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Self-supervision enhances instance-based multiple instance learning methods in digital pathology: a benchmark study.

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Title: Self-supervision enhances instance-based multiple instance learning methods in digital pathology: a benchmark study.
Authors: Mammadov A; Télécom Paris (Institut Polytechnique de Paris), Palaiseau, France.; Groupe Hospitalier Paris Saint-Joseph, Paris, France., Le Folgoc L; Télécom Paris (Institut Polytechnique de Paris), Palaiseau, France., Adam J; Groupe Hospitalier Paris Saint-Joseph, Paris, France., Buronfosse A; Groupe Hospitalier Paris Saint-Joseph, Paris, France., Hayem G; Groupe Hospitalier Paris Saint-Joseph, Paris, France., Hocquet G; Groupe Hospitalier Paris Saint-Joseph, Paris, France., Gori P; Télécom Paris (Institut Polytechnique de Paris), Palaiseau, France.
Source: Journal of medical imaging (Bellingham, Wash.) [J Med Imaging (Bellingham)] 2025 Nov; Vol. 12 (6), pp. 061404. Date of Electronic Publication: 2025 Jun 03.
Publication Type: Journal Article
Journal Info: Publisher: Society of Photo-Optical Instrumentation Engineers Country of Publication: United States NLM ID: 101643461 Publication Model: Print-Electronic Cited Medium: Print ISSN: 2329-4302 (Print) Linking ISSN: 23294302 NLM ISO Abbreviation: J Med Imaging (Bellingham) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Mammadov+A%22">Mammadov A</searchLink>; Télécom Paris (Institut Polytechnique de Paris), Palaiseau, France.; Groupe Hospitalier Paris Saint-Joseph, Paris, France.<br /><searchLink fieldCode="AU" term="%22Le+Folgoc+L%22">Le Folgoc L</searchLink>; Télécom Paris (Institut Polytechnique de Paris), Palaiseau, France.<br /><searchLink fieldCode="AU" term="%22Adam+J%22">Adam J</searchLink>; Groupe Hospitalier Paris Saint-Joseph, Paris, France.<br /><searchLink fieldCode="AU" term="%22Buronfosse+A%22">Buronfosse A</searchLink>; Groupe Hospitalier Paris Saint-Joseph, Paris, France.<br /><searchLink fieldCode="AU" term="%22Hayem+G%22">Hayem G</searchLink>; Groupe Hospitalier Paris Saint-Joseph, Paris, France.<br /><searchLink fieldCode="AU" term="%22Hocquet+G%22">Hocquet G</searchLink>; Groupe Hospitalier Paris Saint-Joseph, Paris, France.<br /><searchLink fieldCode="AU" term="%22Gori+P%22">Gori P</searchLink>; Télécom Paris (Institut Polytechnique de Paris), Palaiseau, France.
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        Value: 10.1117/1.JMI.12.6.061404
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      – TitleFull: Self-supervision enhances instance-based multiple instance learning methods in digital pathology: a benchmark study.
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              Text: 2025 Nov
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