36 citations · 85 across the 13 of their papers we have counts for
4 papers · 1 filter
Retrieving Individual Stems from Music Mixtures with Slot Embeddings
David Braun, Junyi Fan, Pranay Manocha +2
Music producers search libraries of isolated instrument recordings, called stems, for sounds resembling parts of an existing song. Neural retrieval systems address this by mapping…
Quieter Than the Room: Representation Drift and Task Robustness in Speech Encoders
Vsevolod Kovalev, Pranay Manocha
Non-speech interference can change a speech representation without causing comparable task loss. We test eight frozen encoders on four tasks, adding non-speech sounds throughout re…
HEAR: Holistic Evaluation of Audio Representations
Joseph Turian, Jordie Shier, Humair Raj Khan +20
What audio embedding approach generalizes best to a wide range of downstream tasks across a variety of everyday domains without fine-tuning? The aim of the HEAR benchmark is to dev…
Content-based Representations of audio using Siamese neural networks
Pranay Manocha, Rohan Badlani, Anurag Kumar +3
In this paper, we focus on the problem of content-based retrieval for audio, which aims to retrieve all semantically similar audio recordings for a given audio clip query. This pro…