activity
20212023
most citedTSception: Capturing Temporal Dynamics and Spatial Asymmetry from EEG for Emotion Recognition

421 citations · 426 across the 5 of their papers we have counts for

collaborators

5 papers

cs.LG2023★ 3 cited

MASA-TCN: Multi-anchor Space-aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition

Yi Ding, Su Zhang, Chuangao Tang +1

Emotion recognition using electroencephalogram (EEG) mainly has two scenarios: classification of the discrete labels and regression of the continuously tagged labels. Although many…

cs.MM2023

Multimodal Continuous Emotion Recognition: A Technical Report for ABAW5

Su Zhang, Ziyuan Zhao, Cuntai Guan

We used two multimodal models for continuous valence-arousal recognition using visual, audio, and linguistic information. The first model is the same as we used in ABAW2 and ABAW3,…

cs.MM2022

Continuous Emotion Recognition using Visual-audio-linguistic information: A Technical Report for ABAW3

Su Zhang, Ruyi An, Yi Ding +1

We propose a cross-modal co-attention model for continuous emotion recognition using visual-audio-linguistic information. The model consists of four blocks. The visual, audio, and…

cs.CV2021★ 2 cited

Continuous Emotion Recognition with Audio-visual Leader-follower Attentive Fusion

Su Zhang, Yi Ding, Ziquan Wei +1

We propose an audio-visual spatial-temporal deep neural network with: (1) a visual block containing a pretrained 2D-CNN followed by a temporal convolutional network (TCN); (2) an a…

cs.LG2021★ 421 cited

TSception: Capturing Temporal Dynamics and Spatial Asymmetry from EEG for Emotion Recognition

Yi Ding, Neethu Robinson, Su Zhang +2

The high temporal resolution and the asymmetric spatial activations are essential attributes of electroencephalogram (EEG) underlying emotional processes in the brain. To learn the…