1 citations · 2 across the 5 of their papers we have counts for
6 papers
Destination Support Restoration for Finite-Set Multimodal Trajectory Prediction
Fengrui Liu, Jiajun Peng, Duo Peng +1
Robots operating around pedestrians often reason over a finite set of predicted human futures. Repeated online updates can concentrate this limited prediction budget on dominant de…
Sample-Conditioned Representation Selection for Audio Few-Shot Learning
Fengrui Liu, Ningxin Shen, Yi Li +3
Few-shot audio classifiers may rely on foreground-background co-occurrences and fail when those correlations shift. On SpurAudio, the resulting representation shift is concentrated…
DynFS-MoE: Dynamic Functional-Structural Mixture-of-Experts for Post-Traumatic Epilepsy Diagnosis
Jun-En Ding, Spencer Chen, Henry Noren +6
Post-traumatic epilepsy (PTE) is a severe complication of traumatic brain injury (TBI). Yet, early identification remains challenging due to the complex structural and functional a…
From Physics to Representation: Audio Learning with Synthetic Pre-training via Procedural Generation
Fengrui Liu, Ruiyang Huang, Qijian Zheng +2
Self-supervised learning advances audio representation for multimedia analysis. However, prevailing data-centric approaches rely on massive real-world corpora, increasing training…
TACFN: Transformer-based Adaptive Cross-modal Fusion Network for Multimodal Emotion Recognition
Feng Liu, Ziwang Fu, Yunlong Wang +1
The fusion technique is the key to the multimodal emotion recognition task. Recently, cross-modal attention-based fusion methods have demonstrated high performance and strong robus…
Emotion Loss Attacking: Adversarial Attack Perception for Skeleton based on Multi-dimensional Features
Feng Liu, Qing Xu, Qijian Zheng
Adversarial attack on skeletal motion is a hot topic. However, existing researches only consider part of dynamic features when measuring distance between skeleton graph sequences,…