| Meta-Curvature (CRNN) | 76.17 +- 0.41 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| Meta-Baseline (CRNN) | 71.72 +- 0.38 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18) | 69.53±0.39 | MT-SLVR: Multi-Task Self-Supervised Learning for Transformation
In(Variant) Representations | |
| Prototypical Networks (CRNN) | 68.83 +- 0.38 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| SimpleShot CL2N (CRNN) | 68.82 +-0.39 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| SimpleShot CL2N (AST ImageNet & AudioSet- No fine-tune) | 64.48 +- 0.41 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| SimpleShot CL2N (AST ImageNet - No fine-tune) | 60.41 +- 0.41 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| Multi-Label Augmentation Prediction (FSD50K, RN18) | 37.76±0.34 | MT-SLVR: Multi-Task Self-Supervised Learning for Transformation
In(Variant) Representations | |