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← Few-Shot Audio Classification
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NSynth

아카이브 평가 10건 · 마지막 적재/변경

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
Meta-Curvature (CRNN)
Top-1 Accuracy(5-Way-1-Shot)
96.47 +-0.19
 MetaAudio: A Few-Shot Audio Classification Benchmark
2022-04-05		 코드 1
Prototypical Networks (CRNN)
Top-1 Accuracy(5-Way-1-Shot)
95.23 +- 0.19
 MetaAudio: A Few-Shot Audio Classification Benchmark
2022-04-05		 코드 1
MAML (CRNN)
Top-1 Accuracy(5-Way-1-Shot)
93.85 +- 0.24
 MetaAudio: A Few-Shot Audio Classification Benchmark
2022-04-05		 코드 1
Meta-Baseline (CRNN)
Top-1 Accuracy(5-Way-1-Shot)
90.74 +- 0.25
 MetaAudio: A Few-Shot Audio Classification Benchmark
2022-04-05		 코드 1
SimpleShot CL2N (CRNN)
Top-1 Accuracy(5-Way-1-Shot)
90.04 +- 0.27
 MetaAudio: A Few-Shot Audio Classification Benchmark
2022-04-05		 코드 1
MT-SLVR (SimCLR + MLAP) w/ Parallel Adapters (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
71.81±0.39
 MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations
2023-05-29		 코드 1
SimpleShot CL2N Classifier (AST pre-trained w/ ImageNet - No fine-tune)
Top-1 Accuracy(5-Way-1-Shot)
66.68 +- 0.41
 MetaAudio: A Few-Shot Audio Classification Benchmark
2022-04-05		 코드 1
SimCLR (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
66.44±0.40
 MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations
2023-05-29		 코드 1
SimpleShot CL2N Classifier (AST ImageNet & AudioSet - No fine-tune)
Top-1 Accuracy(5-Way-1-Shot)
63.78 +- 0.42
 MetaAudio: A Few-Shot Audio Classification Benchmark
2022-04-05		 코드 1
Multi-Label Augmentation Prediction (FSD50K, RN18)
Top-1 Accuracy(5-Way-1-Shot)
62.52±0.36
 MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations
2023-05-29		 코드 1