SciOL and MuLMS-Img: Introducing A Large-Scale Multimodal Scientific Dataset and Models for Image-Text Tasks in the Scientific Domain

Author:

Tarsi Tim1,Adel Heike2,Metzen Jan Hendrik1,Zhang Dan1,Finco Matteo3,Friedrich Annemarie4

Affiliation:

1. Bosch Center for Artificial Intelligence,Renningen,Germany

2. Hochschule der Medien,Stuttgart,Germany

3. Robert Bosch GmbH,Renningen,Germany

4. University of Augsburg,Germany

Publisher

IEEE

Reference73 articles.

1. Flamingo: a visual language model for few-shot learning;Alayrac;Advances in Neural Information Processing Systems,2022

2. Chart-text: A fully automated chart image descriptor;Balaji,2018

3. Vlmo: Unified vision-language pre-training with mixture-of-modality-experts;Bao;2021 Neural Information Processing Systems,2021

4. Growth rates of modern science: a latent piecewise growth curve approach to model publication numbers from established and new literature databases

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