Audio Tagging on AudioSet

11개 결과 · ⬇ CSV · JSON

mean average precision

Rank	Model	mean average precision	Extra Training Data	Paper	Code	Year
1	CAV-MAE (Audio-Visual)	0.512	✓	Contrastive Audio-Visual Masked Autoencoder	yuangongnd/cav-mae	2022
2	mn40_as (Ensemble)	0.498	✓	Efficient Large-scale Audio Tagging via Transformer-to-CNN Knowledge Distillation	fschmid56/efficientat · fschmid56/efficientat_hear	2022
3	PaSST	0.496	✓	Efficient Training of Audio Transformers with Patchout	kkoutini/passt · kkoutini/passt_hear21	2021
4	DyMN-L (Audio-Only, Single)	0.490	✓	Dynamic Convolutional Neural Networks as Efficient Pre-trained Audio Models	fschmid56/efficientat	2023
5	Audio Spectrogram Transformer	0.485	✓	AST: Audio Spectrogram Transformer	YuanGongND/ast · nttcslab/composing-general-audio-repr · pxaris/ccml · +2	2021
6	mn40_as (Single)	0.483	✓	Efficient Large-scale Audio Tagging via Transformer-to-CNN Knowledge Distillation	fschmid56/efficientat · fschmid56/efficientat_hear	2022
7	PSLA	0.474	✓	PSLA: Improving Audio Tagging with Pretraining, Sampling, Labeling, and Aggregation	YuanGongND/psla	2021
8	ST-SED	0.467	✓	Zero-shot Audio Source Separation through Query-based Learning from Weakly-labeled Data	RetroCirce/Zero_Shot_Audio_Source_Separation	2021
9	CAV-MAE (Audio-Only)	0.466	✓	Contrastive Audio-Visual Masked Autoencoder	yuangongnd/cav-mae	2022
10	ERANN-1-6	0.450		ERANNs: Efficient Residual Audio Neural Networks for Audio Pattern Recognition		2021
11	CNN14	0.431		PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition	PaddlePaddle/PaddleSpeech · qiuqiangkong/audioset_tagging_cnn · google-research/leaf-audio · +5	2020