19 citations · 47 across the 14 of their papers we have counts for
6 papers · 1 filter
An Assessment of GANs for Identity-related Applications
Richard T. Marriott, Safa Madiouni, Sami Romdhani +2
Generative Adversarial Networks (GANs) are now capable of producing synthetic face images of exceptionally high visual quality. In parallel to the development of GANs themselves, e…
Robustness of Facial Recognition to GAN-based Face-morphing Attacks
Richard T. Marriott, Sami Romdhani, Stéphane Gentric +1
Face-morphing attacks have been a cause for concern for a number of years. Striving to remain one step ahead of attackers, researchers have proposed many methods of both creating a…
A 3D GAN for Improved Large-pose Facial Recognition
Richard T. Marriott, Sami Romdhani, Liming Chen
Facial recognition using deep convolutional neural networks relies on the availability of large datasets of face images. Many examples of identities are needed, and for each identi…
Bayesian Optimization for Developmental Robotics with Meta-Learning by Parameters Bounds Reduction
Maxime Petit, Emmanuel Dellandrea, Liming Chen
In robotics, methods and softwares usually require optimizations of hyperparameters in order to be efficient for specific tasks, for instance industrial bin-picking from homogeneou…
Breaking Batch Normalization for better explainability of Deep Neural Networks through Layer-wise Relevance Propagation
Mathilde Guillemot, Catherine Heusele, Rodolphe Korichi +2
The lack of transparency of neural networks stays a major break for their use. The Layerwise Relevance Propagation technique builds heat-maps representing the relevance of each inp…
Scoring Graspability based on Grasp Regression for Better Grasp Prediction
Amaury Depierre, Emmanuel Dellandréa, Liming Chen
Grasping objects is one of the most important abilities that a robot needs to master in order to interact with its environment. Current state-of-the-art methods rely on deep neural…