[HTML][HTML] Video and audio deepfake datasets and open issues in deepfake technology: being ahead of the curve

Z Akhtar, TL Pendyala, VS Athmakuri - Forensic Sciences, 2024 - mdpi.com
The revolutionary breakthroughs in Machine Learning (ML) and Artificial Intelligence (AI) are
extensively being harnessed across a diverse range of domains, eg, forensic science …

Reverse engineering of a recording mix with differentiable digital signal processing

JT Colonel, J Reiss - The Journal of the Acoustical Society of America, 2021 - pubs.aip.org
A method to retrieve the parameters used to create a multitrack mix using only raw tracks
and the stereo mixdown is presented. This method is able to model linear time-invariant …

Distortion audio effects: Learning how to recover the clean signal

J Imort, G Fabbro, MAM Ramírez, S Uhlich… - arXiv preprint arXiv …, 2022 - arxiv.org
Given the recent advances in music source separation and automatic mixing, removing
audio effects in music tracks is a meaningful step toward developing an automated remixing …

LightSAFT: Lightweight Latent Source Aware Frequency Transform for Source Separation

YS Jeong, J Kim, W Choi, J Chung, S Jung - arXiv preprint arXiv …, 2021 - arxiv.org
Conditioned source separations have attracted significant attention because of their
flexibility, applicability and extensionality. Their performance was usually inferior to the …

Conditioned Source Separation by Attentively Aggregating Frequency Transformations With Self-Conditioning

W Choi, YS Jeong, J Kim, J Chung, S Jung… - Journal of the Audio …, 2022 - aes.org
Label-conditioned source separation extracts the target source, specified by an input
symbol, from an input mixture track. A recently proposed label-conditioned source …

AutoSFX: Automatic Sound Effect Generation for Videos

Y Wang, Z Wang, H Huang - ACM Multimedia 2024 - openreview.net
Sound Effect (SFX) generation, primarily aims to automatically produce sound waves for
sounding visual objects in images or videos. Rather than learning an automatic solution to …

Score-Informed and Hierarchical Methods for Computational Musical Scene Analysis

E Manilow - 2022 - search.proquest.com
Imagine sitting in a room listening to some friends play a song. Perhaps one friend is playing
guitar, another playing bass, and a third is playing drums. The musical content in this scene …

[PDF][PDF] LightSAFT: Lightweight Latent Source Aware Source Frequency Transform for Source Separation

YS Jeong, J Kim, W Choi, J Chung, S Jung - mdx-workshop.github.io
Conditioned source separations have attracted significant attention because of their
flexibility, applicability and extensionality. Their performance was usually inferior to the …