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Jean-Benoit Delbrouck

2 papers indexed

arxivcs.CVcs.AI2026-07-16

Symbal: Detecting Systematic Misalignments in Model-Generated Captions

Maya Varma, Jean-Benoit Delbrouck, Sophie Ostmeier, Akshay Chaudhari, Curtis Langlotz

Multimodal large language models (MLLMs) often introduce errors when generating image captions, resulting in misaligned image-text pairs. Our work focuses on a class of captioning errors that we refer to as systematic misalignments, where a recurring error in MLLM-generated capti…

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arxiveess.IVcs.CLcs.CV2026-07-06

Reconfigurable Radiology Labels Without Relabeling

Jean-Benoit Delbrouck, Dave Van Veen, Akash Pattnaik, Kalina Slavkova, Javid Abderezaei, Harris Bergman, et al.

Public chest-radiograph (CXR) datasets are typically released with small, fixed label schemas such as CheXpert-14. However, the underlying free-text reports describe far more findings -- and which findings matter depends on the task, site, and reader. We release a pipeline that c…

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