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README.md

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-license: mit
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+license: mit
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+# Revisiting M3D is all you need
+[**Reference Paper**](https://arxiv.org/abs/2404.00578) | [**Code**](https://github.com/babbu3682/AMOS-MM-MI2RL)
+
+# Solution Overview
+This code is the 3rd place solution for the MICCAI 2024 AMOS-MM Challenge. It is based on the M3D model and utilizes the LLaMA-3.1-Instruct-7B.
+
+# Novelty
+* We divided the body into three regions: chest, abdomen, and pelvis. This allowed us to focus more effectively on these areas and further improve performance through text prompt engineering.
+* The introduction of LLaMA-3.1-8B-Instruct significantly boosted MRG and VQA performance.
+* Additionally, the use of an error note strategy led to further improvements in the final results.
+
+# Acknowledgement: 
+We appreciate open source projects including: M3D, LLaVA, LLaMA.