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1. **Automated detection and classification of thyroid nodules in ultrasound images using clinical-knowledge-guided convolutional neural networks,** Medical Image Analysis, 58(2019) [*[read]*](https://github.com/vonpower/Healthcare/blob/main/Applications/Deep%20Learning/AutomatedDetectionandClassificationofThyroidNodulesinUltrasoundImagesUsingClinical-Knowledge-GuidedConvolutionalNeuralNetworks-Proof.pdf) 1. **Automated detection and classification of thyroid nodules in ultrasound images using clinical-knowledge-guided convolutional neural networks,** Medical Image Analysis, 58(2019) [*[read]*](https://github.com/vonpower/Healthcare/blob/main/Applications/Deep%20Learning/AutomatedDetectionandClassificationofThyroidNodulesinUltrasoundImagesUsingClinical-Knowledge-GuidedConvolutionalNeuralNetworks-Proof.pdf)
*TianjiaoLiu,QianqianGuo,ChunfengLian,XuhuaRen,ShujunLiang,JingYug,LijuanNiu,WeidongSun,DinggangShen* *TianjiaoLiu,QianqianGuo,ChunfengLian,XuhuaRen,ShujunLiang,JingYug,LijuanNiu,WeidongSun,DinggangShen*
1. **Ensembled deep learning model outperforms human experts in diagnosing biliary atresia from sonographic gallbladder images,** nature communications, 2021 [*[read]*](https://github.com/vonpower/Healthcare/blob/main/Applications/Deep%20Learning/Ensembled%20deep%20learning%20model%20outperforms%20human%20experts%20in%20diagnosing%20biliary%20atresia%20from%20sonographic%20gallbladder%20images.pdf)
*Wenying Zhou, Yang Yang, Cheng Yu, Juxian Liu and Xingxing Duan et al.*
### [Radiomics](#content) ### [Radiomics](#content)
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+ [前列腺癌数据集](http://www.ehealthlab.cs.ucy.ac.cy/index.php/facilities/32-software/218-datasets) + [前列腺癌数据集](http://www.ehealthlab.cs.ucy.ac.cy/index.php/facilities/32-software/218-datasets)
+ [DeepLesion:多类别、病灶级别标注临床医疗CT图像开放数据集（230G）](https://academictorrents.com/details/de50f4d4aa3d028944647a56199c07f5fa6030ff) + [DeepLesion:多类别、病灶级别标注临床医疗CT图像开放数据集（230G）](https://academictorrents.com/details/de50f4d4aa3d028944647a56199c07f5fa6030ff)
+ [MURA:基于深度学习检测骨骼疾病(吴恩达团队公布)](https://www.groundai.com/project/mura-dataset-towards-radiologist-level-abnormality-detection-in-musculoskeletal-radiographs/3) + [MURA:基于深度学习检测骨骼疾病(吴恩达团队公布)](https://www.groundai.com/project/mura-dataset-towards-radiologist-level-abnormality-detection-in-musculoskeletal-radiographs/3)
+ [LiTS肝脏/肝肿瘤分割](https://aistudio.baidu.com/aistudio/datasetdetail/10273)