OpenCodePapers

few-shot-audio-classification-on-voxceleb1

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✓ Link63.85 +- 0.44Meta-Curvature (CRNN)2022-04-05
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link60.89 +- 0.45MAML (CRNN)2022-04-05
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link59.64 +- 0.44Prototypical Networks (CRNN)2022-04-05
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link55.54 +- 0.42Meta-Baseline (CRNN)2022-04-05
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link48.50 +- 0.42SimpleShot CL2N (CRNN)2022-04-05
MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations✓ Link33.58±0.39MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)2023-05-29
MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations✓ Link31.18±0.37SimCLR (FSD50K, RN18)2023-05-29
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link28.79 +- 0.38SimpleShot CL2N (AST ImageNet & AudioSet- No fine-tune)2022-04-05
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link28.09 +- 0.37SimpleShot CL2N (AST ImageNet - No fine-tune)2022-04-05
MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations✓ Link21.68±0.40Multi-Label Augmentation Prediction (FSD50K, RN18)2023-05-29