no code implementations • 3 Feb 2024 • Yaning Zhang, Zitong Yu, Xiaobin Huang, Linlin Shen, Jianfeng Ren
In this paper, we propose a large-scale, diverse, and fine-grained high-fidelity dataset, namely GenFace, to facilitate the advancement of deepfake detection, which contains a large number of forgery faces generated by advanced generators such as the diffusion-based model and more detailed labels about the manipulation approaches and adopted generators.
1 code implementation • 16 Dec 2023 • Xiaobin Huang, Lei Song, Ke Xue, Chao Qian
Considering that the estimated PDF may have high estimation error when the true distribution is complicated, we further propose the second algorithm that optimizes the distributionally robust objective.
1 code implementation • 25 Sep 2023 • Zebin Ma, Yonglin Zou, Xiaobin Huang, Wenjin Yan, Hao Xu, Jiexin Yang, Ying Zhang, Jinqi Huang
Comparative experiments show that pLMFPPred outperforms current methods for predicting functional peptides. The experimental results suggest that the proposed method (pLMFPPred) can provide better performance in terms of Accuracy, Area under the curve - Receiver Operating Characteristics, and F1-Score than existing methods.
1 code implementation • 4 Oct 2022 • Lei Song, Ke Xue, Xiaobin Huang, Chao Qian
Bayesian optimization (BO) is a class of popular methods for expensive black-box optimization, and has been widely applied to many scenarios.