MICCAI 2026 Challenge

Benchmarking Medical MLLM Reasoning under Domain Shift

A benchmark challenge evaluating whether specialized medical reasoning remains reliable when evidence quality drops and clinical data shift.

Key Dates Registration opens Apr 22, 2026 Final submission Jul 15, 2026

Why MedReason?

MedReason evaluates whether medical MLLM systems can perform clinically grounded visual question answering when image quality and acquisition conditions shift.

The challenge builds on Med-CMR and focuses on one medical VQA task, while extending evaluation to more difficult out-of-distribution settings such as low-dose X-ray and 7T brain MRI.

The central question is not only whether a model can answer correctly, but whether its reasoning remains reliable, visually grounded, and robust under domain shift.

At-a-glance challenge task

Participants build one medical multimodal system for two question formats: multiple-choice and open-ended questions grounded in medical imaging evidence.

What the system receives

One medical image, one question, and optional context depending on the case.

What the system must return

For multiple-choice questions, the system returns one option. For open-ended questions, the system returns both a reasoning_trace and a final answer.

How performance is evaluated

Official ranking is based on MCQ Accuracy, Open-ended GT, and Open-ended VA, with organizer-side evaluation on hidden leaderboard splits.

Challenge timeline

The challenge follows a simple progression: registration and data releasepre-evaluationfinal submission and workshop.

1

Launch and registration

Website and registration open on Apr 22, 2026.

2

Train release

Public materials and train split are released on Apr 22, 2026.

3

Validation release

Participant-facing validation resources open on May 15, 2026.

4

Pre-evaluation

The pre-evaluation phase begins on Jun 1, 2026.

5

Final submission

The final Docker submission deadline is Jul 15, 2026.

6

Workshop and final results

The MICCAI workshop and final leaderboard release take place in October 2026.