深度学习与医学图像分析行业图谱

（2021 年 第 11 期 总第 109 期） 2021 年 12 月 27 日

资本市场与公司金融研究中心

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清华大学国家金融研究院

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Physics-based Deep Learning

http://physicsbaseddeeplearning.org

N. Thuerey, P. Holl, M. Mueller, P. Schnell, F. Trost, K. Um

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(v0.2)

arXiv:2109.05237v3 [cs.LG] 25 Apr 2022

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Causality and Deep Learning:

Synergies, Challenges and the Future

Yoshua Bengio, Rosemary Ke

DeepPose: Human Pose Estimation via Deep Neural Networks

Alexander Toshev Christian Szegedy

Google

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1600 Amphitheatre Pkwy

Mountain View, CA 94043

toshev,szegedy@google.com

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Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields

Zhe Cao Tomas Simon Shih-En Wei Yaser Sheikh

The Robotics Institute, Carnegie Mellon University

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{zhecao,shihenw}@cmu.edu {tsimon,yaser}@cs.cmu.edu

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Convolutional Pose Machines

Shih-En Wei

shihenw@cmu.edu

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Varun Ramakrishna

vramakri@cs.cmu.edu

Takeo Kanade

Takeo.Kanade@cs.cmu.edu

Yaser Sheikh

yaser@cs.cmu.edu

The Robotics Institute

Carnegie Mellon University

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RMPE: Regional Multi-Person Pose Estimation

Hao-Shu Fang1 , Shuqin Xie1, Yu-Wing Tai2, Cewu Lu1§

1Shanghai Jiao Tong University, China 2 Tencent YouTu

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fhaoshu@gmail.com qweasdshu@sjtu.edu.cn yuwingtai@tencent.com lucewu@sjtu.edu.cn

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Stacked Hourglass Networks for Human Pose Estimation

Alejandro Newell, Kaiyu Yang, Jia Deng

University of Michigan, Ann Arbor