Audio Classification on FSD50K

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mAP

Rank	Model	mAP	Mean AP	Extra Training Data	Paper	Code	Year
1	ONE-PEACE	69.7	–	✓	ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities	modelscope/modelscope · OFA-Sys/ONE-PEACE	2023
2	MN	65.6	–	✓	Dynamic Convolutional Neural Networks as Efficient Pre-trained Audio Models	fschmid56/efficientat	2023
3	PaSST-S	65.55	–	✓	Efficient Training of Audio Transformers with Patchout	kkoutini/passt · kkoutini/passt_hear21	2021
4	DyMN-L	65.5	–	✓	Dynamic Convolutional Neural Networks as Efficient Pre-trained Audio Models	fschmid56/efficientat	2023
5	PaSST-N-S	64.2	–	✓	Efficient Training of Audio Transformers with Patchout	kkoutini/passt · kkoutini/passt_hear21	2021
6	PSLA	56.71	–	✓	PSLA: Improving Audio Tagging with Pretraining, Sampling, Labeling, and Aggregation	YuanGongND/psla	2021
7	MATPAC (SSL Model)	55.2	–		Masked Latent Prediction and Classification for Self-Supervised Audio Representation Learning	aurianworld/matpac	2025
8	Temporal Knowledge Distillation for On-device Audio Classification	54.8	–		Temporal Knowledge Distillation for On-device Audio Classification		2021
9	Large 6-Layer Transformer with Pooling	53.7	–		Audio Transformers		2021
10	LHGNN	–	59		LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging		2025
11	ONE-PEACE	69.7	–	✓	ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities	modelscope/modelscope · OFA-Sys/ONE-PEACE	2023
12	MN	65.6	–	✓	Dynamic Convolutional Neural Networks as Efficient Pre-trained Audio Models	fschmid56/efficientat	2023
13	PaSST-S	65.55	–	✓	Efficient Training of Audio Transformers with Patchout	kkoutini/passt · kkoutini/passt_hear21	2021
14	DyMN-L	65.5	–	✓	Dynamic Convolutional Neural Networks as Efficient Pre-trained Audio Models	fschmid56/efficientat	2023
15	PaSST-N-S	64.2	–	✓	Efficient Training of Audio Transformers with Patchout	kkoutini/passt · kkoutini/passt_hear21	2021
16	PSLA	56.71	–	✓	PSLA: Improving Audio Tagging with Pretraining, Sampling, Labeling, and Aggregation	YuanGongND/psla	2021
17	MATPAC (SSL Model)	55.2	–		Masked Latent Prediction and Classification for Self-Supervised Audio Representation Learning	aurianworld/matpac	2025
18	Temporal Knowledge Distillation for On-device Audio Classification	54.8	–		Temporal Knowledge Distillation for On-device Audio Classification		2021
19	Large 6-Layer Transformer with Pooling	53.7	–		Audio Transformers		2021
20	LHGNN	–	59		LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging		2025