Hybrid Multimodal Feature Extraction, Mining and Fusion for Sentiment Analysis

1 code implementation • 5 Aug 2022 • Jia Li, Ziyang Zhang, Junjie Lang, Yueqi Jiang, Liuwei An, Peng Zou, Yangyang Xu, Sheng Gao, Jie Lin, Chunxiao Fan, Xiao Sun, Meng Wang

In this paper, we present our solutions for the Multimodal Sentiment Analysis Challenge (MuSe) 2022, which includes MuSe-Humor, MuSe-Reaction and MuSe-Stress Sub-challenges.

Data Augmentation Humor Detection +1

Robust facial expression recognition with global‑local joint representation learning

no code implementations • Multimedia Systems 2022 • Chunxiao Fan, zhenxing Wang, Jia Li, Shanshan Wang, Xiao Sun

In the proposed method, (1) the topological structure information and texture feature of regions of interest (ROIs) are modeled as graphs and processed with graph convolutional network (GCN) to remain the topological features.

Facial Expression Recognition Facial Expression Recognition (FER) +1

PCANet-II: When PCANet Meets the Second Order Pooling

no code implementations • 30 Sep 2017 • Lei Tian, Xiaopeng Hong, Guoying Zhao, Chunxiao Fan, Yue Ming, Matti Pietikäinen

Moreover, it is easy to combine other discriminative and robust cues by using the second order pooling.

Improving Deep Neural Network with Multiple Parametric Exponential Linear Units

1 code implementation • 1 Jun 2016 • Yang Li, Chunxiao Fan, Yong Li, Qiong Wu, Yue Ming

In this paper, we first propose a new activation function, Multiple Parametric Exponential Linear Units (MPELU), aiming to generalize and unify the rectified and exponential linear units.