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Less is More: Adaptive Curriculum Learning for Thyroid Nodule Diagnosis. (arXiv:2207.00807v1 [cs.CV])
July 5, 2022, 1:13 a.m. | Haifan Gong, Hui Cheng, Yifan Xie, Shuangyi Tan, Guanqi Chen, Fei Chen, Guanbin Li
cs.CV updates on arXiv.org arxiv.org
Thyroid nodule classification aims at determining whether the nodule is
benign or malignant based on a given ultrasound image. However, the label
obtained by the cytological biopsy which is the golden standard in clinical
medicine is not always consistent with the ultrasound imaging TI-RADS criteria.
The information difference between the two causes the existing deep
learning-based classification methods to be indecisive. To solve the
Inconsistent Label problem, we propose an Adaptive Curriculum Learning (ACL)
framework, which adaptively discovers and discards …
More from arxiv.org / cs.CV updates on arXiv.org
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