Keyword Spotting on Speech Commands V2
98.8AccuracyASIT
Evaluation results
| Method | Links | |
|---|---|---|
| ASIT# Param=85M, Pre-training data=AS2023.06 | 98.8 | |
| SupMAM-CLAPFine-tuning=true2024.06 | 98.7 | |
| M2DEvaluation protocol=Fine-tuning, Masking ratio=0.62022.10 | 98.5 | |
| M2DEvaluation protocol=Fine-tuning, Masking ratio=0.72022.10 | 98.5 | |
| M2D# Param=86M, Pre-training data=AS2023.06 | 98.5 | |
| M2DFine-tuning=true, masking ratio=0.62024.06 | 98.5 | |
| MSM-MAEEvaluation protocol=Fine-tuning2022.10 | 98.4 | |
| MSM-MAE# Param=86M, Pre-training data=AS2023.06 | 98.4 | |
| ATST-C2F# Param=86M, Pre-training data=AS, knowledge distillation=true2023.06 | 98.4 | |
| ATST-C2FFine-tuning=true2024.06 | 98.4 | |
| MSM-MAEFine-tuning=true, masking ratio=0.752024.06 | 98.4 | |
| M2DFine-tuning=true, masking ratio=0.72024.06 | 98.4 | |
| Audio-MAE (global)Backbone=ViT-B, PT-Data=AS2022.07 | 98.3 | |
| Audio-MAE (local)Backbone=ViT-B, PT-Data=AS2022.07 | 98.3 | |
| Audio-MAE (local)Evaluation protocol=Fine-tuning2022.10 | 98.3 | |
| Audio-MAE (local)# Param=86M, Pre-training data=AS2023.06 | 98.3 | |
| BEATSiter3# Param=90M, Pre-training data=AS2023.06 | 98.3 | |
| BEATs iter3Fine-tuning=true2024.06 | 98.3 | |
| M2D-CLAPFine-tuning=true, masking ratio=0.72024.06 | 98.3 | |
| EAT# Params=88M, Data=AS-2M, Source=Reported, Evaluation Protocol=Fine-tuning (FT)2026.02 | 98.3 | |
| SSAST 250/400Evaluation protocol=Fine-tuning2022.10 | 98.2 | |
| EAT-S/MEvaluation protocol=Fine-tuning2022.10 | 98.15 | |
| BAT# Params=91M, Data=AS-2M, Source=Our tuning/probing, Evaluation Protocol=Fine-tuning (FT)2026.02 | 98.13 | |
| AST (Single), AST-P/SEvaluation protocol=Fine-tuning2022.10 | 98.11 | |
| ASTBackbone=DeiT-B, PT-Data=IN2022.07 | 98.1 | |
| AST# Param=86M, Pre-training data=AS2023.06 | 98.1 | |
| SSAST-FRAME# Param=89M, Pre-training data=AS+LS2023.06 | 98.1 | |
| BEATSiter3+# Param=90M, Pre-training data=AS, knowledge distillation=true2023.06 | 98.1 | |
| ATST-Frame# Param=86M, Pre-training data=AS2023.06 | 98.1 | |
| ATST-F2C# Param=86M, Pre-training data=AS, knowledge distillation=true2023.06 | 98.1 | |
| BEATs iter3+Fine-tuning=true2024.06 | 98.1 | |
| ATST-FrameFine-tuning=true2024.06 | 98.1 | |
| SSLAM# Params=88M, Data=AS-2M, Source=Reported, Evaluation Protocol=Fine-tuning (FT)2026.02 | 98.1 | |
| SS-ASTBackbone=ViT-B, PT-Data=AS+LS2022.07 | 98 | |
| HTS-ATBackbone=Swin-B, PT-Data=IN2022.07 | 98 | |
| MAE-AST Patch/FrameEvaluation protocol=Fine-tuning2022.10 | 98 | |
| ATST BaseEvaluation protocol=Fine-tuning2022.10 | 98 | |
| HTS-ATEvaluation protocol=Fine-tuning2022.10 | 98 | |
| HTS-AT# Param=31M, Pre-training data=AS2023.06 | 98 | |
| SSAST-PATCH# Param=89M, Pre-training data=AS+LS2023.06 | 98 | |
| MAE-AST-FRAME# Param=86M, Pre-training data=AS+LS2023.06 | 98 | |
| ATST-Clip# Param=86M, Pre-training data=AS2023.06 | 98 | |
| ATST-ClipFine-tuning=true2024.06 | 98 | |
| HTS-ATFine-tuning=true2024.06 | 98 | |
| MAE-ASTBackbone=ViT-B, PT-Data=AS+LS2022.07 | 97.9 | |
| MAE-AST-PATCH# Param=86M, Pre-training data=AS+LS2023.06 | 97.9 | |
| EAT# Params=88M, Data=AS-2M, Source=Our tuning/probing, Evaluation Protocol=Fine-tuning (FT)2026.02 | 97.88 | |
| SSLAM# Params=88M, Data=AS-2M, Source=Our tuning/probing, Evaluation Protocol=Fine-tuning (FT)2026.02 | 97.87 | |
| MaskSpecBackbone=ViT-B, PT-Data=AS2022.07 | 97.7 | |
| MaskSpecEvaluation protocol=Fine-tuning2022.10 | 97.7 | |
| MaskSpec# Param=86M, Pre-training data=AS2023.06 | 97.6 | |
| BAT# Params=91M, Data=AS-2M, Source=Our tuning/probing, Evaluation Protocol=Convex Gated Probing (CGP)2026.02 | 97.13 | |
| CLAP2022Fine-tuning=true2024.06 | 96.8 | |
| PSLABackbone=EffNet, PT-Data=IN2022.07 | 96.3 | |
| DeLoRes-MEvaluation protocol=Fine-tuning2022.10 | 96 | |
| EAT# Params=88M, Data=AS-2M, Source=Our tuning/probing, Evaluation Protocol=Convex Gated Probing (CGP)2026.02 | 95.57 | |
| SSLAM# Params=88M, Data=AS-2M, Source=Our tuning/probing, Evaluation Protocol=Convex Gated Probing (CGP)2026.02 | 95.53 | |
| BAT# Params=91M, Data=AS-2M, Source=Our tuning/probing, Evaluation Protocol=Linear Probing (LP)2026.02 | 72.83 | |
| EAT# Params=88M, Data=AS-2M, Source=Our tuning/probing, Evaluation Protocol=Linear Probing (LP)2026.02 | 72.68 | |
| PANNBackbone=CNN, PT-Data=None2022.07 | 61.8 | |
| SSLAM# Params=88M, Data=AS-2M, Source=Our tuning/probing, Evaluation Protocol=Linear Probing (LP)2026.02 | 53.51 |