Search Results for author: Mert Bülent Sarıyıldız

Found 3 papers, 1 papers with code

Weatherproofing Retrieval for Localization with Generative AI and Geometric Consistency

no code implementations14 Feb 2024 Yannis Kalantidis, Mert Bülent Sarıyıldız, Rafael S. Rezende, Philippe Weinzaepfel, Diane Larlus, Gabriela Csurka

After expanding the training set, we propose a training approach that leverages the specificities and the underlying geometry of this mix of real and synthetic images.

Image Retrieval Retrieval +1

Key Protected Classification for Collaborative Learning

1 code implementation27 Aug 2019 Mert Bülent Sarıyıldız, Ramazan Gökberk Cinbiş, Erman Ayday

Collaborative learning techniques provide a privacy-preserving solution, by enabling training over a number of private datasets that are not shared by their owners.

Classification General Classification +2

Key Protected Classification for GAN Attack Resilient Collaborative Learning

no code implementations ICLR 2018 Mert Bülent Sarıyıldız, Ramazan Gökberk Cinbiş, Erman Ayday

To the best of our knowledge, the proposed approach is the first collaborative learning formulation that effectively tackles an active adversary, and, unlike model corruption or differential privacy formulations, our approach does not inherently feature a trade-off between model accuracy and data privacy.

Classification General Classification +1

Cannot find the paper you are looking for? You can Submit a new open access paper.