| Meta-Curvature (CRNN) | 96.47 +-0.19 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| Prototypical Networks (CRNN) | 95.23 +- 0.19 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| Meta-Baseline (CRNN) | 90.74 +- 0.25 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| SimpleShot CL2N (CRNN) | 90.04 +- 0.27 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18) | 71.81±0.39 | MT-SLVR: Multi-Task Self-Supervised Learning for Transformation
In(Variant) Representations | |
| SimpleShot CL2N Classifier (AST pre-trained w/ ImageNet - No fine-tune) | 66.68 +- 0.41 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| SimpleShot CL2N Classifier (AST ImageNet & AudioSet - No fine-tune) | 63.78 +- 0.42 | MetaAudio: A Few-Shot Audio Classification Benchmark | |
| Multi-Label Augmentation Prediction (FSD50K, RN18) | 62.52±0.36 | MT-SLVR: Multi-Task Self-Supervised Learning for Transformation
In(Variant) Representations | |