الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Audio Tagging On Audioset

المقاييس

mean average precision

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	mean average precision	Paper Title	Repository
PSLA	0.474	PSLA: Improving Audio Tagging with Pretraining, Sampling, Labeling, and Aggregation
Audio Spectrogram Transformer	0.485	AST: Audio Spectrogram Transformer
DyMN-L (Audio-Only, Single)	0.490	Dynamic Convolutional Neural Networks as Efficient Pre-trained Audio Models
PaSST	0.496	Efficient Training of Audio Transformers with Patchout
mn40_as (Single)	0.483	Efficient Large-scale Audio Tagging via Transformer-to-CNN Knowledge Distillation
CAV-MAE (Audio-Visual)	0.512	Contrastive Audio-Visual Masked Autoencoder
CNN14	0.431	PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition
ERANN-1-6	0.450	ERANNs: Efficient Residual Audio Neural Networks for Audio Pattern Recognition	-
mn40_as (Ensemble)	0.498	Efficient Large-scale Audio Tagging via Transformer-to-CNN Knowledge Distillation
CAV-MAE (Audio-Only)	0.466	Contrastive Audio-Visual Masked Autoencoder
ST-SED	0.467	Zero-shot Audio Source Separation through Query-based Learning from Weakly-labeled Data

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