Papers › ODAQ: Open Dataset of Audio Quality - Benchmark on GitHub

ODAQ: Open Dataset of Audio Quality - Benchmark on GitHub

13 Sep 2024Github 2024 9archive 2025-07-28

M. Torcoli, C.-W. Wu, S. Dick, P. A. Williams, M. M. Halimeh, W., Wolcott, E. A. P. Habets

ODAQ is a dataset addressing the scarcity of openly available collections of audio signals accompanied by corresponding subjective scores of perceived quality. ODAQ contains 240 audio samples accompanied by corresponding quality scores obtained via MUSHRA listening tests. The quality-rated audio samples are processed versions of the original audio material (also made available). The original audio material consists of: stereo audio with 44.1 or 48 kHz sampling frequency; 14 music excerpts (8 of which are solo recordings); 11 excerpts from movie-like soundtracks with dialogues mixed with music and effects (separate stems and transcripts are also provided). Here, the dataset is used for benchmarking objective measures of audio quality.

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Tasks

Audio Quality AssessmentBenchmarking

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
Audio Quality Assessment ODAQ: Open Dataset of Audio Quality NMR Pearson correlation coefficient (PCC) 0.89 #1 of 9 Archive leaderboard report
Audio Quality Assessment ODAQ: Open Dataset of Audio Quality PEAQ-CSM Pearson correlation coefficient (PCC) 0.89 #2 of 9 Archive leaderboard report
Audio Quality Assessment ODAQ: Open Dataset of Audio Quality 2f-model Pearson correlation coefficient (PCC) 0.87 #3 of 9 Archive leaderboard report
Audio Quality Assessment ODAQ: Open Dataset of Audio Quality PEAQ (ODG) Pearson correlation coefficient (PCC) 0.87 #4 of 9 Archive leaderboard report
Audio Quality Assessment ODAQ: Open Dataset of Audio Quality ViSQOLAudioV3 Pearson correlation coefficient (PCC) 0.77 #5 of 9 Archive leaderboard report
Audio Quality Assessment ODAQ: Open Dataset of Audio Quality SMAQ Pearson correlation coefficient (PCC) 0.77 #6 of 9 Archive leaderboard report
Audio Quality Assessment ODAQ: Open Dataset of Audio Quality PESQ Pearson correlation coefficient (PCC) 0.74 #7 of 9 Archive leaderboard report
Audio Quality Assessment ODAQ: Open Dataset of Audio Quality SI-SDR Pearson correlation coefficient (PCC) 0.44 #8 of 9 Archive leaderboard report
Audio Quality Assessment ODAQ: Open Dataset of Audio Quality DNSMOS (OVRL) Pearson correlation coefficient (PCC) 0.38 #9 of 9 Archive leaderboard report

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