CN_LDC
关于胶囊网络的相关总结
网页资源
- 学习Hinton老爷子的胶囊网络，这有一篇历史回顾与深度解读 https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2650794934&idx=3&sn=82dab0429d8c0f1352ea0fc61b158bce&chksm=871a2fc8b06da6de6d55a1074493cf9eed0899b99ad8c40a68452b2c379b2ebf655417f43b8e#rd
- 揭开迷雾，来一顿美味的Capsule盛宴 https://spaces.ac.cn/archives/4819
- 胶囊网络综述 https://blog.csdn.net/weixin_42182910/article/details/94735837
相关论文
- Hinton, Geoffrey E. , A. Krizhevsky , and S. D. Wang . "Transforming Auto-encoders." Artificial Neural Networks & Machine Learning-icann -international Conference on Artificial Neural Networks Springer, Berlin, Heidelberg, 2011.
- Sabour, Sara , N. Frosst , and G. E. Hinton . "Dynamic Routing Between Capsules." (NIPS 2017).
- Hinton, Geoffrey E., Sara Sabour, and Nicholas Frosst. "Matrix capsules with EM routing." international conference on learning representations (2018).
- Patrick, Mensah Kwabena , et al. "Capsule Networks – A survey." (2019).
- Kosiorek A R , Sabour S , Teh Y W , et al. Stacked Capsule Autoencoders[J]. NIPS 2019.
- Rajasegaran, J. , Jayasundara, V. , Jayasekara, S. , Jayasekara, H. , Seneviratne, S. , & Rodrigo, R. . (CVPR 2019). Deepcaps: going deeper with capsule networks.
- Bruce McIntosh, Kevin Duarte, Yogesh S Rawat, Mubarak Shah. (CVPR 2020). Visual-Textual Capsule Routing for Text-Based Video Segmentation.
基本环境配置
Windows CPU i7 Tensorflow 2.4.0 Keras 2.2.4