OpenCodePapers

few-shot-audio-classification-on-watkins

Meta-LearningFew-Shot LearningFew-Shot Audio Classification
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeTop-1 Accuracy(5-Way-1-Shot)ModelNameReleaseDate
MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations✓ Link59.49±0.42MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)2023-05-29
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link55.40 ± 0.42SimpleShot CL2N (AST ImageNet - No fine-tune)2022-04-05
MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations✓ Link52.91±0.41SimCLR (FSD50K, RN18)2023-05-29
MetaAudio: A Few-Shot Audio Classification Benchmark✓ Link51.81 ± 0.42SimpleShot CL2N (AST ImageNet & AudioSet- No fine-tune)2022-04-05
MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations✓ Link28.88±0.39Multi-Label Augmentation Prediction (FSD50K, RN18)2023-05-29