All Competitors

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

Showing 1–11 of 11 filtered models

  • LLaVA-Rad

    5874556
    Microsoft ResearchFebruary 20, 2025chest_x_rayfoundation_modelimage_text_retrieval+5

    Chest X-ray vision-language model that drafts the findings section of a radiology report, at 7B parameters small enough to run on a single GPU.

    ImagingLanguage model
    35Openness

  • M3FM

    1938—
    University of Oxford +6 othersFebruary 6, 2025chest_x_rayclipcontrastive_learning+9

    Multimodal medical imaging foundation model for zero-shot clinical diagnosis and report generation from chest X-ray and CT in English and Chinese.

    ImagingLanguage model
    60Openness

  • MaCo

    1276—
    Shanghai AI LaboratorySeptember 2, 2024chest_x_raycontrastive_learningfoundation_model+9

    Chest X-ray foundation model that pairs masked image modeling with image-report contrastive alignment for zero-shot diagnosis and phrase grounding.

    Imaging
    74Openness

  • MAIRA-2

    —1534.4K
    Microsoft ResearchJune 6, 2024chest_x_rayinstruction_tuningmultimodal+6

    Microsoft Research multimodal LLM for grounded chest X-ray report generation, localizing each described finding with bounding boxes on the image.

    ImagingLanguage model
    35Openness

  • CheXagent

    23075981
    Stanford UniversityJanuary 22, 2024chest_x_rayfoundation_modelimage_classification+7

    Instruction-tuned vision-language foundation model for chest X-ray interpretation, with 8 billion parameters spanning eight clinical task types.

    ImagingLanguage model
    32Openness

  • MAIRA-1

    —92—
    Microsoft ResearchNovember 22, 2023chest_x_raymultimodalmultimodal_transformer+4

    Radiology-specific multimodal LLM that generates the findings section of a chest X-ray report from a frontal image, pairing RAD-DINO with Vicuna-7B.

    ImagingLanguage model
    6Openness

  • CXR-LLaVA

    5439180
    Seoul National University +1 otherOctober 22, 2023abnormality_classificationchest_x_rayinstruction_tuning+6

    Chest X-ray vision-language model that generates free-text radiology reports, pairing a CXR-specific image encoder with a 7B LLaMA-2 language model.

    ImagingLanguage model
    27Openness

  • CXR-CLIP

    123138—
    Kakao BrainOctober 20, 2023bertchest_x_raycnn+8

    Large-scale chest X-ray vision-language pretraining model that learns image-report alignment for zero-shot and few-shot radiograph classification.

    Imaging
    18Openness

  • PTUnifier

    7853—
    Chinese University of Hong Kong, Shenzhen +2 othersFebruary 17, 2023chest_x_rayfoundation_modelimage_text_retrieval+8

    Medical vision-language pretraining unifying fusion-encoder and dual-encoder designs, handling image-only, text-only, and paired inputs in one model.

    PathologyLanguage model
    56Openness

  • PCRLv2

    10083—
    The University of Hong Kong +1 otherJanuary 2, 2023chest_x_rayclassificationcnn+8

    Self-supervised pretraining framework for medical imaging that unifies pixel restoration with contrastive learning across 2D and 3D image backbones.

    Imaging
    71Openness

  • ARL (Align, Reason and Learn)

    38113—
    Shenzhen Research Institute of Big Data +2 othersSeptember 15, 2022chest_x_rayfoundation_modelimage_text_retrieval+7

    Medical vision-language pretraining framework that injects structured medical knowledge into radiology image-text learning for VQA and retrieval.

    ImagingLanguage model
    29Openness