Raja Giryes
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Robust large margin deep neural networks
J Sokolić, R Giryes, G Sapiro, MRD Rodrigues
IEEE Transactions on Signal Processing 65 (16), 4265-4280, 2017
1472017
Deep neural networks with random gaussian weights: A universal classification strategy?
R Giryes, G Sapiro, AM Bronstein
IEEE Transactions on Signal Processing 64 (13), 3444-3457, 2016
1442016
The projected GSURE for automatic parameter tuning in iterative shrinkage methods
R Giryes, M Elad, YC Eldar
Applied and Computational Harmonic Analysis 30 (3), 407-422, 2011
1232011
Greedy-like algorithms for the cosparse analysis model
R Giryes, S Nam, M Elad, R Gribonval, ME Davies
Linear Algebra and its Applications 441, 22-60, 2014
1132014
Sparsity based poisson denoising with dictionary learning
R Giryes, M Elad
IEEE Transactions on Image Processing 23, 2013
882013
Delta-encoder: an effective sample synthesis method for few-shot object recognition
E Schwartz, L Karlinsky, J Shtok, S Harary, M Marder, A Kumar, R Feris, ...
Advances in Neural Information Processing Systems, 2845-2855, 2018
812018
RIP-based near-oracle performance guarantees for SP, CoSaMP, and IHT
R Giryes, M Elad
IEEE Transactions on Signal Processing 60 (3), 1465-1468, 2011
79*2011
MeshCNN: a network with an edge
R Hanocka, A Hertz, N Fish, R Giryes, S Fleishman, D Cohen-Or
ACM Transactions on Graphics (TOG) 38 (4), 1-12, 2019
732019
Mathematics of deep learning
R Vidal, J Bruna, R Giryes, S Soatto
arXiv preprint arXiv:1712.04741, 2017
682017
Poisson inverse problems by the plug-and-play scheme
A Rond, R Giryes, M Elad
Journal of Visual Communication and Image Representation 41, 96-108, 2016
652016
Tradeoffs between convergence speed and reconstruction accuracy in inverse problems
R Giryes, YC Eldar, AM Bronstein, G Sapiro
IEEE Transactions on Signal Processing 66 (7), 1676-1690, 2018
542018
Improving dnn robustness to adversarial attacks using jacobian regularization
D Jakubovitz, R Giryes
Proceedings of the European Conference on Computer Vision (ECCV), 514-529, 2018
522018
DeepISP: Toward learning an end-to-end image processing pipeline
E Schwartz, R Giryes, AM Bronstein
IEEE Transactions on Image Processing 28 (2), 912-923, 2018
50*2018
Postprocessing of compressed images via sequential denoising
Y Dar, AM Bruckstein, M Elad, R Giryes
IEEE Transactions on Image Processing 25 (7), 3044-3058, 2016
492016
Image restoration by iterative denoising and backward projections
T Tirer, R Giryes
IEEE Transactions on Image Processing 28 (3), 1220-1234, 2018
462018
Deep class-aware image denoising
T Remez, O Litany, R Giryes, AM Bronstein
2017 international conference on sampling theory and applications (SampTA …, 2017
412017
Deep convolutional denoising of low-light images
T Remez, O Litany, R Giryes, AM Bronstein
arXiv preprint arXiv:1701.01687, 2017
402017
Repmet: Representative-based metric learning for classification and few-shot object detection
L Karlinsky, J Shtok, S Harary, E Schwartz, A Aides, R Feris, R Giryes, ...
Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2019
382019
Uniq: Uniform noise injection for non-uniform quantization of neural networks
C Baskin, E Schwartz, E Zheltonozhskii, N Liss, R Giryes, AM Bronstein, ...
arXiv preprint arXiv:1804.10969, 2018
382018
Learned convolutional sparse coding
H Sreter, R Giryes
2018 IEEE International Conference on Acoustics, Speech and Signal …, 2018
332018
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Artiklar 1–20