Papers with Code · CC BY-SA 4.0

ICBHI Respiratory Sound Database

아카이브 평가 24건 · 마지막 적재/변경 2026-10-30

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
모델	원본 지표·값	논문	구현
ADD	ICBHI Score 65.53 Sensitivity 45.94 Specificity 85.13	Adaptive Differential Denoising for Respiratory Sounds Classification 2025-06-03	코드 1
BEATs (PAFA)	ICBHI Score 64.84 Sensitivity 47.63 Specificity 82.05	Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses 2025-05-28	코드 1
BTS	ICBHI Score 63.54 Sensitivity 45.67 Specificity 81.4	BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification 2024-06-10	코드 1
BEATs (CE)	ICBHI Score 63.49 Sensitivity 48.21 Specificity 78.77	Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses 2025-05-28	코드 1
M2D-X/0.7 (η=0.3)	ICBHI Score 63.29	Masked Modeling Duo: Towards a Universal Audio Pre-training Framework 2024-04-09	코드 1 · 코드 2
CycleGuardian	ICBHI Score 63.26 Sensitivity 44.47 Specificity 82.06	CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning 2025-02-02	코드 1
M2D/0.7 (e=0.3)	ICBHI Score 62.73	Masked Modeling Duo: Towards a Universal Audio Pre-training Framework 2024-04-09	코드 1 · 코드 2
Audio-CLAP	ICBHI Score 62.56 Sensitivity 44.67 Specificity 80.85	BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification 2024-06-10	코드 1
AST (Patch-Mix CL)	ICBHI Score 62.37 Sensitivity 43.07 Specificity 81.66	Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification 2023-05-23	코드 1
AFT on Mixed-500	ICBHI Score 61.79 Sensitivity 42.86 Specificity 80.72	Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance 2023-11-11	코드 1
SG-SCL (AST)	ICBHI Score 61.71 Sensitivity 43.55 Specificity 79.87	Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification 2023-12-15	코드 1
DAT (AST)	ICBHI Score 59.81 Sensitivity 42.50 Specificity 77.11	Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification 2023-12-15	코드 1
AST (fine-tuning)	Sensitivity 41.97 Specificity 77.14	Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification 2023-05-23	코드 1
ResNet-50	ICBHI Score 58.29 Sensitivity 37.24 Specificity 79.34	Lung Sound Classification Using Co-tuning and Stochastic Normalization 2021-08-04	연결 없음
CNN6 (+metadata)	ICBHI Score 58.04	Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning 2022-10-27	코드 1
CNN6	ICBHI Score 57.55 Specificity 75.95	Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning 2022-10-27	코드 1
bi-ResNet-Att	ICBHI Score 56.76 Sensitivity 46.38 Specificity 67.13	ARSC-Net: Adventitious Respiratory Sound Classification Network Using Parallel Paths with Channel-Spatial Attention 2022-01-14	연결 없음
ResNet-34	ICBHI Score 56.20 Sensitivity 40.10 Specificity 72.30	RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting 2020-10-31	코드 1
ResNeSt	ICBHI Score 55.30 Sensitivity 40.20 Specificity 70.40	A DOMAIN TRANSFER BASED DATA AUGMENTATION METHOD FOR AUTOMATED RESPIRATORY CLASSIFICATION 2022-04-27	연결 없음
CNN6 (scratch)	ICBHI Score 54.74 Sensitivity 33.84 Specificity 75.35	Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning 2022-10-27	코드 1
ResNet-Att (scratch)	ICBHI Score 53.90 Sensitivity 36.36 Specificity 71.44	LungAttn: advanced lung sound classification using attention mechanism with dual TQWT and triple STFT spectrogram 2021-10-29	코드 1
ResNet (scratch)	ICBHI Score 52.26 Sensitivity 41.32 Specificity 63.20	LungRN+NL: An Improved Adventitious Lung Sound Classification Using Non-Local Block ResNet Neural Network with Mixup Data Augmentation 2020-08-01	연결 없음
bi-ResNet (scratch)	ICBHI Score 50.16 Sensitivity 31.10 Specificity 69.20	LungBRN: A Smart Digital Stethoscope for Detecting Respiratory Disease Using bi-ResNet Deep Learning Algorithm 2019-12-05	코드 1
CNN6 (+metadata)	Sensitivity 39.15 Specificity 76.93	Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning 2022-10-27	코드 1