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Sanjeel Parekh

3 accepted papers

2025

Learning to Highlight Audio by Watching Movies

CVPR 2025poster

Recent years have seen a significant increase in video content creation and consumption. Crafting engaging content requires the careful curation of both visual and audio elements. While visual cue curation, through techniques like optimal viewpoint selection or post-editing, has been central to medi…

Cited by 0SourcePDFScholar
2022

Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF

NeurIPS 2022accept

This paper tackles post-hoc interpretability for audio processing networks. Our goal is to interpret decisions of a trained network in terms of high-level audio objects that are also listenable for the end-user. To this end, we propose a novel interpreter design that incorporates non-negative matrix…

2017

Motion informed audio source separation

ICASSP 2017accepted

In this paper we tackle the problem of single channel audio source separation driven by descriptors of the sounding object's motion. As opposed to previous approaches, motion is included as a soft-coupling constraint within the nonnegative matrix factorization framework. The proposed method is appli…

Cited by 0SourceScholar