Transformer-Based Classification Outcome Prediction for Multimodal Stroke Treatment

no code implementations • 19 Apr 2024 • Danqing Ma, Meng Wang, Ao Xiang, Zongqing Qi, Qin Yang

This study proposes a multi-modal fusion framework Multitrans based on the Transformer architecture and self-attention mechanism.

Image Classification text-classification +1

A Multimodal Fusion Network For Student Emotion Recognition Based on Transformer and Tensor Product

no code implementations • 13 Mar 2024 • Ao Xiang, Zongqing Qi, Han Wang, Qin Yang, Danqing Ma

This paper introduces a new multi-modal model based on the Transformer architecture and tensor product fusion strategy, combining BERT's text vectors and ViT's image vectors to classify students' psychological conditions, with an accuracy of 93. 65%.

Emotion Recognition object-detection +1

Improved YOLOv5 Based on Attention Mechanism and FasterNet for Foreign Object Detection on Railway and Airway tracks

no code implementations • 13 Mar 2024 • Zongqing Qi, Danqing Ma, Jingyu Xu, Ao Xiang, Hedi Qu

In recent years, there have been frequent incidents of foreign objects intruding into railway and Airport runways.

object-detection Object Detection