Audio Classification on VocalSound
91.6AccuracyF3-Tokenizer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| F3-TokenizerProbing=Frozen representation2026.06 | 91.6 | — | — | — | |
| Ming-UProbing=Frozen representation2026.06 | 88.59 | — | — | — | |
| w/o LLMProbing=Frozen representation2026.06 | 86.2 | — | — | — | |
| WhisperProbing=Frozen representation2026.06 | 86 | — | — | — | |
| w/o RQProbing=Frozen representation2026.06 | 80.3 | — | — | — | |
| SAM-2.7Br=256, Conn.=(c), Ablation=4.2, Experiment=E152025.09 | 72.2 | — | — | — | |
| SAM-2.7Br=256, Conn.=(b), Ablation=4.2, Experiment=E142025.09 | 71 | — | — | — | |
| SAM-2.7Br=256, Conn.=(a), Experiment=E62025.09 | 70.9 | — | — | — | |
| SAM-2.7Br=256, Conn.=(a), Ablation=4.3, Experiment=E182025.09 | 70.9 | — | — | — | |
| SAM-780Mr=256, Conn.=(b), Ablation=4.2, Experiment=E122025.09 | 68 | — | — | — | |
| SAM-2.7Br=256, Conn.=(a), Ablation=4.1, Experiment=E92025.09 | 67.3 | — | — | — | |
| SAM-130Mr=256, Conn.=(a), Ablation=4.3, Experiment=E162025.09 | 65.8 | — | — | — | |
| SAM-130Mr=256, Conn.=(b), Ablation=4.2, Experiment=E102025.09 | 64.1 | — | — | — | |
| SAM-780Mr=256, Conn.=(c), Ablation=4.2, Experiment=E132025.09 | 64.1 | — | — | — | |
| SAM-130Mr=256, Conn.=(c), Ablation=4.2, Experiment=E112025.09 | 63.6 | — | — | — | |
| SAM-2.7Br=8, Conn.=(a), Experiment=E32025.09 | 63.2 | — | — | — | |
| SAM-780Mr=256, Conn.=(a), Ablation=4.3, Experiment=E172025.09 | 62.5 | — | — | — | |
| SAM-780Mr=256, Conn.=(a), Ablation=4.1, Experiment=E82025.09 | 62.1 | — | — | — | |
| SAM-780Mr=256, Conn.=(a), Experiment=E52025.09 | 61.9 | — | — | — | |
| ssLALM-2.8Br=8, Conn.=Linear2025.09 | 61.2 | — | — | — | |
| SAM-130Mr=256, Conn.=(a), Experiment=E42025.09 | 59.8 | — | — | — | |
| SAM-780Mr=8, Conn.=(a), Experiment=E22025.09 | 56.3 | — | — | — | |
| SAM-130Mr=8, Conn.=(a), Experiment=E12025.09 | 55.7 | — | — | — | |
| LTU-7Br=8, Conn.=Linear2025.09 | 55.6 | — | — | — | |
| GAMA-7Br=8, Conn.=QFormer2025.09 | 52.4 | — | — | — | |
| SAM-130Mr=256, Conn.=(a), Ablation=4.1, Experiment=E72025.09 | 48.2 | — | — | — | |
| DiDi-Merging2026.05 | 43.02 | — | — | — | |
| FREE-Merging2026.05 | 42.92 | — | — | — | |
| MMER2026.05 | 42.88 | — | — | — | |
| NaiveMC2026.05 | 31.8 | — | — | — | |
| Individuals2026.05 | 27.19 | — | — | — | |
| No repr.Probing=Frozen representation2026.06 | 20.5 | — | — | — | |
| CLIP-Adapter2026.06 | — | 80.48 | 52.75 | 63.49 | |
| CoCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | — | 82.47 | 40.03 | 53.19 | |
| CoCoOp2026.06 | — | 93.72 | 41.65 | 57.52 | |
| COCOOPSetting=Few-Shot2026.06 | — | 77.95 | 38.77 | — | |
| CoCoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | — | 79.57 | 61.06 | 68.84 | |
| COCOOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | — | 83.63 | 76.77 | — | |
| CoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | — | 75.26 | 45.01 | 56 | |
| CoOplearning_mode=16-shot learning2026.01 | — | 75.26 | 45.01 | 56 | |
| CoOp2026.06 | — | 92.24 | 47.01 | 62.25 | |
| COOPSetting=Few-Shot2026.06 | — | 75.5 | 54.43 | — | |
| CoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | — | 74.11 | 54.14 | 62.38 | |
| COOP + ZEBRASetting=Few-Shot, Framework=ZEBRA2026.06 | — | 80.73 | 64.07 | — | |
| DePTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | — | 72.24 | 49 | 58.28 | |
| DePT2026.06 | — | 91.98 | 42.98 | 58.56 | |
| DePT + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | — | 75.34 | 57.7 | 65.24 | |
| KgCoOpShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | — | 52.5 | 49.91 | 51.1 | |
| KgCoOplearning_mode=16-shot learning2026.01 | — | 52.5 | 49.91 | 51.1 | |
| KgCoOp2026.06 | — | 64.4 | 43.99 | 51.92 | |
| KgCoOp + SEPTShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | — | 70.12 | 56.05 | 62.23 | |
| KgCoOp†learning_mode=16-shot learning2026.01 | — | 68.3 | 52.06 | 59.08 | |
| KgCoOp† + SEPTlearning_mode=16-shot learning2026.01 | — | 69.79 | 55.73 | 61.96 | |
| PengiShots=16, Evaluation Protocol=Base-to-new generalization2026.01 | — | 59.28 | 53.01 | 55.97 | |
| SEPT2026.06 | — | 90.83 | 44.77 | 59.95 | |
| SubT2026.06 | — | 94.21 | 64.38 | 76.47 | |
| SubT†2026.06 | — | 94.21 | 64.7 | 76.69 | |
| ZERO SHOTSetting=Zero-Shot2026.06 | — | 53.9 | 74.54 | — | |
| Zero-shot2026.06 | — | 67.17 | 52.19 | 58.74 |