All Competitors
Every biological foundation model, evaluated and ranked by the bio.rodeo team
Showing 121–144 of 209 filtered models
UniBiomed
7110119Hong Kong University of Science and Technology +2 othersApril 30, 2025foundation_modelhistologymultimodal+6Universal foundation model that jointly generates diagnostic text and segments the corresponding targets across ten biomedical imaging modalities.
ImagingLanguage model64OpennessGMAI-VL-R1
1929—General medical vision-language model trained with reinforcement learning to reason step by step over medical images for diagnosis and visual QA.
ImagingLanguage model17OpennessMed-R1
128140—Medical vision-language model trained with reinforcement learning for generalizable reasoning across eight imaging modalities and five question types.
ImagingLanguage model45Openness- National University of Singapore +1 otherMarch 8, 2025cardiologyclinical_reasoningdiagnosis_grounding+7
Multimodal LLM unifying 12-lead ECG time series, ECG images, and text for grounded, clinician-aligned electrocardiogram interpretation.
BiosignalsLanguage model79Openness scDiffusion-X
404—Latent diffusion model for single-cell multi-omics generation and modality translation, with gradient-based inference of gene regulatory networks.
Single-cell85OpennessMedVLM-R1
321911.2K2B-parameter medical vision-language model that uses reinforcement learning to show interpretable reasoning for radiology visual question answering.
ImagingLanguage model83OpennessFetalCLIP
7022—Mohamed bin Zayed University of Artificial Intelligence +1 otherFebruary 20, 2025classificationcontrastive_learningfoundation_model+7Vision-language foundation model for fetal ultrasound, pretrained on 210,035 image-text pairs for plane classification, biometry, and segmentation.
Imaging13OpennessLLaVA-Rad
5874556Chest 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 model35OpennessHealthGPT
1.6K11538Zhejiang University +4 othersFebruary 14, 2025histologyimage_reconstructionmedical_image_generation+7Medical vision-language model that unifies image comprehension and generation in one autoregressive transformer via heterogeneous LoRA adapters.
PathologyImaging68OpennessNatureLM
—3537Unified science foundation model treating molecules, proteins, RNA, DNA, and materials as one sequence language, in 1B, 8B, and 46.7B sizes.
Language modelSmall moleculeProtein27Openness- Rensselaer Polytechnic Institute +2 othersFebruary 11, 2025chest_ctdisease_classificationfoundation_model+7
865M-parameter multimodal foundation model that fuses 3D low-dose chest CT with clinical data to answer 17 lung cancer screening questions.
Imaging71Openness M3FM
1938—Multimodal medical imaging foundation model for zero-shot clinical diagnosis and report generation from chest X-ray and CT in English and Chinese.
ImagingLanguage model60OpennessECG-LM
—42—Multimodal ECG language model pairing a specialized signal encoder with a biomedical LLM for cardiovascular disease detection and question answering.
BiosignalsLanguage model24OpennessEndoChat
514423Chinese University of Hong Kong +5 othersJanuary 20, 2025endoscopygrounded_dialogueinstruction_tuning+6Grounded multimodal language model for endoscopic surgery, supporting visual dialogue, region-based question answering, and bounding-box grounding.
ImagingLanguage model22OpennessBrainfound
—4—Tsinghua University +2 othersJanuary 10, 2025contrastive_learningcross_modality_translationdiffusion+9Multimodal vision-text foundation model for brain CT and MRI, pretrained on roughly 10 million image-report pairs to act as a clinical copilot.
ImagingLanguage model7OpennessMUSK
240283—Vision-language foundation model for precision oncology, pretrained on 50M pathology images and 1B text tokens via unified masked modeling.
PathologyLanguage model12OpennessEvolla
69239Multimodal 80B-parameter protein-language model that answers natural language questions about protein function from sequence and structure.
Protein67OpennessProteinDT
107106—Text-guided protein design framework aligning language with sequences for text-conditioned generation, zero-shot editing, and property prediction.
Protein52OpennessECGFM-KED
4352—Knowledge-enhanced ECG foundation model aligning a ResNet encoder with LLM-generated disease descriptions for zero- and few-shot interpretation.
Biosignals30OpennessNormWear
5931116University of California, San DiegoDecember 12, 2024disease_risk_predictionfoundation_modelmultimodal+5Multimodal foundation model for wearable physiological sensing across PPG, ECG, EEG, GSR, and IMU signals, using channel-aware attention.
Biosignals77OpennessProCyon
6013—Multimodal foundation model integrating protein sequence, structure, and natural language to model and generate protein phenotypes across scales.
ProteinLanguage modelSmall molecule83OpennessBiMediX2
742120Mohamed bin Zayed University of Artificial IntelligenceDecember 10, 2024histologyinstruction_tuninglanguage_model+7Bilingual Arabic-English medical multimodal model built on Llama 3.1 for radiology, CT, and histology image understanding and question answering.
Language modelImagingPathology11OpennessSubCell
612—Chan Zuckerberg Initiative +2 othersDecember 8, 2024cell_biologyfluorescence_microscopyfoundation_model+3Vision transformers trained on Human Protein Atlas fluorescence microscopy for subcellular protein localization and cell morphology representation.
Imaging84Openness