All news with #medgemma tag

MedGemma DICOM and FHIR Integration for Clinical Workflows

🩺 Google Health AI Developer Foundations has added DICOMweb support to MedGemma, releasing a public Docker container, container source code, and API specifications so teams can deploy DICOM-aware services that accept medical images as DICOMweb links. The update pairs with pre-built Vertex Model Garden resources for GCP users and leverages existing MedSigLIP containers that already understood DICOM. The post also demonstrates a FHIR navigation agent that uses the model’s awareness of FHIR to retrieve patient context without ingesting full records.

Fine-tuning MedGemma for Breast Tumor Classification

🧬 This guide demonstrates step-by-step fine-tuning of MedGemma (a Gemma 3 variant) to classify breast histopathology images using the public BreakHis dataset and a notebook-based workflow. It highlights practical choices—using an NVIDIA A100 40 GB, switching from FP16 to BF16 to avoid numerical overflows, and employing LoRA adapters for efficient training. The tutorial reports dramatic accuracy gains after merging LoRA adapters and points readers to runnable notebooks for reproducibility.