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Machine Learning
MammoDetect - Kaggle Medgemma Impact Challenge Entry
AI-powered mammography analysis using Google's MedGemma 1.5
research2026
Mammography analysis app built on Google's MedGemma 1.5 4B vision-language model. Runs N independent inference rounds on the same image and scores agreement across findings, borrowing from how radiologists do double reads in practice.
Tech Stack
PythonStreamlitMedGemma 1.5 4BOllamaHuggingFacevLLMDocker
Python
Features
5 inference backends
Intelligent sliding-window tiling
Multi-round consensus engine
BI-RADS structured output (categories 0-6)
LoRA fine-tuned microcalcification detection
DICOM support
Bilingual UI (EN/ES)
Links
Architecture
Architecture diagram coming soon.