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Key-frame Guided Network for Thyroid Nodule Recognition using Ultrasound Videos. (arXiv:2206.13318v2 [cs.CV] UPDATED)
June 29, 2022, 1:13 a.m. | Yuchen Wang, Zhongyu Li, Xiangxiang Cui, Liangliang Zhang, Xiang Luo, Meng Yang, Shi Chang
cs.CV updates on arXiv.org arxiv.org
Ultrasound examination is widely used in the clinical diagnosis of thyroid
nodules (benign/malignant). However, the accuracy relies heavily on radiologist
experience. Although deep learning techniques have been investigated for
thyroid nodules recognition. Current solutions are mainly based on static
ultrasound images, with limited temporal information used and inconsistent with
clinical diagnosis. This paper proposes a novel method for the automated
recognition of thyroid nodules through an exhaustive exploration of ultrasound
videos and key-frames. We first propose a detection-localization framework to …
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