10 citations · 12 across the 3 of their papers we have counts for
3 papers
Towards domain-invariant Self-Supervised Learning with Batch Styles Standardization
Marin Scalbert, Maria Vakalopoulou, Florent Couzinié-Devy
In Self-Supervised Learning (SSL), models are typically pretrained, fine-tuned, and evaluated on the same domains. However, they tend to perform poorly when evaluated on unseen dom…
Test-time image-to-image translation ensembling improves out-of-distribution generalization in histopathology
Marin Scalbert, Maria Vakalopoulou, Florent Couzinié-Devy
Histopathology whole slide images (WSIs) can reveal significant inter-hospital variability such as illumination, color or optical artifacts. These variations, caused by the use of…
Multi-Source domain adaptation via supervised contrastive learning and confident consistency regularization
Marin Scalbert, Maria Vakalopoulou, Florent Couzinié-Devy
Multi-Source Unsupervised Domain Adaptation (multi-source UDA) aims to learn a model from several labeled source domains while performing well on a different target domain where on…