arXivDaily arXiv每日学术速递 周一至周五更新
arXiv周末暂无论文更新,休息一下吧,周末愉快~~
arXiv 2402.14982cs.SDcs.LGeess.ASq-bio.NC
收藏

人类大脑聆听真假音频时呈现不同模式:初步证据

Human Brain Exhibits Distinct Patterns When Listening to Fake Versus Real Audio: Preliminary Evidence

Monash University(莫纳什大学)

Mahsa Salehi, Kalin Stefanov, Ehsan Shareghi

AI总结:

该研究对比了人脑与现有深度伪造音频检测算法对真假音频的区分能力,发现脑电图测量的人脑活动在真假音频刺激下存在明显差异,而先进检测算法的表征无清晰区分模式,为相关检测研究提供了新方向。

摘要:

本文研究了人类聆听真实与伪造音频时的大脑活动差异。初步结果显示,当前最先进的deepfake音频检测算法所学习到的表征,在真假音频之间未呈现出清晰的区分模式。相比之下,通过EEG(脑电图)测量的人类大脑活动,在受试者接触伪造音频与真实音频时表现出不同模式。这一初步证据为deepfake音频检测等领域的未来研究指明了方向。

英文摘要:

In this paper we study the variations in human brain activity when listening to real and fake audio. Our preliminary results suggest that the representations learned by a state-of-the-art deepfake audio detection algorithm, do not exhibit clear distinct patterns between real and fake audio. In contrast, human brain activity, as measured by EEG, displays distinct patterns when individuals are exposed to fake versus real audio. This preliminary evidence enables future research directions in areas such as deepfake audio detection.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑