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Olga Slizovskaia

3 accepted papers

2022

Locate This, Not that: Class-Conditioned Sound Event DOA Estimation

ICASSP 2022accepted

Existing systems for sound event localization and detection (SELD) typically operate by estimating a source location for all classes at every time instant. In this paper, we propose an alternative class-conditioned SELD model for situations where we may not be interested in localizing all classes al…

Cited by 0SourceScholar
2020

Input Complexity and Out-of-distribution Detection with Likelihood-based Generative Models

ICLR 2020poster

Likelihood-based generative models are a promising resource to detect out-of-distribution (OOD) inputs which could compromise the robustness or reliability of a machine learning system. However, likelihoods derived from such models have been shown to be problematic for detecting certain types of inp…

Cited by 315SourceScholar
2019

End-to-end Sound Source Separation Conditioned on Instrument Labels

ICASSP 2019accepted

Can we perform an end-to-end music source separation with a variable number of sources using a deep learning model? This paper presents an extension of the Wave-U-Net [1] model which allows end-to-end monaural source separation with a non-fixed number of sources. Furthermore, we propose multiplicati…

Cited by 0SourceScholar