All Competitors
Every biological foundation model, evaluated and ranked by the bio.rodeo team
Showing 1–12 of 12 filtered models
ScaleSurfer
8——Brain MRI morphometry model that estimates cortical thickness, surface area, and volume in milliseconds instead of hours.
Imaging47OpennessDenseFormer-MoE
—27—Brain MRI foundation model pairing DenseNet and Vision Transformer backbones with mixture of experts for disease diagnosis and brain age prediction.
Imaging8Openness3D-Neuro-SimCLR
913—Self-supervised foundation model for 3D brain MRI, learning transferable anatomical representations from unlabeled scans for disease classification.
Imaging74OpennessSAM-Brain3D
59—Brain MRI segmentation foundation model trained on 66,000+ image-label pairs across 14 MRI sub-modalities, with a hypergraph dynamic adapter.
Imaging26OpennessBrainIAC
13924—Self-supervised vision foundation model for structural brain MRI, providing a reusable encoder for brain age, survival, and image classification.
Imaging24OpennessSpark3D (S3D)
1573936Masked-autoencoder foundation model that pre-trains a 3D Residual Encoder U-Net on roughly 39,000 brain MRIs for volumetric image segmentation.
Imaging45OpennessAnatCL
1820—Brain MRI foundation model family pretrained with anatomically informed contrastive learning for diagnosis and clinical score prediction.
Imaging71OpennessBrainMorph
57——Keypoint-based foundation model for brain MRI registration, pretrained on over 100,000 3D volumes for rigid, affine, and deformable alignment.
Imaging85OpennessMoME
3125—Universal brain lesion segmentation for multi-modal brain MRI, using a Mixture of Modality Experts to span diverse modalities and lesion types.
Imaging79OpennessLaMIM
1922—West China Hospital of Sichuan University +1 otherApril 17, 2024autoencoderbrain_mrifoundation_model+6Brain MRI foundation model pretrained with masked image modeling on roughly 57,000 multi-contrast head scans for brain tumor diagnosis.
Imaging15OpennessUniBrain
39183—Vision-language pre-training framework for universal brain MRI diagnosis, learning from imaging-report pairs to cover more than ten brain diseases.
Imaging35OpennessMedBLIP
5789—Vision-language framework for 3D medical image diagnosis and visual question answering, bridging frozen image encoders and LLMs, shown on brain MRI.
ImagingLanguage model35Openness