GLMP generates robust pathology embeddings by routing histology images through an intermediate textual representation produced by general-purpose MLLMs to mitigate batch effects.
Histo-miner: Deep learning based tissue features extraction pipeline from h&e whole slide im- ages of cutaneous squamous cell carcinoma.arXiv preprint arXiv:2505.04672v1, 2025
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Mitigating Batch Effects in Histopathology via Language-Mediated Robust Embedding Generation
GLMP generates robust pathology embeddings by routing histology images through an intermediate textual representation produced by general-purpose MLLMs to mitigate batch effects.