Foundation Models

How to finetune DINOv2 for astronmy? featured image

How to finetune DINOv2 for astronmy?

This study evaluates the performance of existing visual foundation models, based on ViT, SwinV2, BEiT or DINOv2, for astronomical applications, particularly galaxy morphological …

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Matthieu Le Lain
Comment spécialiser DINOv2 pour l'astronomie? featured image

Comment spécialiser DINOv2 pour l'astronomie?

Talk on evaluating and fine-tuning DINOv2 and other visual foundation models for galaxy morphological classification.

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Matthieu Le Lain
AstroLLaVA: towards the unification of astronomical data and natural language featured image

AstroLLaVA: towards the unification of astronomical data and natural language

We present AstroLLaVA, a vision language model for astronomy that enables interaction with astronomical imagery through natural dialogue. By fine-tuning the LLaVA model on a …

sharaf-zaman
Foundation Models in Astronomy: Why They Matter featured image

Foundation Models in Astronomy: Why They Matter

An overview of foundation models applied to astronomical data analysis.

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Matthieu Le Lain
When Foundation Models Meet Astronomical Data featured image

When Foundation Models Meet Astronomical Data

Poster on evaluating visual foundation models (ViT, DINOv2, CLIP) for astronomical tasks such as galaxy morphological classification.

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Matthieu Le Lain
When Foundation Models Meet Astronomical Data featured image

When Foundation Models Meet Astronomical Data

ePoster — Session SS10: The impact of the rapidly evolving field of artificial intelligence on astrophysics research.

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Matthieu Le Lain