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Competence-based Multimodal Curriculum Learning for Medical Report Generation. (arXiv:2206.14579v1 [cs.CL])
cs.LG updates on arXiv.org arxiv.org
Medical report generation task, which targets to produce long and coherent
descriptions of medical images, has attracted growing research interests
recently. Different from the general image captioning tasks, medical report
generation is more challenging for data-driven neural models. This is mainly
due to 1) the serious data bias and 2) the limited medical data. To alleviate
the data bias and make best use of available data, we propose a
Competence-based Multimodal Curriculum Learning framework (CMCL). Specifically,
CMCL simulates the learning …
arxiv curriculum curriculum learning generation learning medical multimodal report