Publications
Last updated 2019-06-06 (06:42pm)
- Hinton, Geoffrey E., Alex Krizhevsky, and Sida D. Wang. "Transforming auto-encoders." International Conference on Artificial Neural Networks. Springer, Berlin, Heidelberg, 2011. [pdf]
- Kulkarni, Tejas D., et al. "Deep convolutional inverse graphics network." Advances in neural information processing systems. 2015. [pdf]
- Sabour, Sara, Nicholas Frosst, and Geoffrey E. Hinton. "Dynamic routing between capsules." Advances in neural information processing systems. 2017. [pdf]
- Hinton, Geoffrey E., Sara Sabour, and Nicholas Frosst. "Matrix capsules with EM routing." International Conference on Learning Representations. (2018). [pdf]
- Duarte, Kevin, Yogesh Rawat, and Mubarak Shah. "Videocapsulenet: A simplified network for action detection." Advances in Neural Information Processing Systems. 2018. [pdf]
- McIntosh, Bruce, et al. "Multi-modal Capsule Routing for Actor and Action Video Segmentation Conditioned on Natural Language Queries." arXiv preprint arXiv:1812.00303 (2018). [pdf]
- Zhao, Yongheng, et al. "3D Point-Capsule Networks." CVPR (2019). [pdf]
- Zhang, Liheng, Marzieh Edraki, and Guo-Jun Qi. "CapProNet: Deep feature learning via orthogonal projections onto capsule subspaces." Advances in Neural Information Processing Systems. 2018.
- Lenssen, Jan Eric, Matthias Fey, and Pascal Libuschewski. "Group equivariant capsule networks." Advances in Neural Information Processing Systems. 2018.
- Li, Hongyang, Xiaoyang Guo, Bo DaiWanli Ouyang, and Xiaogang Wang. "Neural network encapsulation." In Proceedings of the European Conference on Computer Vision (ECCV), 2018.
- Xinyi, Zhang, and Lihui Chen. "Capsule Graph Neural Network." International Conference on Learning Representations (2018).
- Rajasegaran, Jathushan, Vinoj Jayasundara, Sandaru Jayasekara, Hirunima Jayasekara, Suranga Seneviratne, and Ranga Rodrigo. "DeepCaps: Going Deeper with Capsule Networks." Conference on Computer Vision and Pattern Recognition, (2019).
- Zhao, Yongheng, Tolga Birdal, Haowen Deng, and Federico Tombari. "3D Point-Capsule Networks." Conference on Computer Vision and Pattern Recognition, (2019).
- Zhang, Xinsong, Pengshuai Li, Weijia Jia, and Hai Zhao. "Multi-labeled
Relation Extraction with Attentive Capsule Network."
Association for the Advancement of Artificial Intelligence,
(2018).
Frosst, Nicholas, Sara Sabour, and Geoffrey Hinton. "DARCCC: Detecting Adversaries by Reconstruction from Class Conditional Capsules." arXiv preprint arXiv:1811.06969(2018). - Zhao, Wei, Jianbo Ye, Min Yang, Zeyang Lei, Suofei Zhang, and Zhou Zhao. "Investigating capsule networks with dynamic routing for text classification." Conference on Empirical Methods in Natural Language Processing (2018).
- Zhang, Ningyu, Shumin Deng, Zhanlin Sun, Xi Chen, Wei Zhang, and Huajun Chen. "Attention-Based Capsule Networks with Dynamic Routing for Relation Extraction." Conference on Empirical Methods in Natural Language Processing (2018).
- LaLonde, Rodney, and Ulas Bagci. "Capsules for object
segmentation." Medical Imaging with Deep Learning
(2018).
Implementations
Last updated 2019-06-06 (06:42pm)
- Dynamic routing
- EM routing routing [PyTorch re-implementation]
- EM routing routing [Tensorflow re-implementation]
- EM routing routing [Tensorflow re-implementation]
- VideocapsuleNet
- 3D-point Capsule
- Capsules for Object Segmentation
Videos
Last updated 2019-06-06 (06:42pm)