Unsupervised temporal context learning using convolutional neural networks for laparoscopic workflow analysis

S. Hochreiter, J. Schmidhuber, Long short-term memory, Neural computation 9 (8) (1997) 1735–1780

1997

Earlier work this paper cites.

doi:10.1007/11827405_59

T. Neumuth, G. Strauß, J. Meixensberger, H. U. Lemke, O. Burgert, Acquisition of Process Descriptions from Surgical Interventions , Springer Berlin Heidelberg, Berlin, Heidelberg, 2006, pp. 602–611 · 2006

Earlier work this paper cites.

doi:10.1117/12.811112

S. Speidel, J. Benzko, S. Krappe, G. Sudra, P. Azad, B. P. Müller-Stich, C. Gutt, R. Dillmann, Automatic classification of minimally invasive instruments based on endoscopic image sequences , Proc. SPIE 7261 (2009) 72610A–72610A–8 · 2009

Earlier work this paper cites.

doi:http://dx.doi.org/10.1016/j.jbi.2010.01.004

L. Bouarfa, P. Jonker, J. Dankelman, Discovery of high-level tasks in the operating room , Journal of Biomedical Informatics 44 (3) (2011) 455 – 462, biomedical Complexity and Error · 2010

Earlier work this paper cites.

doi:http://dx.doi.org/10.1016/j.media.2010.10.001

N. Padoy, T. Blum, S.-A. Ahmadi, H. Feussner, M.-O. Berger, N. Navab, Statistical modeling and recognition of surgical workflow , Medical Image Analysis 16 (3) (2012) 632 – 641, computer Assisted Interventions · 2010

Earlier work this paper cites.

doi:10.1007/978-3-642-15711-0_50

T. Blum, H. Feußner, N. Navab, Modeling and Segmentation of Surgical Workflow from Laparoscopic Video , Springer Berlin Heidelberg, Berlin, Heidelberg, 2010, pp. 400–407 · 2010

Earlier work this paper cites.

D. Erhan, Y. Bengio, A. Courville, P.-A. Manzagol, P. Vincent, S. Bengio, Why does unsupervised pre-training help deep learning?, Journal of Machine Learning Research 11 (Feb) (2010) 625–660

2010

Earlier work this paper cites.

V. Nair, G. E. Hinton, Rectified linear units improve restricted boltzmann machines , in: J. Fürnkranz, T. Joachims (Eds.), Proceedings of the 27th International Conference on Machine Learning (ICML-10), Omnipress, 2010, pp. 807–814. URL http://www.icml2010.org/papers/432.pdf

2010

Cited alongside, same era.

doi:10.1109/TBME.2011.2181168

F. Lalys, L. Riffaud, D. Bouget, P. Jannin, A framework for the recognition of high-level surgical tasks from video images for cataract surgeries, IEEE Transactions on Biomedical Engineering 59 (4) (2012) 966–976 · 2011

Cited alongside, same era.

A. Krizhevsky, I. Sutskever, G. E. Hinton, Imagenet classification with deep convolutional neural networks, in: F. Pereira, C. J. C. Burges, L. Bottou, K. Q. Weinberger (Eds.), Advances in Neural Information Processing Systems 25, Curran Associates, Inc., 2012, pp. 1097–1105

2012

Cited alongside, same era.

doi:http://dx.doi.org/10.1016/j.media.2013.04.007

L. Zappella, B. Béjar, G. Hager, R. Vidal, Surgical gesture classification from video and kinematic data , Medical Image Analysis 17 (7) (2013) 732 – 745, special Issue on the 2012 Conference on Medical Image Computing and Computer Assisted Intervention · 2013

Cited alongside, same era.

R. Girshick, J. Donahue, T. Darrell, J. Malik, Rich feature hierarchies for accurate object detection and semantic segmentation, in: Proceedings of the IEEE conference on computer vision and pattern recognition, 2014, pp. 580–587

2014

Later among the works it cites.

G. Forestier, L. Riffaud, P. Jannin, Automatic phase prediction from low-level surgical activities , International Journal of Computer Assisted Radiology and Surgery 10 (6) (2015) 833–841. URL http://dx.doi.org/10.1007/s11548-015-1195-0

2015

Later among the works it cites.

C. Doersch, A. Gupta, A. A. Efros, Unsupervised visual representation learning by context prediction, in: International Conference on Computer Vision (ICCV), 2015

2015

Later among the works it cites.

doi:10.5281/zenodo.27878

S. Dieleman, J. Schlüter, C. Raffel, E. Olson, S. K. Sønderby, D. Nouri, D. Maturana, M. Thoma, E. Battenberg, J. Kelly, J. D. Fauw, M. Heilman, diogo149, B. McFee, H. Weideman, takacsg84, peterderivaz, Jon, instagibbs, D. K. Rasul, CongLiu, Britefury, J. Degrave, Lasagne: First release. (Aug. 2015) · 2015

Later among the works it cites.