Exploring Randomly Wired Neural Networks for Image Recognition

作者: Alexander Kirillov , Kaiming He , Ross Girshick , Saining Xie

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摘要: Neural networks for image recognition have evolved through extensive manual design from simple chain-like models to structures with multiple wiring paths. The success of ResNets …

参考文章(50)
Ithiel de Sola Pool, Manfred Kochen, Theodore Mead Newcomb, Stanley Milgram, The small world Published in <b>1989</b> in Norwood NJ) by Ablex. ,(1989)
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams, Learning representations by back-propagating errors Nature. ,vol. 323, pp. 696- 699 ,(1988) , 10.1038/323533A0
David E. Rumelhart, James L. McClelland, , Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations Computational Models of Cognition and Perception. ,(1986) , 10.7551/MITPRESS/5236.001.0001
Geoffrey E. Hinton, Vinod Nair, Rectified Linear Units Improve Restricted Boltzmann Machines international conference on machine learning. pp. 807- 814 ,(2010)
Christian Szegedy, Sergey Ioffe, Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift international conference on machine learning. ,vol. 1, pp. 448- 456 ,(2015)
Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, C. Lawrence Zitnick, Microsoft COCO: Common Objects in Context Computer Vision – ECCV 2014. pp. 740- 755 ,(2014) , 10.1007/978-3-319-10602-1_48
Ilya Sutskever, Geoffrey E. Hinton, Alex Krizhevsky, Ruslan R. Salakhutdinov, Nitish Srivastava, Improving neural networks by preventing co-adaptation of feature detectors arXiv: Neural and Evolutionary Computing. ,(2012)
Danielle Smith Bassett, Ed Bullmore, Small-World Brain Networks The Neuroscientist. ,vol. 12, pp. 512- 523 ,(2006) , 10.1177/1073858406293182
Ed Bullmore, Olaf Sporns, Complex brain networks: graph theoretical analysis of structural and functional systems Nature Reviews Neuroscience. ,vol. 10, pp. 186- 198 ,(2009) , 10.1038/NRN2575
Lav R. Varshney, Beth L. Chen, Eric Paniagua, David H. Hall, Dmitri B. Chklovskii, Structural Properties of the Caenorhabditis elegans Neuronal Network PLoS Computational Biology. ,vol. 7, pp. e1001066- ,(2011) , 10.1371/JOURNAL.PCBI.1001066