Speaker Identification on VC1
96.3AccuracyM2D/0.7
Evaluation results
| Method | Links | |
|---|---|---|
| M2D/0.7# Params=86M, Masking ratio=0.7, Fine-tuning=true2024.04 | 96.3 | |
| M2D-AS/0.7# Params=86M, Masking ratio=0.7, Fine-tuning=true2024.04 | 95.6 | |
| M2DNumber of Parameters=86M, Masking ratio=0.6, Target Feeding=all patches, Linear Evaluation=true2024.04 | 76.1 | |
| M2DNumber of Parameters=86M, Masking ratio=0.6, Target Feeding=masked patches, Linear Evaluation=true2024.04 | 75 | |
| MSM-MAENumber of Parameters=86M, Masking ratio=0.75, Linear Evaluation=true2024.04 | 73.6 | |
| M2DNumber of Parameters=86M, Masking ratio=0.7, Target Feeding=masked patches, Linear Evaluation=true2024.04 | 73.4 | |
| M2DNumber of Parameters=86M, Masking ratio=0.7, Target Feeding=all patches, Linear Evaluation=true2024.04 | 72.5 | |
| ATST BaseNumber of Parameters=86M, Linear Evaluation=true2024.04 | 72 | |
| SF NFNet-F0Number of Parameters=63M, Linear Evaluation=true2024.04 | 64.9 | |
| BYOL-ANumber of Parameters=5.3M, Linear Evaluation=true2024.04 | 57.6 | |
| DeLoRes-MNumber of Parameters=5.3M, Linear Evaluation=true2024.04 | 45.3 | |
| BEATSiter3Number of Parameters=90M, Linear Evaluation=true2024.04 | 41.4 | |
| BEATSiter3+Number of Parameters=90M, Linear Evaluation=true2024.04 | 37 | |
| AST-Fusion#5#12Number of Parameters=86M, Linear Evaluation=true2024.04 | 24.9 | |
| HTS-ATNumber of Parameters=31M, Linear Evaluation=true2024.04 | 18.1 | |
| ASTNumber of Parameters=86M, Linear Evaluation=true2024.04 | 16.5 | |
| ATST-FrameAudio enc. fine-tuning on AudioSet=false2025.03 | 0.774 | |
| M2DAudio enc. fine-tuning on AudioSet=false2025.03 | 0.734 | |
| ATST-ClipAudio enc. fine-tuning on AudioSet=false2025.03 | 0.72 | |
| M2D-CLAP stage1 2024Audio enc. fine-tuning on AudioSet=false2025.03 | 0.703 | |
| M2D-CLAP stage1 2025Audio enc. fine-tuning on AudioSet=false2025.03 | 0.686 | |
| M2D-CLAP2025Audio enc. fine-tuning on AudioSet=true2025.03 | 0.563 | |
| M2DASAudio enc. fine-tuning on AudioSet=true2025.03 | 0.527 | |
| BEATsiter3Audio enc. fine-tuning on AudioSet=false2025.03 | 0.414 | |
| BEATsiter3+Audio enc. fine-tuning on AudioSet=true2025.03 | 0.37 | |
| CEDAudio enc. fine-tuning on AudioSet=false2025.03 | 0.352 | |
| CLAP2023Audio enc. fine-tuning on AudioSet=true2025.03 | 0.211 | |
| HTS-ATAudio enc. fine-tuning on AudioSet=true2025.03 | 0.181 | |
| WavCapsAudio enc. fine-tuning on AudioSet=true2025.03 | 0.169 | |
| ASTAudio enc. fine-tuning on AudioSet=true2025.03 | 0.165 | |
| LAION-CLAPAudio enc. fine-tuning on AudioSet=true2025.03 | 0.134 | |
| CLAP2022Audio enc. fine-tuning on AudioSet=true2025.03 | 0.089 | |
| PANNs CNN14Audio enc. fine-tuning on AudioSet=true2025.03 | 0.078 |