OpenCodePapers

few-shot-audio-classification-on-nsynth

Meta-LearningFew-Shot LearningFew-Shot Audio Classification
Dataset Link
Results over time
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Leaderboard
PaperCodeTop-1 Accuracy(5-Way-1-Shot)ModelNameReleaseDate
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link96.47 +-0.19Meta-Curvature (CRNN)2022-04-05
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link95.23 +- 0.19Prototypical Networks (CRNN)2022-04-05
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link93.85 +- 0.24MAML (CRNN)2022-04-05
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link90.74 +- 0.25Meta-Baseline (CRNN)2022-04-05
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link90.04 +- 0.27SimpleShot CL2N (CRNN)2022-04-05
MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations✓ Link71.81±0.39MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)2023-05-29
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link66.68 +- 0.41SimpleShot CL2N Classifier (AST pre-trained w/ ImageNet - No fine-tune)2022-04-05
MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations✓ Link66.44±0.40SimCLR (FSD50K, RN18)2023-05-29
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link63.78 +- 0.42SimpleShot CL2N Classifier (AST ImageNet & AudioSet - No fine-tune)2022-04-05
MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations✓ Link62.52±0.36Multi-Label Augmentation Prediction (FSD50K, RN18)2023-05-29