Semi-Supervised Deep Metrics for Image Registration

Srivastava, N., Hinton, G.E., Krizhevsky, A., Sutskever, I., Salakhutdinov, R.: Dropout: a simple way to prevent neural networks from overfitting. Journal of Machine Learning Research 15 (2014) 1929-1958

1958

Earlier work this paper cites.

Powell, M.J.D.: An efficient method for finding the minimum of a function of several variables without calculating derivatives. The Computer Journal 7(2) (1964) 155-162

1964

Earlier work this paper cites.

Schuchman, L.: Dither signals and their effect on quantization noise. IEEE Transactions on Communication Technology 12(4) (December 1964) 162-165

1964

Earlier work this paper cites.

Viola, P., Wells III, W.M.: Alignment by maximization of mutual information. International journal of computer vision 24(2) (1997) 137-154

1997

Earlier work this paper cites.

Thevenaz, P., Ruttimann, U.E., Unser, M.: A pyramid approach to subpixel registration based on intensity. IEEE TMI 7(1) (Jan 1998) 27-41

1998

Earlier work this paper cites.

Wu, G., Kim, M., Wang, Q., Gao, Y., Liao, S., Shen, D.: Unsupervised deep feature learning for deformable registration of mr brain images. In: MICCAI. (2013) 649- 656

2013

Cited alongside, same era.

Kingma, D.P., Ba, J.: Adam: A method for stochastic optimization. CoRR (2014)

2014

Cited alongside, same era.

Zagoruyko, S., Komodakis, N.: Learning to compare image patches via convolutional neural networks. In: 2015 IEEE (CVPR). (June 2015) 4353-4361

2015

Cited alongside, same era.

Simonovsky, M., Guti´errez-Becker, B., Mateus, D., Navab, N., Komodakis, N.: A deep metric for multimodal registration. In: MICCAI. (2016) pp. 10-18

2016

Cited alongside, same era.

IXI: Information eXtraction from Images. http://brain-development.org/

Cited in the paper.

Cheng, X., Zhang, L., Zheng, Y.: Deep similarity learning for multimodal medical images. CMBBE (2016) 1-5

2016

Later among the works it cites.

Miao, S., Wang, Z.J., Liao, R.: A cnn regression approach for real-time 2d/3d registration. IEEE Transactions on Medical Imaging 35 (2016) 1352-1363

2016

Later among the works it cites.

Litjens, G.J.S., Kooi, T., Bejnordi, B.E., Setio, A.A.A., Ciompi, F., Ghafoorian, M., van der Laak, J., van Ginneken, B., S´anchez, C.I.: A survey on deep learning in medical image analysis. Medical image analysis 42 (2017) 60-88

2017

Later among the works it cites.

Sokooti, H., de Vos, B.D., Berendsen, F.F., Lelieveldt, B.P.F., Isgum, I., Staring, M.: Nonrigid image registration using multi-scale 3d convolutional neural networks. In: MICCAI. (2017)

2017

Later among the works it cites.