In our day-to-day life, observation of human and social actions are highly important for public
protection and security. Additionally, identifying suspicious activity is also essential in critical …

Deepfake techniques can forge the visual or audio signals in the video, which leads to
inconsistencies between visual and audio (VA) signals. Therefore, multimodal detection …

We focus on the music generation conditional on human emotions, specifically the positive
and negative emotions. There is no existing large-scale music datasets with the annotation …

Spoofing attacks posed by generating artificial speech can severely degrade the
performance of a speaker verification system. Recently, many anti-spoofing …

With the rapid development of artificial intelligence (AI), music generation has gained
widespread attention. Long short-term memory (LSTM) has advantages in handling time …

Creating variations of sound effects for video games is a time-consuming task that grows
with the size and complexity of the games themselves. The process usually comprises …

Abstract Automatic Speaker Verification (ASV) systems have been widely applied for
speaker authentication for biometric security especially in e-business scenarios. However …

Vision-to-audio (V2A) synthesis has broad applications in multimedia. Recent
advancements of V2A methods have made it possible to generate relevant audios from …

Immune checkpoint blockade (ICB) therapy has improved treatment options in various
cancer malignancies and holds promise for increasing the overall survival of treated …

This article presents a review of typical techniques used in three distinct aspects of deep
learning model development for audio generation. In the first part of the article, we provide …