Audio Understanding Robustness on MMAU Sound (SNR=-10dB) benchmark leaderboard · SOTA2 Research

Audio Understanding Robustness on MMAU Sound (SNR=-10dB)

66.83AccuracyEchoDistill

Evaluation Results

Method	Links
EchoDistill2026.05		66.83	72.83	75.33
STFT2026.05		63.75	70.33	69.91
EchoDistill2026.05		63.67	71.75	80.08
Initial2026.05		63.5	—	70.42
DFL2026.05		63.5	71.5	74.58
WT2026.05		63.33	69	70.5
EchoDistill2026.05		62.96	75.36	76.14
EchoDistill2026.05		62.18	77.14	80.42
Initial2026.05		61.92	—	77.76
EchoDistill2026.05		61.79	79.07	81.37
SEEN2026.05		61.56	77.2	78.04
DFL2026.05		61.55	78.72	80.31
SEEN2026.05		61.03	78.58	78.79
Initial2026.05		60.94	—	79.18
STFT2026.05		60.93	77.11	77.78
WT2026.05		60.86	75.27	77.66
STFT2026.05		60.75	67.75	68.25
DFL2026.05		60.51	78.93	80.73
STFT2026.05		60.37	78.47	80.01
SEEN2026.05		59.83	67.25	77.16
DFL2026.05		59.75	64.66	67.41
EchoDistill2026.05		59.57	73.65	80.32
STFT2026.05		59.53	72.24	72.46
STFT2026.05		59.53	71.99	72.54
Initial2026.05		59.36	—	72.75
SEEN2026.05		59.34	71.82	71.6
SEEN2026.05		59.33	66.25	66.42
Initial2026.05		59.32	—	71.35
WT2026.05		58.58	76.18	78.01
DFL2026.05		58.26	70.02	71.35
Initial2026.05		58.17	—	65.5
DFL2026.05		58.14	70.65	71.71
WT2026.05		56.66	61.58	63.41
WT2026.05		56.4	66.48	68.03
WT2026.05		56.34	67.38	69.11
SEEN2026.05		56.06	68.21	74.91