Publications

Salman Alsubaihi *, Adel Bibi *, Modar Alfadly *, Abdullah Hamdi, Bernard Ghanem (2021). Expected Tight Bounds for Robust Deep Neural Network Training. RobustML @ICLR21.

Juan C. Perez, Motasem Alfarra, Guillaume Jeanneret, Adel Bibi, Ali Thabet, Bernard Ghanem, Pablo Arbelaez (2020). Gabor Layers Enhance Network Robustness. In ECCV20.

Motasem Alfarra, Juan C. Pérez, Adel Bibi, Ali Thabet, Pablo Arbeláez, Bernard Ghanem (2020). ClusTR: Clustering Training for Robustness. arXiv.

Modar Alfadly*, Adel Bibi*, Emilio Botero, Salman Alsubaihi, Bernard Ghanem (2020). Network Moments: Extensions and Sparse-Smooth Attacks. arXiv.

Motasem Alfarra*, Adel Bibi *, Hasan Hammoud, Mohamed Gaafar, Bernard Ghanem (2020). On the Decision Boundaries of Deep Neural Networks: A Tropical Geometry Perspective. arXiv.

Eduard Gorbunov, Adel Bibi, Ozan Sener, El Houcine Bergou, Peter Richtarik (2020). A Stochastic Derivative Free Optimization Method with Momentum. In ICLR20.

Adel Bibi, El Houcine Bergou, Ozan Sener, Bernard Ghanem, Peter Richtarik (2020). A Stochastic Derivative-Free Optimization Method with Importance Sampling: Theory and Learning to Control. In AAAI20.

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Modar Alfadly*, Adel Bibi *, Bernard Ghanem (2019). Analytical Moment Regularizer for Gaussian Robust Networks. arXiv.

Adel Bibi, Bernard Ghanem, Vladlen Koltun, Rene Ranftl (2019). Deep Layers as Stochastic Solvers. In ICLR19.

Rafał Protasiuk, Adel Bibi, Bernard Ghanem (2019). Local Color Mapping Combined with Color Transfer for Underwater Image Enhancement. In WACV19.

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Matthias Mueller *, Adel Bibi *, Silvio Giancola *, Salman Alsubaihi, Bernard Ghanem (2018). TrackingNet: A Large-Scale Dataset and Benchmark for Object Tracking in the Wild. In ECCV18.

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Adel Bibi, Alibek Sailanbayev, Bernard Ghanem, Robert Mansel Gower, Peter Richtárik (2018). Improving SAGA via a Probabilistic Interpolation with Gradient Descent. arXiv.

Adel Bibi *, Modar Alfadly *, Bernard Ghanem (2018). Analytic Expressions for Probabilistic Moments of PL-DNN with Gaussian Input. [Oral] In CVPR18.

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Adel Bibi, Bernard Ghanem (2017). High Order Tensor Formulation for Convolutional Sparse Coding. In ICCV17.

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Adel Bibi, Hani Itani, Bernard Ghanem (2017). FFTLasso: Large-Scale Lasso in the Fourier Domain. [Oral] In CVPR17.

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Adel Bibi, Matthias Mueller, Bernard Ghanem (2016). Target Response Adaptation for Correlation Filter Tracking. [Spotlight] In ECCV16.

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Tianzhu Zhang, Adel Bibi, Bernard Ghanem (2016). In Defense of Sparse Tracking: Circulant Sparse Tracker. [Spotlight] In CVPR16.

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Adel Bibi, Tianzhu Zhang, Bernard Ghanem (2016). 3D Part-Based Sparse Tracker with Automatic Synchronization and Registration. In CVPR16.

Adel Bibi, Bernard Ghanem (2016). Multi-Template Scale-Adaptive Kernelized Correlation Filters. In ICCVW15.

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