Understanding Robustness of Visual State Space Models for Image Classification

no code implementations • 16 Mar 2024 • Chengbin Du, Yanxi Li, Chang Xu

VMamba exhibits exceptional generalizability with out-of-distribution data but shows scalability weaknesses against natural adversarial examples and common corruptions.

Adversarial Robustness Image Classification

Two-in-one Knowledge Distillation for Efficient Facial Forgery Detection

no code implementations • 21 Feb 2023 • Chuyang Zhou, Jiajun Huang, Daochang Liu, Chengbin Du, Siqi Ma, Surya Nepal, Chang Xu

More specifically, knowledge distillation on both the spatial and frequency branches has degraded performance than distillation only on the spatial branch.

Knowledge Distillation Vocal Bursts Valence Prediction

Anti-Compression Contrastive Facial Forgery Detection

no code implementations • 13 Feb 2023 • Jiajun Huang, Xinqi Zhu, Chengbin Du, Siqi Ma, Surya Nepal, Chang Xu

To enhance the performance for such models, we consider the weak compressed and strong compressed data as two views of the original data and they should have similar representation and relationships with other samples.

Contrastive Learning