DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer

Research article (Medical Image Analysis, 2022) · cited 128× · AI/ML
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DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer

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DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer is a scholarly article[1].

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  • DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer's instance of is recorded as scholarly article[2].

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APA 4ort.xyz Knowledge Graph. (2026). DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer. Retrieved May 24, 2026, from https://4ort.xyz/entity/deepsmile-contrastive-self-supervised-pre-training-benefits-msi-and-hrd-classification-directly-from-h-amp-e-whole-slide
MLA “DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/deepsmile-contrastive-self-supervised-pre-training-benefits-msi-and-hrd-classification-directly-from-h-amp-e-whole-slide.
BibTeX @misc{4ortxyz_deepsmile-contrastive-self-supervised-pre-training-benefits-msi-and-hrd-classification-directly-from-h-amp-e-whole-slide_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer}}, year = {2026}, url = {https://4ort.xyz/entity/deepsmile-contrastive-self-supervised-pre-training-benefits-msi-and-hrd-classification-directly-from-h-amp-e-whole-slide}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer — https://4ort.xyz/entity/deepsmile-contrastive-self-supervised-pre-training-benefits-msi-and-hrd-classification-directly-from-h-amp-e-whole-slide (retrieved 2026-05-24)

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