Guillaume Couairon | DeepAI

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∙ 09/18/2023

Gradpaint: Gradient-Guided Inpainting with Diffusion Models

Denoising Diffusion Probabilistic Models (DDPMs) have recently achieved ...

0 Asya Grechka, et al. ∙

∙ 06/23/2023

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

Large-scale text-to-image diffusion models have significantly improved t...

0 Guillaume Couairon, et al. ∙

∙ 06/07/2023

Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewards

Foundation models are first pre-trained on vast unsupervised datasets an...

0 Alexandre Ramé, et al. ∙

∙ 04/14/2023

Sub-meter resolution canopy height maps using self-supervised learning and a vision transformer trained on Aerial and GEDI Lidar

Vegetation structure mapping is critical for understanding the global ca...

0 Jamie Tolan, et al. ∙

∙ 03/27/2023

The Stable Signature: Rooting Watermarks in Latent Diffusion Models

Generative image modeling enables a wide range of applications but raise...

0 Pierre Fernandez, et al. ∙

∙ 10/20/2022

DiffEdit: Diffusion-based semantic image editing with mask guidance

Image generation has recently seen tremendous advances, with diffusion m...

0 Guillaume Couairon, et al. ∙

∙ 08/29/2022

Efficient Vision-Language Pretraining with Visual Concepts and Hierarchical Alignment

Vision and Language Pretraining has become the prevalent approach for ta...

24 Mustafa Shukor, et al. ∙

∙ 04/20/2022

Transformer Decoders with MultiModal Regularization for Cross-Modal Food Retrieval

Cross-modal image-recipe retrieval has gained significant attention in r...

7 Mustafa Shukor, et al. ∙

∙ 03/09/2022

FlexIT: Towards Flexible Semantic Image Translation

Deep generative models, like GANs, have considerably improved the state ...

0 Guillaume Couairon, et al. ∙

∙ 12/08/2021

FLAVA: A Foundational Language And Vision Alignment Model

State-of-the-art vision and vision-and-language models rely on large-sca...

2 Amanpreet Singh, et al. ∙

∙ 12/06/2021

Embedding Arithmetic for Text-driven Image Transformation

Latent text representations exhibit geometric regularities, such as the ...

0 Guillaume Couairon, et al. ∙

∙ 11/22/2021

DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion

Deep network architectures struggle to continually learn new tasks witho...

14 Arthur Douillard, et al. ∙

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