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Zhengyuan Yang | Akateeminen Kirjakauppa

MULTIMODAL FOUNDATION MODELS - FROM SPECIALISTS TO GENERAL-PURPOSE ASSISTANTS

Multimodal Foundation Models - From Specialists to General-Purpose Assistants
Chunyuan Li; Zhe Gan; Zhengyuan Yang; Jianwei Yang; Linjie Li; Lijuan Wang; Jianfeng Gao
now publishers Inc (2024)
Pehmeäkantinen kirja
101,00
Tuotetta lisätty
ostoskoriin kpl
Siirry koriin
Multimodal Foundation Models - From Specialists to General-Purpose Assistants
101,00 €
now publishers Inc
Sivumäärä: 230 sivua
Asu: Pehmeäkantinen kirja
Julkaisuvuosi: 2024, 06.05.2024 (lisätietoa)
Kieli: Englanti
This monograph presents a comprehensive survey of the taxonomy and evolution of multimodal foundation models that demonstrate vision and vision-language capabilities, focusing on the transition from specialist models to general-purpose assistants.

The focus encompasses five core topics, categorized into two classes; (i) a survey of well-established research areas: multimodal foundation models pre-trained for specific purposes, including two topics – methods of learning vision backbones for visual understanding and text-to-image generation; (ii) recent advances in exploratory, open research areas: multimodal foundation models that aim to play the role of general-purpose assistants, including three topics – unified vision models inspired by large language models (LLMs), end-to-end training of multimodal LLMs, and chaining multimodal tools with LLMs.

The target audience of the monograph is researchers, graduate students, and professionals in computer vision and vision-language multimodal communities who are eager to learn the basics and recent advances in multimodal foundation models.

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