Search Results for author: Marlène Careil

Found 6 papers, 1 papers with code

Towards image compression with perfect realism at ultra-low bitrates

no code implementations16 Oct 2023 Marlène Careil, Matthew J. Muckley, Jakob Verbeek, Stéphane Lathuilière

We find that our model leads to reconstructions with state-of-the-art visual quality as measured by FID and KID.

Image Compression

Zero-shot spatial layout conditioning for text-to-image diffusion models

no code implementations ICCV 2023 Guillaume Couairon, Marlène Careil, Matthieu Cord, Stéphane Lathuilière, Jakob Verbeek

Large-scale text-to-image diffusion models have significantly improved the state of the art in generative image modelling and allow for an intuitive and powerful user interface to drive the image generation process.

Image Generation Segmentation +1

Controllable Image Generation via Collage Representations

no code implementations26 Apr 2023 Arantxa Casanova, Marlène Careil, Adriana Romero-Soriano, Christopher J. Pal, Jakob Verbeek, Michal Drozdzal

Our experiments on the OI dataset show that M&Ms outperforms baselines in terms of fine-grained scene controllability while being very competitive in terms of image quality and sample diversity.

Attribute Image Generation

Few-shot Semantic Image Synthesis with Class Affinity Transfer

no code implementations CVPR 2023 Marlène Careil, Jakob Verbeek, Stéphane Lathuilière

The class affinity matrix is introduced as a first layer to the source model to make it compatible with the target label maps, and the source model is then further finetuned for the target domain.

Image Generation Semantic Segmentation

Unifying conditional and unconditional semantic image synthesis with OCO-GAN

no code implementations25 Nov 2022 Marlène Careil, Stéphane Lathuilière, Camille Couprie, Jakob Verbeek

To allow for more control, image synthesis can be conditioned on semantic segmentation maps that instruct the generator the position of objects in the image.

Image Generation Semantic Segmentation

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