# 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

**Wikidata**: [openalex:W4225136345](https://www.wikidata.org/wiki/openalex:W4225136345)  
**Source**: https://4ort.xyz/entity/deepsmile-contrastive-self-supervised-pre-training-benefits-msi-and-hrd-classification-directly-from-h-amp-e-whole-slide