| Meta-Curvature (CRNN) | 43.18 +- 0.45 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| SimpleShot CL2N (CRNN) | 42.05 +- 0.42 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| Meta-Baseline (CRNN) | 40.27 +- 0.44 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| Prototypical Networks (CRNN) | 39.44 +- 0.44 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18) | 39.11±0.41 | MT-SLVR: Multi-Task Self-Supervised Learning for Transformation
In(Variant) Representations | |
| SimpleShot CL2N (AST ImageNet & AudioSet- No fine-tune) | 38.78 +- 0.41 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| SimpleShot CL2N (AST ImageNet - No fine-tune) | 33.52 +- 0.39 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| Multi-Label Augmentation Prediction (FSD50K, RN18) | 21.72±0.34 | MT-SLVR: Multi-Task Self-Supervised Learning for Transformation
In(Variant) Representations | |