Hetero-Modal Variational Encoder-Decoder for Joint Modality Completion and Segmentation

Cao, Y., Fleet, D.J.: Generalized product of experts for automatic and principled fusion of Gaussian Process Predictions. CoRR abs/1410.7827

Original

2014

Earlier work this paper cites.

Kingma, D.P., Welling, M.: Auto-encoding variational bayes. In: ICLR (2014)

2014

Earlier work this paper cites.

Li, R., Zhang, W., Suk, H.I., Wang, L., Li, J., Shen, D., Ji, S.: Deep learning based imaging data completion for improved brain disease diagnosis. In: MICCAI 2014. pp. 305–312. Springer, Cham (2014)

2014

Earlier work this paper cites.

Menze, B.H., et al

2015

Earlier work this paper cites.

Ronneberger, O., Fischer, P., Brox, T.: U-net: Convolutional networks for biomedical image segmentation. In: MICCAI 2015. pp. 234–241. Springer, Cham (2015)

2015

Earlier work this paper cites.

Havaei, M., Guizard, N., Chapados, N., Bengio, Y.: Hemis: Hetero-modal image segmentation. In: MICCAI 2016. pp. 469–477. Springer, Cham (2016)

2016

Cited alongside, same era.

Milletari, F., N.N., Ahmadi, S.: V-net: Fully convolutional neural networks for volumetric medical image segmentation. In: Inter-national Conference on 3D Vision (3DV),. pp. 565––571 (2016)

2016

Cited alongside, same era.

Sø nderby, C.K., Raiko, T., Maalø e, L., Sø nderby, S.r.K., Winther, O.: Ladder variational autoencoders. In: NeurIPS. pp. 3738–3746 (2016)

2016

Cited alongside, same era.

Zhao, S., Song, J., Ermon, S.: Learning hierarchical features from deep generative models. In: ICML. pp. 4091–4099 (2017)

2017

Cited alongside, same era.

Gibson, E., Li, W., et al

2018

Cited alongside, same era.

Varsavsky, T., et al

2018

Later among the works it cites.

Wu, M., Goodman, N.: Multimodal generative models for scalable weakly-supervised learning. In: NeurIPS. pp. 5580–5590 (2018)

2018

Later among the works it cites.

Isensee, F., et al

2019

Closest in time.

Myronenko, A.: 3d MRI brain tumor segmentation using autoencoder regularization. In: Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. pp. 311–320. Springer, Cham (2019)

2019

Closest in time.