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Shijia Liao

2 accepted papers

2025

Eagle: Exploring The Design Space for Multimodal LLMs with Mixture of Encoders

ICLR 2025spotlight

The ability to accurately interpret complex visual information is a crucial topic of multimodal large language models (MLLMs). Recent work indicates that enhanced visual perception significantly reduces hallucinations and improves performance on resolution-sensitive tasks, such as optical character…

2024

LITA: Language Instructed Temporal-Localization Assistant

ECCV 2024poster

"There has been tremendous progress in multimodal Large Language Models (LLMs). Recent works have extended these models to video input with promising instruction following capabilities. However, an important missing piece is temporal localization. These models cannot accurately answer the “When?” qu…