A multi-scale representation and multi-level decision learning network for multimodal sentiment analysis

doi:10.1016/j.eswa.2025.129341

A multi-scale representation and multi-level decision learning network for multimodal sentiment analysis

2025-08-12

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DOI：10.1016/j.eswa.2025.129341

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Abstract

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• Propose multi-scale representation and multi-level decision learning network for sentiment analysis. • Develop hybrid multi-scale transformer to learn multimodal representations at different scales. • Introduce layer-wise correlation learning to facilitate multimodal representation learning. • Perform multi-level decision fusion to integrate multiple layers of prediction results.

Keywords:

multi-scale representation

multimodal sentiment analysis

transformer

correlation learning

decision fusion

A multi-scale representation and multi-level decision learning network for multimodal sentiment analysis

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