Singing Assessment on Sing-MD
82.4Breath ControlVocalVerse
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VocalVersesystem=hybrid system2025.12 | 82.4 | 79.5 | 76.7 | 82.9 | |
| Chen2025-AdaptedModel Type=Standard Baseline Model2025.12 | 72.3 | 69.3 | 67.1 | 74.9 | |
| Ju2024-AdaptedModel Type=Standard Baseline Model2025.12 | 70.4 | 68 | 65.8 | 73.4 | |
| Sun2023-AdaptedModel Type=Standard Baseline Model2025.12 | 68.3 | 71.8 | 68.8 | 70.2 | |
| WeSpeaker+MLPModel Type=Standard Baseline Model2025.12 | 58.9 | 63.1 | 61.5 | 56.6 | |
| A2: LoRA + MLPModel Type=Clip-based MLLM Baseline2025.12 | 54.5 | 56.1 | 57.7 | 53.4 | |
| A3: Frozen LLM + MLPModel Type=Clip-based MLLM Baseline2025.12 | 52.4 | 54.1 | 55.7 | 51.1 | |
| A1: Direct GenerationModel Type=Clip-based MLLM Baseline2025.12 | 47.8 | 50.2 | 52.2 | 46.5 |