Author

Gengtian Shi

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Jul 2026

Video-Text Temporal Localization via Multi-Scale Convolution and Dynamic Routing

This work presents a novel framework that addresses two critical limitations of existing methods: inadequate modeling of hierarchical temporal structure and inability to handle complex many-to-many correspondences between modalities by introducing a multi-scale temporal convolutional encoder that captures motion patterns across different temporal granularities.

Gengtian Shi, Jinze Yu, Chenhao Wu et al. · arXiv.org · 0 citations

Open access 2026

Cross-Modal Temporal Alignment for Action Grounding in Videos

A cross-modal temporal alignment framework that combines a multi-scale temporal convolutional encoder with capsule-based dynamic routing, jointly optimizing temporal boundary prediction, cross-modal semantic alignment, and capsule diversity is proposed.

Gengtian Shi, Chenhao Wu, Shaofei Wang et al. · IEEE Access · 0 citations