All Competitors

Every biological foundation model, evaluated and ranked by the bio.rodeo team

Showing 1–5 of 5 filtered models

  • SMILE

    ———
    Johns Hopkins UniversityApril 17, 2026diffusiongenerativehistology+3

    A Schrödinger-bridge diffusion model for virtual multiplex staining that translates standard H&E histology into multiplex immunohistochemistry images.

    Pathology
    8Openness

  • MuPD

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    Stanford UniversityApril 4, 2026data_augmentationdiffusion_transformerfoundation_model+7

    A generative diffusion-transformer foundation model that embeds H&E histology, RNA profiles, and clinical text in a shared latent space for zero-shot cross-modal synthesis.

    PathologySpatial omics
    15Openness

  • UNIStainNet

    4——
    University of Texas at Arlington +1 otherMarch 13, 2026gangenerativehistology+4

    Foundation-model-guided virtual staining that generates four IHC markers (HER2, Ki67, ER, PR) from H&E using a single SPADE-UNet conditioned on a frozen UNI encoder.

    Pathology
    17Openness

  • MAGNET

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    Huazhong University of Science and TechnologyDecember 25, 2025denoisingfluorescence_microscopyfoundation_model+7

    An all-in-one foundation model for microscopic image restoration, unifying 8 tasks across 5 microscopy modalities and 2D/3D data, with zero-shot inference on unseen imaging systems.

    Imaging
    7Openness

  • Cytoland

    979—
    Chan Zuckerberg Biohub +1 otherJune 3, 2024cell_biologyimage_translationmicroscopy+3

    A suite of virtual staining models that translate label-free microscopy images into fluorescent-equivalent staining of nuclei and plasma membranes.

    Imaging
    99Openness