Re-configurable Cloud Workflows

Auteurs: Yuandou Wang, Spiros Koulouzis, Riccardo Bianchi, Na Li, Yifang Shi, Joris Timmermans, W. Daniel Kissling, Zhiming Zha
Publié dans: Data Intelligence, Numéro Volume 4, Numéro 2, 2022, ISSN 2641-435X
Éditeur: MIT Press Direct
DOI: 10.1162/dint_a_00140

Spatial analyses of immune cell infiltration in cancer: current methods and future directions: A report of the International Immuno-Oncology Biomarker Working Group on Breast Cancer

Auteurs: David B Page, Glenn Broeckx, Chowdhury Arif Jahangir, Sara Verbandt, Rajarsi R Gupta, Jeppe Thagaard, Reena Khiroya, Zuzana Kos, Khalid Abduljabbar, Gabriela Acosta Haab, Balazs Acs, Guray Akturk, Jonas S Almeida, Isabel Alvarado-Cabrero, Farid Azmoudeh-Ardalan, Sunil Badve, Nurkhairul Bariyah Baharun, Enrique R Bellolio, Vydehi Bheemaraju, Kim RM Blenman, Luciana Botinelly Mendonça Fujimoto, Naj
Publié dans: The Journal of Pathology, Numéro Volume 260, Numéro 5, 514-532 (Aug 2023), 2023, ISSN 0022-3417
Éditeur: John Wiley & Sons Inc.
DOI: 10.1002/path.6165

Toward More Transparent and Accurate Cancer Diagnosis With an Unsupervised CAE Approach

Auteurs: Zahra Tabatabaei, Adrián Colomer, Javier Oliver Moll, Valery Naranjo
Publié dans: IEEE Access, Numéro Volume 11, p143387-143401 (Dec 2023), 2023, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3343845

WWFedCBMIR: World-Wide Federated Content-Based Medical Image Retrieval

Auteurs: Tabatabaei Z, Wang Y, Colomer A, Oliver Moll J, Zhao Z, Naranjo V
Publié dans: Bioengineering, Numéro Volume 10, Numéro 10, 1144, 2023, ISSN 2306-5354
Éditeur: MDPI
DOI: 10.3390/bioengineering10101144

Artificial intelligence in computational pathology – challenges and future directions

Auteurs: Sandra Morales; Kjersti Engan; Valery Naranjo
Publié dans: Digital Signal Processing, Numéro 103196, 2021, ISSN 1051-2004
Éditeur: Academic Press
DOI: 10.1016/j.dsp.2021.103196

An Attention-based Weakly Supervised framework for Spitzoid Melanocytic Lesion Diagnosis in WSI

Auteurs: del Amor, Rocío; Launet, Laëtitia; Colomer, Adrián; Moscardó, Anaïs; Mosquera-Zamudio, Andrés; Monteagudo, Carlos; Naranjo, Valery
Publié dans: Artificial Intelligence in Medicine, Numéro Volume 121, November 2021, 102197, 2021, ISSN 0933-3657
Éditeur: Elsevier BV
DOI: 10.1016/j.artmed.2021.102197

A Deep Embedded Refined Clustering Approach for Breast Cancer Distinction based on DNA Methylation

Auteurs: Rocío del Amor; Adrián Colomer; Carlos Monteagudo; Valery Naranjo
Publié dans: Neural Computing and Applications, 2021, ISSN 0941-0643
Éditeur: Springer Verlag
DOI: 10.1007/s00521-021-06357-0

Artificial intelligence in computational pathology – challenges and future directions

Auteurs: Sandra Morales; Kjersti Engan; Valery Naranjo
Publié dans: Digital Signal Processing, Numéro Volume 119, December 2021, 103196, 2021, ISSN 1051-2004
Éditeur: Academic Press
DOI: 10.1016/j.dsp.2021.103196

Image-based multiplex immune profiling of cancer tissues: translational implications. A report of the International Immuno-oncology Biomarker Working Group on Breast Cancer

Auteurs: Chowdhury Arif Jahangir, David B Page, Glenn Broeckx, Claudia A Gonzalez, Caoimbhe Burke, Clodagh Murphy, Jorge S Reis-Filho, Amy Ly, Paul W Harms, Rajarsi R Gupta, Michael Vieth, Akira I Hida, Mohamed Kahila, Zuzana Kos, Paul J van Diest, Sara Verbandt, Jeppe Thagaard, Reena Khiroya, Khalid Abduljabbar, Gabriela Acosta Haab, Balazs Acs, Sylvia Adams, Jonas S Almeida, Isabel Alvarado-Cabrero, Fari
Publié dans: The Journal of Pathology, Numéro Volume 262, Numéro 3, p271-288 (Mar 2024), 2024, ISSN 0022-3417
Éditeur: John Wiley & Sons Inc.
DOI: 10.1002/path.6238

OpenIaC: open infrastructure as code - the network is my computer

Auteurs: Chunming Rong, Jiahui Geng, Thomas J. Hacker, Haakon Bryhni and Martin G. Jaatun
Publié dans: Journal of Cloud Computing, Numéro 11, Article number 12 (May 2022), 2022, ISSN 2193-1801
Éditeur: Springer Science and Business Media Deutschland GmbH
DOI: 10.1186/s13677-022-00285-7

A Deep Embedded Refined Clustering Approach for Breast Cancer Distinction based on DNA Methylation

Auteurs: Rocío del Amor; Adrián Colomer; Carlos Monteagudo; Valery Naranjo
Publié dans: Neural Computing and Applications, 2021, ISSN 0941-0643
Éditeur: Springer Verlag
DOI: 10.1007/s00521-021-06357-0

The Devil is in the Details: Whole Slide Image Acquisition and Processing for Artifacts Detection, Color Variation, and Data Augmentation: A Review

Auteurs: Neel Kanwal; Fernando Perez-Bueno; Arne Schmidt; Kjersti Engan; Rafael Molina
Publié dans: IEEE Access, Numéro volume: 10, 2022, Page(s) 58821 - 58844, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3176091

Deep Learning for Skin Melanocytic Tumors in Whole-Slide Images: A Systematic Review

Auteurs: Mosquera-Zamudio, Andrés, Laëtitia Launet, Zahra Tabatabaei, Rafael Parra-Medina, Adrián Colomer, Javier Oliver Moll, Carlos Monteagudo, Emiel Janssen, and Valery Naranjo
Publié dans: Cancers, Numéro Number 15 Volume 1 p42, 2023, ISSN 2072-6694
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/cancers15010042

Federating Medical Deep Learning Models from Private Jupyter Notebooks to Distributed Institutions

Auteurs: Launet, Laëtitia, Yuandou Wang, Adrián Colomer, Jorge Igual, Cristian Pulgarín-Ospina, Spiros Koulouzis, Riccardo Bianchi, Andrés Mosquera-Zamudio, Carlos Monteagudo, Valery Naranjo, Zhiming Zhao
Publié dans: Applied Sciences, Numéro Volume 13, Numéro 2, p919 - January 2023, 2023, ISSN 2076-3417
Éditeur: MDPI AG
DOI: 10.3390/app13020919

An Attention-based Weakly Supervised framework for Spitzoid Melanocytic Lesion Diagnosis in WSI

Auteurs: del Amor, Rocío; Launet, Laëtitia; Colomer, Adrián; Moscardó, Anaïs; Mosquera-Zamudio, Andrés; Monteagudo, Carlos; Naranjo, Valery
Publié dans: Artificial Intelligence in Medicine, Numéro 102197, 2021, ISSN 0933-3657
Éditeur: Elsevier BV
DOI: 10.1016/j.artmed.2021.102197

A novel self-learning framework for bladder cancer grading using histopathological images

Auteurs: García-Pardo, José Gabriel; Esteve, Anna; Colomer, Adrián; Ramos, David; Naranjo Ornedo, Valeriana
Publié dans: Computers in Biology and Medicine, Numéro Volume 138, November 2021, 104932, 2021, ISSN 0010-4825
Éditeur: Pergamon Press Ltd.
DOI: 10.1016/j.compbiomed.2021.104932

A Spitzoid Tumor dataset with clinical metadata and Whole Slide Images for Deep Learning models

Auteurs: Andrés Mosquera-Zamudio, Laëtitia Launet, Rocío del Amor, Anaïs Moscardó, Adrián Colomer, Valery Naranjo, Carlos Monteagudo
Publié dans: Scientific Data, Numéro 10, Article number 704 (Oct 2023), 2023, ISSN 2052-4463
Éditeur: Nature Research
DOI: 10.1038/s41597-023-02585-2

Efficient Cancer Classification by Coupling Semi Supervised and Multiple Instance Learning

Auteurs: Arne Schmidt, Julio Silva-Rodríguez, Valery Naranjo, Rafael Molina
Publié dans: IEEE Access, 2022, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3143345

Focused active learning for histopathological image classification

Auteurs: Arne Schmidt, Pablo Morales-Álvarez, Lee AD Cooper, Lee A. Newberg, Andinet Enquobahrie, Rafael Molina, Aggelos K. Katsaggelos
Publié dans: Medical Image Analysis, Numéro Volume 95 (July 2024), 2024, ISSN 1361-8415
Éditeur: Elsevier BV
DOI: 10.1016/j.media.2024.103162

Artificial Intelligence in Digital Pathology for Bladder Cancer: Hype or Hope? A Systematic Review

Auteurs: Farbod Khoraminia,Saul Fuster, Neel Kanwal, Mitchell Olislagers,Kjersti Engan,Geert J. L. H. van Leenders, Andrew P. Stubbs, Farhan Akram, Tahlita C. M. Zuiverloon
Publié dans: Cancers, Numéro Volume 15, Numéro 18, 2023, ISSN 2072-6694
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/cancers15184518

Pitfalls in machine learning-based assessment of tumor-infiltrating lymphocytes in breast cancer: A report of the International Immuno-Oncology Biomarker Working Group on Breast Cancer

Auteurs: Jeppe Thagaard, Glenn Broeckx, David B Page, Chowdhury Arif Jahangir, Sara Verbandt, Zuzana Kos, Rajarsi Gupta, Reena Khiroya, Khalid Abduljabbar, Gabriela Acosta Haab, Balazs Acs, Guray Akturk, Jonas S Almeida, Isabel Alvarado-Cabrero, Mohamed Amgad, Farid Azmoudeh-Ardalan, Sunil Badve, Nurkhairul Bariyah Baharun, Eva Balslev, Enrique R Bellolio, Vydehi Bheemaraju, Kim RM Blenman, Luciana Botinel
Publié dans: The Journal of Pathology, Numéro Volume 260, Numéro 5, 498-513 (Aug 2023), 2023, ISSN 0022-3417
Éditeur: John Wiley & Sons Inc.
DOI: 10.1002/path.6155

Recherche de données OpenAIRE...

Une erreur s’est produite lors de la recherche de données OpenAIRE

Aucun résultat disponible