| Meta-Curvature (CRNN) | 63.85 +- 0.44 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| Prototypical Networks (CRNN) | 59.64 +- 0.44 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| Meta-Baseline (CRNN) | 55.54 +- 0.42 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| SimpleShot CL2N (CRNN) | 48.50 +- 0.42 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18) | 33.58±0.39 | MT-SLVR: Multi-Task Self-Supervised Learning for Transformation
In(Variant) Representations | |
| SimpleShot CL2N (AST ImageNet & AudioSet- No fine-tune) | 28.79 +- 0.38 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| SimpleShot CL2N (AST ImageNet - No fine-tune) | 28.09 +- 0.37 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| Multi-Label Augmentation Prediction (FSD50K, RN18) | 21.68±0.40 | MT-SLVR: Multi-Task Self-Supervised Learning for Transformation
In(Variant) Representations | |