Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localization Article Swipe
Claudio Fernandez‐Martín
,
Julio Silva-Rodríguez
,
Umay Kiraz
,
Sandra Morales
,
Emiel A. M. Janssen
,
Valery Naranjo
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1016/j.compmedimag.2024.102328
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1016/j.compmedimag.2024.102328
The proposed Uninformed Teacher-Student pipeline leverages strong augmentations to distill uncertain samples and measure dissimilarities between predicted and annotated mitosis. Results demonstrate the feasibility of the weakly supervised approach and highlight its potential as an objective evaluation tool for tumor proliferation.
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- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1016/j.compmedimag.2024.102328
- https://www.sciencedirect.com/science/article/pii/S0895611124000053
- OA Status
- hybrid
- Cited By
- 10
- References
- 74
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4390590783
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4390590783Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1016/j.compmedimag.2024.102328Digital Object Identifier
- Title
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Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localizationWork title
- Type
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2024Year of publication
- Publication date
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2024-01-04Full publication date if available
- Authors
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Claudio Fernandez‐Martín, Julio Silva-Rodríguez, Umay Kiraz, Sandra Morales, Emiel A. M. Janssen, Valery NaranjoList of authors in order
- Landing page
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https://doi.org/10.1016/j.compmedimag.2024.102328Publisher landing page
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https://www.sciencedirect.com/science/article/pii/S0895611124000053Direct link to full text PDF
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YesWhether a free full text is available
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hybridOpen access status per OpenAlex
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https://www.sciencedirect.com/science/article/pii/S0895611124000053Direct OA link when available
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Computer science, Artificial intelligence, Pattern recognition (psychology), False positive paradox, Centroid, False positives and false negatives, Pipeline (software), Machine learning, Programming languageTop concepts (fields/topics) attached by OpenAlex
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10Total citation count in OpenAlex
- Citations by year (recent)
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2025: 5, 2024: 5Per-year citation counts (last 5 years)
- References (count)
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74Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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