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Preprint Oct 2026

Beyond Sparse Captions: Aligning Slide-Level Text and Patch-Level Vision in Pathology

Contrastive vision-language (VL) pretraining in computational pathology has generally relied on curated image-caption datasets sourced from social media, educational videos, and research publications. These corpora are sparse relative to the diversity of tissue morphology and difficult to scale further, as pathologists...

Daniel Shao, Dongmin Bang, Luca L. Weishaupt et al. · 0 citations
Preprint Aug 2026

VIPER: An Expert-Curated Benchmark for Vision-Language Models in Veterinary Pathology

Pathology vision-language models are advancing rapidly, yet existing benchmarks remain focused on human tissue, particularly oncology, leaving non-human pathology largely unaddressed. This gap is especially important in toxicologic pathology, where microscopic tissue examination of laboratory animals is a core componen...

Luca L. Weishaupt, S. de Brot, Javier Asin et al. · 0 citations

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