OpenACE: An Open Benchmark for Evaluating Audio Coding Performance

Audio and speech coding lack unified evaluation and open-source testing. Many candidate systems were evaluated on proprietary, non-reproducible, or small data, and machine learning-based codecs are often tested on datasets with similar distributions as trained on, which is unfairly compared to digital signal processing-based codecs that usually work well with unseen data. This paper presents a full-band audio and speech coding quality benchmark with more variable content types, including traditional open test vectors. An example use case of audio coding quality assessment is presented with open-source Opus, 3GPP’s EVS, and recent ETSI’s LC3 with LC3+ used in Bluetooth LE Audio profiles. Besides, quality variations of emotional speech encoding at 16 kbps are shown. The proposed open-source benchmark contributes to audio and speech coding democratization and is available at https://github.com/JozefColdenhoff/OpenACE.

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Published
2025-03-12
DOI
https://doi.org/10.1109/icassp49660.2025.10889159
Primary Topic
Music and Audio Processing
Type
article
Field-Weighted Citation Impact
0.00
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article

OpenACE: An Open Benchmark for Evaluating Audio Coding Performance

Miloš Cerňak, Jozef Coldenhoff, Niclas Granqvist
Music and Audio Processing
article

OpenACE: An Open Benchmark for Evaluating Audio Coding Performance

Miloš Cerňak, Jozef Coldenhoff, Niclas Granqvist
article en

Abstract

Audio and speech coding lack unified evaluation and open-source testing. Many candidate systems were evaluated on proprietary, non-reproducible, or small data, and machine learning-based codecs are often tested on datasets with similar distributions as trained on, which is unfairly compared to digital signal processing-based codecs that usually work well with unseen data. This paper presents a full-band audio and speech coding quality benchmark with more variable content types, including traditional open test vectors. An example use case of audio coding quality assessment is presented with open-source Opus, 3GPP’s EVS, and recent ETSI’s LC3 with LC3+ used in Bluetooth LE Audio profiles. Besides, quality variations of emotional speech encoding at 16 kbps are shown. The proposed open-source benchmark contributes to audio and speech coding democratization and is available at https://github.com/JozefColdenhoff/OpenACE.

Logitech (Switzerland) (CH)
Openalex Percentile: Top 95%
Music and Audio Processing
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OpenACE: An Open Benchmark for Evaluating Audio Coding Performance — Miloš Cerňak, Jozef Coldenhoff, et al. · (2025) | TGRS Research Map | TGRS