72 citations · 191 across the 22 of their papers we have counts for
7 papers · 1 filter
Open Set Domain Adaptation using Optimal Transport
Marwa Kechaou, Romain Hérault, Mokhtar Z. Alaya +1
We present a 2-step optimal transport approach that performs a mapping from a source distribution to a target distribution. Here, the target has the particularity to present new cl…
Optimal Transport for Conditional Domain Matching and Label Shift
Alain Rakotomamonjy, Rémi Flamary, Gilles Gasso +3
We address the problem of unsupervised domain adaptation under the setting of generalized target shift (joint class-conditional and label shifts). For this framework, we theoretica…
Object Detection in the DCT Domain: is Luminance the Solution?
Benjamin Deguerre, Clement Chatelain, Gilles Gasso
Object detection in images has reached unprecedented performances. The state-of-the-art methods rely on deep architectures that extract salient features and predict bounding boxes…
Foreground-Background Ambient Sound Scene Separation
Michel Olvera, Emmanuel Vincent, Romain Serizel +1
Ambient sound scenes typically comprise multiple short events occurring on top of a somewhat stationary background. We consider the task of separating these events from the backgro…
Pixel-wise Conditioned Generative Adversarial Networks for Image Synthesis and Completion
Cyprien Ruffino, Romain Hérault, Eric Laloy +1
Generative Adversarial Networks (GANs) have proven successful for unsupervised image generation. Several works have extended GANs to image inpainting by conditioning the generation…
Theoretical Guarantees for Bridging Metric Measure Embedding and Optimal Transport
Mokhtar Z. Alaya, Maxime Bérar, Gilles Gasso +1
We propose a novel approach for comparing distributions whose supports do not necessarily lie on the same metric space. Unlike Gromov-Wasserstein (GW) distance which compares pairw…