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@mama-challenges

MAMA

A collaborative hub for hosting open-source data challenges in breast cancer. Maintained by Artificial Intelligence in Medicine (BCN-AIM).

MAMA: Challenges for diagnosis and treatment of Breast Cancer 🌸

Welcome to the MAMA Challenges! We are dedicated to advancing breast cancer research through open-source code, high-quality datasets, and reproducible AI benchmarks. 🚀

Highlight: The MAMA-MIA Challenge @ MICCAI 2025 📢

We are proud to showcase the MAMA-MIA Challenge, originally featured at MICCAI 2025! This challenge focuses on large-scale multicenter breast cancer DCE-MRI analysis.

Challenge Features:

  • The Dataset: 1,506 cases of breast cancer DCE-MRI with expert segmentations. Find the dataset here.

  • Two Tasks: Automated tumor segmentation and treatment response prediction.

  • Evaluation: Validated on private multicenter datasets of 572 patients to ensure real-world robustness and fairness across subgroups.

  • Explore the data and challenge repository here: LidiaGarrucho/MAMA-MIA

  • Submit your algorithms to our running long-term benchmark for comparison: Codabench

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🤖 Upcoming Challenge: MAMA-SYNTH in 2026🧪

Virtual Contrast-Enhanced Breast MRI Synthesis

We are thrilled to announce MAMA-SYNTH, a challenge dedicated to the future of contrast-free breast imaging.

Why MAMA-SYNTH? 🌟

  • Safer Imaging: Reducing reliance on gadolinium-based agents to eliminate safety concerns and contraindications.

  • Streamlined Workflow: Lowering clinical costs and patient burden through virtual enhancement.

  • Generative Excellence: Utilizing SOTA deep generative modeling to synthesize post-contrast images from pre-contrast acquisitions.

Challenge Focus 🎯

  • Image Fidelity: Can synthetic images match the quality of real DCE-MRI?

  • Lesion Realism: Ensuring clinically accurate representation of tumors without real contrast.

  • Downstream Utility: Validating synthetic data for actual clinical decision-making and treatment monitoring.

Status:

Coming Soon! 🚀 Stay tuned to this organization challenge timeline and submission guidelines!

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