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

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

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Fernández-Martín, C.; Silva-Rodríguez, J.; Kiraz, U.; Morales, S.; Janssen, EA.; Naranjo Ornedo, V. (2024). Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localization. Computerized Medical Imaging and Graphics. 112. https://doi.org/10.1016/j.compmedimag.2024.102328

Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/205870

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Title: Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localization
Author: Fernández-Martín, Claudio Silva-Rodríguez, Julio Kiraz, Umay Morales, Sandra Janssen, Emiel A.M. Naranjo Ornedo, Valeriana
UPV Unit: Universitat Politècnica de València. Escuela Técnica Superior de Ingenieros de Telecomunicación - Escola Tècnica Superior d'Enginyers de Telecomunicació
Issued date:
Abstract:
[EN] Background and Objective: Mitotic activity is a crucial biomarker for diagnosing and predicting outcomes for different types of cancers, particularly breast cancer. However, manual mitosis counting is challenging and ...[+]
Subjects: Mitosis detection , MAI estimation , Weakly supervised learning , Hard samples distillation
Copyrigths: Reconocimiento - No comercial - Sin obra derivada (by-nc-nd)
Source:
Computerized Medical Imaging and Graphics. (issn: 0895-6111 )
DOI: 10.1016/j.compmedimag.2024.102328
Publisher:
Elsevier
Publisher version: https://doi.org/10.1016/j.compmedimag.2024.102328
Coste APC: 2200
Project ID:
info:eu-repo/grantAgreement/EC/H2020/860627/EU/CLoud ARtificial Intelligence For pathologY/
info:eu-repo/grantAgreement/UPV-VIN//PAID-10-20//Análisis de imágenes histológicas basado en técnicas de inteligencia artificial - WSIA/
info:eu-repo/grantAgreement/UPV-VIN//PAID-06-23//REBECA - inteligencia artificial para la pREdicción del suBtipo molEcular del Cáncer de mAma/
info:eu-repo/grantAgreement/GENERALITAT VALENCIANA//CIPROM%2F2022%2F20//COMPUTACION Y TRATAMIENTO DE LA SEÑAL PARA LA SOCIEDAD Y LA INDUSTRIA DIGITALES/
info:eu-repo/grantAgreement/UPV//PAID-12-23/
Thanks:
This work was funded by the Horizon 2020 European Union research and innovation programme under the Marie Sklodowska Curie grant agreement No 860627 (CLARIFY Project) . The work of Sandra Morales has been co-funded by the ...[+]
Type: Artículo

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