Robust large margin deep neural networks J Sokolić, R Giryes, G Sapiro, MRD Rodrigues IEEE Transactions on Signal Processing 65 (16), 4265-4280, 2017 | 331 | 2017 |
BESNet: boundary-enhanced segmentation of cells in histopathological images H Oda, HR Roth, K Chiba, J Sokolić, T Kitasaka, M Oda, A Hinoki, ... Medical Image Computing and Computer Assisted Intervention–MICCAI 2018: 21st …, 2018 | 91 | 2018 |
Generalization error of invariant classifiers J Sokolic, R Giryes, G Sapiro, MRD Rodrigues International Conference on Artificial Intelligence and Statistics (AISTATS), 2017 | 81 | 2017 |
Accurate, very low computational complexity spike sorting using unsupervised matched subspace learning M Zamani, J Sokolić, D Jiang, F Renna, MRD Rodrigues, ... IEEE Transactions on Biomedical Circuits and Systems 14 (2), 221-231, 2020 | 16 | 2020 |
On deep learning for inverse problems J Amjad, J Sokolić, MRD Rodrigues 2018 26th European Signal Processing Conference (EUSIPCO), 1895-1899, 2018 | 10 | 2018 |
Generalization error of deep neural networks: Role of classification margin and data structure J Sokolić, R Giryes, G Sapiro, MRD Rodrigues 2017 International Conference on Sampling Theory and Applications (SampTA …, 2017 | 9 | 2017 |
Lessons from the rademacher complexity for deep learning J Sokolic, R Giryes, G Sapiro, MRD Rodrigues | 8 | 2016 |
Learning to identify while failing to discriminate J Sokolic, Q Qiu, MRD Rodrigues, G Sapiro Proceedings of the IEEE International Conference on Computer Vision …, 2017 | 6 | 2017 |
Learning to succeed while teaching to fail: Privacy in closed machine learning systems J Sokolic, Q Qiu, MRD Rodrigues, G Sapiro arXiv preprint arXiv:1705.08197, 2017 | 5 | 2017 |
Mismatch in the classification of linear subspaces: Sufficient conditions for reliable classification J Sokolić, F Renna, R Calderbank, MRD Rodrigues IEEE Transactions on Signal Processing 64 (12), 3035-3050, 2016 | 5 | 2016 |
A feature design framework for hardware efficient neural spike sorting J Sokolić, M Zamani, A Demosthenous, MRD Rodrigues 2015 37th Annual International Conference of the IEEE Engineering in …, 2015 | 3 | 2015 |
Mismatch in the classification of linear subspaces: Upper bound to the probability of error J Sokolić, F Renna, R Calderbank, MRD Rodrigues 2015 IEEE International Symposium on Information Theory (ISIT), 2201-2205, 2015 | 3 | 2015 |
Margin Preservation of Deep Neural Networks. J Sokolic, R Giryes, G Sapiro, MRD Rodrigues arXiv preprint arXiv:1605.08254, 2016 | 1 | 2016 |
Robustness and invariance in the generalization error of deep neural networks J Sokolić UCL (University College London), 2017 | | 2017 |
Načrtovanje eksperimentov z mehkimi modeli: diplomsko delo univerzitetnega študija J Sokolić J. Sokolić, 2013 | | 2013 |
Načrtovanje eksperimentov z mehkimi modeli: delo je pripravljeno v skladu s Pravilnikom o podeljevanju Prešernovih nagrad študentom, pod mentorstvom prof. dr. Igorja Škrjanca … J Sokolić J. Sokolić, 2013 | | 2013 |
Design of Experiments Based on Fuzzy Model Identification with Supervised Hierarchical Clustering J Sokolic, I Skrjanc East West Fuzzy Colloquium 2013, 20th Zittau Fuzzy Colloquium, 198-202, 2013 | | 2013 |