Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles

作者: Paolo Favaro , Mehdi Noroozi

DOI:

关键词:

摘要: … In our experiments we do so via the pre-training + fine-tuning scheme, as in prior work [2]. … in a supervised manner. We believe that there is a lot of untapped potential in self-supervised …

参考文章(37)
H. Freeman, L. Garder, Apictorial Jigsaw Puzzles: The Computer Solution of a Problem in Pattern Recognition IEEE Transactions on Electronic Computers. ,vol. 13, pp. 118- 127 ,(1964) , 10.1109/PGEC.1964.263781
John T. E. Richardson, Tomaso Vecchi, A jigsaw-puzzle imagery task for assessing active visuospatial processes in old and young people Behavior Research Methods, Instruments, & Computers. ,vol. 34, pp. 69- 82 ,(2002) , 10.3758/BF03195425
H. Bourlard, Y. Kamp, Auto-association by multilayer perceptrons and singular value decomposition Biological Cybernetics. ,vol. 59, pp. 291- 294 ,(1988) , 10.1007/BF00332918
Mark Everingham, S. M. Ali Eslami, Luc Van Gool, Christopher K. I. Williams, John Winn, Andrew Zisserman, The Pascal Visual Object Classes Challenge: A Retrospective International Journal of Computer Vision. ,vol. 111, pp. 98- 136 ,(2015) , 10.1007/S11263-014-0733-5
Sam T Roweis, Lawrence K Saul, Nonlinear Dimensionality Reduction by Locally Linear Embedding Science. ,vol. 290, pp. 2323- 2326 ,(2000) , 10.1126/SCIENCE.290.5500.2323
Mikhail Belkin, Partha Niyogi, Laplacian Eigenmaps for dimensionality reduction and data representation Neural Computation. ,vol. 15, pp. 1373- 1396 ,(2003) , 10.1162/089976603321780317
Geoffrey E. Hinton, Richard S. Zemel, Autoencoders, Minimum Description Length and Helmholtz Free Energy neural information processing systems. ,vol. 6, pp. 3- 10 ,(1993)
Ross Girshick, Jeff Donahue, Trevor Darrell, Jitendra Malik, Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation computer vision and pattern recognition. pp. 580- 587 ,(2014) , 10.1109/CVPR.2014.81
Bruno A. Olshausen, David J. Field, Sparse Coding with an Overcomplete Basis Set: A Strategy Employed by V1 ? Vision Research. ,vol. 37, pp. 3311- 3325 ,(1997) , 10.1016/S0042-6989(97)00169-7
Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, Li Fei-Fei, ImageNet: A large-scale hierarchical image database computer vision and pattern recognition. pp. 248- 255 ,(2009) , 10.1109/CVPR.2009.5206848