activity
20242026
collaborators

10 papers

cs.SD2026

Geometric Second-Order Feature Correlation Learning for Self-Supervised Speech Emotion Recognition

Shuanglin Li, Ruxiao Qian, Siyang Song

Self-supervised learning (SSL) yields powerful, context-rich representations for speech emotion recognition (SER), yet aggregating these representations into holistic descriptors r…

cs.CV2026

PureCC: Pure Learning for Text-to-Image Concept Customization

Zhichao Liao, Xiaole Xian, Qingyu Li +7

Existing concept customization methods have achieved remarkable outcomes in high-fidelity and multi-concept customization. However, they often neglect the influence on the original…

cs.LG2025

Enhancing Adversarial Transferability by Balancing Exploration and Exploitation with Gradient-Guided Sampling

Zenghao Niu, Weicheng Xie, Siyang Song +3

Adversarial attacks present a critical challenge to deep neural networks' robustness, particularly in transfer scenarios across different model architectures. However, the transfer…

cs.CV2025

OmniResponse: Online Multimodal Conversational Response Generation in Dyadic Interactions

Cheng Luo, Jianghui Wang, Bing Li +2

In this paper, we introduce Online Multimodal Conversational Response Generation (OMCRG), a novel task designed to produce synchronized verbal and non-verbal listener feedback onli…

cs.CV2025

D^3-Talker: Dual-Branch Decoupled Deformation Fields for Few-Shot 3D Talking Head Synthesis

Yuhang Guo, Kaijun Deng, Siyang Song +3

A key challenge in 3D talking head synthesis lies in the reliance on a long-duration talking head video to train a new model for each target identity from scratch. Recent methods h…

cs.CV2025

SynFER: Towards Boosting Facial Expression Recognition with Synthetic Data

Xilin He, Cheng Luo, Xiaole Xian +8

Facial expression datasets remain limited in scale due to the subjectivity of annotations and the labor-intensive nature of data collection. This limitation poses a significant cha…