Search Results for author: Yasser Benigmim

Found 2 papers, 2 papers with code

Collaborating Foundation Models for Domain Generalized Semantic Segmentation

1 code implementation15 Dec 2023 Yasser Benigmim, Subhankar Roy, Slim Essid, Vicky Kalogeiton, Stéphane Lathuilière

Domain Generalized Semantic Segmentation (DGSS) deals with training a model on a labeled source domain with the aim of generalizing to unseen domains during inference.

Domain Generalization Segmentation +1

One-shot Unsupervised Domain Adaptation with Personalized Diffusion Models

1 code implementation31 Mar 2023 Yasser Benigmim, Subhankar Roy, Slim Essid, Vicky Kalogeiton, Stéphane Lathuilière

Departing from the common notion of transferring only the target ``texture'' information, we leverage text-to-image diffusion models (e. g., Stable Diffusion) to generate a synthetic target dataset with photo-realistic images that not only faithfully depict the style of the target domain, but are also characterized by novel scenes in diverse contexts.

Data Augmentation One-shot Unsupervised Domain Adaptation +2

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