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Papers Benchmarks Datasets Tasks

Acoustic Scene Classification research benchmarks · SOTA2 Research

Acoustic Scene Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

TUT Acoustic Scenes

67.54Accuracy

35

Mar 25, 2026

48.9Mi-F1 Score

21

Mar 6, 2026

Deshmukh et al., 2023

91.6ACC

17

Mar 31, 2026

83.14Accuracy

15

Jun 16, 2026

UAS DCASE Task 1A 2018 (test)

78.1Accuracy

15

Feb 26, 2026

DCASE task 1a 2020 (dev)

81.9Overall Accuracy

13

Feb 26, 2026

TAU Urban Acoustic Scenes Mobile 2020 (test)

76.6Accuracy

11

Feb 26, 2026

Large Transformer with multi-scale filters

54.1mAP

8

Feb 26, 2026

TAU Urban Acoustic Scenes Mobile 2019 (test)

73.4Accuracy (Device A)

8

Feb 26, 2026

TAU-UAS Mobile 2022 (25% split)

Ensemble-Guided Distillation

59.9Accuracy

5

Feb 26, 2026

TAU Urban Acoustic Scenes Mobile 2022 (dev)

Ensemble-Guided Distillation (Ours)

60.6Accuracy

5

Feb 26, 2026

Acoustic scenes (test)

94Accuracy

5

Feb 26, 2026

Popular datasets

TAU Urban Acoustic Scenes DCASE TUT Acoustic scenes FSD50K

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