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We present several deep learning models for assessing the morphometric fidelity of deep grey matter region models extracted from brain MRI.
Shape matching with medial curves and 1-d group-wise registration
Gutman, B.A., Yalin, W., Rajagopalan, P., Toga, A.W., Thompson, P.M.: · 2012
Earlier work this paper cites.
Very deep convolutional networks for large-scale image recognition
Simonyan, K., Zisserman, A.: · 2014
Earlier work this paper cites.
Medial demons registration localizes the degree of genetic influence over subcortical shape variability: An n= 1480 meta-analysis
Gutman, B.A., Jahanshad, N., Ching, C.R., Wang, Y., Kochunov, P.V., Nichols, T.E., Thompson, P.M.: · 2015
Earlier work this paper cites.
Subcortical brain volume abnormalities in 2028 individuals with schizophrenia and 2540 healthy controls via the ENIGMA consortium
van Erp, T.G.M., Hibar, D.P., et al.: · 2015
Earlier work this paper cites.
Heritability of the shape of subcortical brain structures in the general population
Roshchupkin*, G.V., Gutman*, B.A., et al.: · 2016
Earlier work this paper cites.
Deep residual learning for image recognition
He, K., Zhang, X., Ren, S., Sun, J.: · 2016
Cited alongside, same era.
Grad-cam: Visual explanations from deep networks via gradient-based localization
Selvaraju, R.R., Cogswell, M., Das, A., Vedantam, R., Parikh, D., Batra, D.: · 2016
Cited alongside, same era.
Harmonized large-scale anatomical shape analysis: Mapping subcortical differences across the ENIGMA Bipolar, Schizophrenia, and Major Depression working groups
Gutman, B., Ching, C., Andreassen, O., Schmaal, L., Veltman, D., Van Erp, T., Turner, J., Thompson, P.M., et al.: · 2017
Cited alongside, same era.
Inception-v4, inception-resnet and the impact of residual connections on learning
Szegedy, C., Ioffe, S., Vanhoucke, V., Alemi, A.A.: · 2017
Cited alongside, same era.
Measuring the tendency of cnns to learn surface statistical regularities
Jo, J., Bengio, Y.: · 2017
Later among the works it cites.
Visualizing deep neural network decisions: Prediction difference analysis
Zintgraf, L.M., Cohen, T.S., Adel, T., Welling, M.: · 2017
Later among the works it cites.
Cortical abnormalities in adults and adolescents with major depression based on brain scans from 20 cohorts worldwide in the enigma major depressive disorder working group
Schmaal, L., Hibar, D.P., et al.: · 2017
Later among the works it cites.
Cohen, T.S., Geiger, M., Koehler, J., Welling, M.: · 2018
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