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Benchmark for Kitchen20, a Daily Life Dataset for Audio-based Human Action Recognition

Moreaux, Marc and Garcia-Ortiz, Michael and Ferrané, Isabelle and Lerasle, Frédéric Benchmark for Kitchen20, a Daily Life Dataset for Audio-based Human Action Recognition. (2019) In: International Workshop on Content-Based Multimedia Indexing (CBMI 2019), 4 September 2019 - 6 September 2019 (Dublin, Ireland).

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Official URL: https://doi.org/10.1109/CBMI.2019.8877429

Abstract

This paper introduces a new raw-audio, environmental, kitchen-related, non-vocal dataset to fill what we consider as a gap in the context of audio datasets. Our so-called Kitchen20 dataset is compared to other datasets such as ESC-50 and shown that both datasets can be merged together in what we call ESC-70. A human quantitative appreciation of the audio samples contained in Kitchen20 is provided as well as several machine learning benchmarks on both Kitchen20 and ESC-70.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to IEEE editor. The definitive version is available at http://ieeexplore.ieee.org This papers appears in Proceedings of CBMI 2019. The original PDF of the article can be found at: https://ieeexplore.ieee.org/document/8877429 Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
HAL Id:hal-02901596
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
Other partners > Softbank Robotics Europe (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Laboratory name:
Funders:
SoftBank Robotics Europe, LAAS, IRIT, and ANRT - ANRT : Association Nationale de la Recherche et de la Technologie (France) - LAAS CNRS : Laboratoire d'Analyse et d'Architecture des Systèmes (France) - IRIT: Institut de Recherche en Informatique de Toulouse (France)
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Deposited On:08 Jul 2020 08:04

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