지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2019.1
- 수록면
- 657 - 668 (12page)
이용수
초록· 키워드
오류제보하기
The artificial neural network (ANN), one of the machine learning (ML) algorithms, inspired by the human brain system, was developed by connecting layers with artificial neurons. However, due to the low computing power and insufficient learnable data, ANN has suffered from overfitting and vanishing gradient problems for training deep networks. The advancement of computing power with graphics processing units and the availability of large data acquisition, deep neural network outperforms human or other ML capabilities in computer vision and speech recognition tasks. These potentials are recently applied to healthcare problems, including computer-aided detection/diagnosis, disease prediction, image segmentation, image generation, etc. In this review article, we will explain the history, development, and applications in medical imaging
목차
등록된 정보가 없습니다.
참고문헌 (93)
참고문헌 신청
Murphy KP / 2012 / Machine learning: a probabilistic perspective / MIT Press
He K / 2016 / Deep residual learning for image recognition / Proceedings of 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016) :770~778
Hinton GE / 2006 / A fast learning algorithm for deep belief nets / Neural Comput 18:1527~1554
Rajpurkar P / 2017 / Chexnet: Radiologist-level pneumonia detection on chest x-rays with deep learning / arXiv preprint arXiv:1711.05225v3 [cs.CV]
Qin C / 2018 / Computer-aided detection in chest radiography based on artificial intelligence : a survey / Biomed Eng Online 17:113
He K / 2016 / Deep residual learning for image recognition / Proceedings of 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016) :770~778
Hinton GE / 2006 / A fast learning algorithm for deep belief nets / Neural Comput 18:1527~1554
Rajpurkar P / 2017 / Chexnet: Radiologist-level pneumonia detection on chest x-rays with deep learning / arXiv preprint arXiv:1711.05225v3 [cs.CV]
Qin C / 2018 / Computer-aided detection in chest radiography based on artificial intelligence : a survey / Biomed Eng Online 17:113
이 논문의 저자 정보
최근 본 자료
댓글(0)
0