medical-ai-models

Model catalog

Browse models below. Running inference requires a free account.

Clinical text
License A
BioMistral-7B

A Mistral-7B model further pre-trained on PubMed Central open-access text for biomedical question answering. Use it like a chat assistant for biomedical topics.

LLMtextQA
2D medical image
License A
MedSAM

A Segment Anything model fine-tuned on medical images across many modalities. Upload an image and draw a bounding box; MedSAM returns a segmentation mask overlay.

segmentationimageSAM
Chest X-ray
License A
TorchXRayVision (DenseNet)

A DenseNet-121 trained across multiple public chest X-ray datasets. Upload a frontal chest X-ray to get probability scores across common pathologies.

classificationchest x-rayDenseNet
Biomedical text
License A
BioGPT

Microsoft's GPT-2-style model pre-trained on biomedical literature. Enter a prompt and it continues it with biomedical text.

LLMtextgeneration
Clinical text
License B
OpenBioLLM-8B

A Llama-3-8B model fine-tuned for biomedical QA. Chat with it about biomedical topics.

LLMtextLlamachat
Biomedical text
License A
PubMedBERT

PubMedBERT is a BERT encoder for biomedical/clinical text. Enter a sentence with a [MASK] token and it predicts the most likely fillers.

encoderNLPfill-mask
Biomedical text
License A
SciBERT

SciBERT is a BERT encoder for biomedical/clinical text. Enter a sentence with a [MASK] token and it predicts the most likely fillers.

encoderNLPfill-mask
Biomedical text
License B
Bio_ClinicalBERT

Bio_ClinicalBERT is a BERT encoder for biomedical/clinical text. Enter a sentence with a [MASK] token and it predicts the most likely fillers.

encoderNLPfill-mask
Biomedical text
License A
BioLinkBERT

BioLinkBERT is a BERT encoder for biomedical/clinical text. Enter a sentence with a [MASK] token and it predicts the most likely fillers.

encoderNLPfill-mask
Clinical text
License A
GatorTron

Clinical-text encoder (NER, relation extraction backbone). Returns an embedding of your text.

encoderembedding
Biomedical text
License A
BioBERT

Biomedical BERT encoder. Returns an embedding of your text.

encoderembedding
Biomedical entities
License A
SapBERT

Entity-linking encoder (UMLS). Returns an embedding for a term/phrase.

encoderembedding
Protein sequence
License A
ESM-2 (650M)

Protein language model. Enter an amino-acid sequence to get a residue-pooled embedding.

encoderembedding
Molecule (SMILES)
License A
ChemBERTa

Molecular transformer. Enter a SMILES string to get a molecular embedding.

encoderembedding
Genomic DNA
License A
DNABERT-2

Genomic foundation model. Enter a DNA sequence to get an embedding.

encoderembedding
Image-text
License C
BiomedCLIP

A biomedical CLIP model (PubMedBERT text encoder + ViT). Enter text to get a CLIP text embedding usable for zero-shot classification and retrieval.

CLIPembeddingimage-text
Genomic DNA
License A
Enformer

DeepMind's Enformer predicts gene expression / regulatory signal from DNA. Enter a DNA sequence to get a sequence embedding. (Best with long sequences.)

genomicsDNAembedding
Biomedical text
License B
scispaCy

AllenAI's scispaCy biomedical NER (en_core_sci_sm). Enter biomedical text to extract recognized entities.

NERNLPspaCy
Histopathology tile
License C
Phikon-v2

Owkin's Phikon-v2 histopathology feature extractor (ViT). Upload an H&E tile to get a feature embedding for biomarker / tissue analysis.

pathologyembeddingViT
Chest X-ray + text
License C
CheXagent-8b

Stanford's chest X-ray vision-language model. Upload a chest X-ray (and an optional question) to generate a description of the findings.

CXRvision-languagereport
3D CT volume
License A
TotalSegmentator

Segments 100+ anatomical structures from a CT volume. Upload a CT NIfTI (.nii.gz) to get the segmented structures and their relative volumes (fast mode).

3DCTsegmentationnnU-Net