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Benchmarks
Audio Classification on AudioSet-20K (test)
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37.4
mAP
ATST Base
13.896
19.998
26.1
32.202
Oct 19, 2021
Jan 26, 2022
May 5, 2022
Aug 13, 2022
Nov 20, 2022
Feb 27, 2023
Jun 7, 2023
mAP
Updated 3d ago
Evaluation Results
Method
Method
Links
mAP
ATST Base
Protocol=Fine-tuning,...
2022.04
37.4
AST-IM + KD
Pretraining=ImageNet +...
2021.10
34.7
ATST-Clip
Protocol=Linear evalua...
2023.06
33.8
ATST-Frame
Protocol=Linear evalua...
2023.06
33
ATST Small
Protocol=Fine-tuning,...
2022.04
31.5
SSAST 400
Masked Patches=400, Pr...
2021.10
31
SSAST-PATCH
Protocol=Fine-tuning,...
2022.04
31
Small-SSAST
Protocol=Fine-tuning,...
2022.04
30.8
SSAST 250
Masked Patches=250, Pr...
2021.10
30.4
SSAST-FRAME
Protocol=Fine-tuning,...
2022.04
29.2
AST-AudioSet
Pretraining=Supervised...
2021.10
28.6
Conformer
Protocol=Fine-tuning,...
2022.04
27.6
AST-Scratch
Training=From scratch
2021.10
14.8
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