Opening book details…
Can I read Shapley Value Contrastive Alignment MIE on EtoBox?
Shapley Value Contrastive Alignment MIE by 金金 is a document available to read on EtoBox.
What is Shapley Value Contrastive Alignment MIE about?
This paper introduces a novel approach for Multimodal Information Extraction (MIE) that utilizes an Image-Context-Text interaction paradigm to address semantic and modality gaps between images and text. The proposed Shapley Value-based Contrastive Alignment (Shap-CA) method employs large multimodal models to generate descriptive contexts and align context-text and context-image pairs effectively. Experimental results demonstrate that Shap-CA significantly outperforms existing state-of-the-art methods across
- Author
- 金金
- Language
- EN