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Pre-training, Reasoning, Benchmarking: X-ray Report Generation on CheXpert Plus Dataset
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RAGmultimodalreasoning
2610.08813
Builder Relevance
1h ago80%
Abstract
The paper addresses the challenges in X-ray report generation by establishing a benchmark and proposing a novel framework to improve performance and interpretability.
Reality Card
Core Claim
The MambaXray-PRB framework significantly enhances report generation performance and model interpretability through a multi-stage pre-training and reasoning approach.
Method / Result
Extensive experiments validate the effectiveness of MambaXray-PRB across multiple datasets.
Limitations
The CheXpert Plus dataset lacks baseline implementations and evaluation results, hindering standardized training and fair comparisons.
Paper to code
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