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Adaptive multimodal transformer based on exchanging for multimodal sentiment analysis

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0 Published in 2025 at "Scientific Reports"

DOI: 10.1038/s41598-025-11848-4

Abstract: Multimodal sentiment analysis significantly improves sentiment classification performance by integrating cross-modal emotional cues. However, existing methods still face challenges in key issues such as modal distribution differences, cross-modal interaction efficiency, and contextual correlation modeling. To… read more here.

Keywords: modality; adaptive multimodal; cross modal; multimodal sentiment ... See more keywords

Adaptive Multimodal Graph Reasoning With Foundation Models for Fine-Grained Action Recognition

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0 Published in 2025 at "IEEE Access"

DOI: 10.1109/access.2025.3637990

Abstract: Foundation models have ushered in a new era for multimodal video understanding by enabling the extraction of rich spatiotemporal and semantic representations. In this work, we introduce a novel graph-based framework that integrates a vision-language… read more here.

Keywords: adaptive multimodal; fine grained; action; foundation ... See more keywords

Map-Adaptive Multimodal Trajectory Prediction via Intention-Aware Unimodal Trajectory Predictors

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0 Published in 2024 at "IEEE Transactions on Intelligent Transportation Systems"

DOI: 10.1109/tits.2023.3331887

Abstract: Autonomous vehicles necessitate prediction of future motions of surrounding traffic participants for safe navigation. However, prediction is challenging due to complex road structures and the multimodality of driving behaviors. Recent approaches usually output a fixed… read more here.

Keywords: predictor; adaptive multimodal; prediction; trajectory ... See more keywords