← Sound Event Detection

Papers with Code · CC BY-SA 4.0

DESED

아카이브 평가 13건 · 마지막 적재/변경 2026-10-30

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
모델	원본 지표·값	논문	구현
ATST-SED	event-based F1 score 63.4 PSDS1 0.583 PSDS2 0.810	Fine-tune the pretrained ATST model for sound event detection 2023-09-15	코드 1
SE-CRNN-16 with DualKD	event-based F1 score 55.6 PSDS1 0.474 PSDS2 0.698	Dual Knowledge Distillation for Efficient Sound Event Detection 2024-02-05	연결 없음
FDY-CRNN	event-based F1 score 54.0 PSDS1 0.452 PSDS2 0.670	Frequency Dynamic Convolution: Frequency-Adaptive Pattern Recognition for Sound Event Detection 2022-03-29	코드 1
HTS-AT	event-based F1 score 50.7	HTS-AT: A Hierarchical Token-Semantic Audio Transformer for Sound Classification and Detection 2022-02-02	코드 1
RCT	event-based F1 score 49.62 PSDS1 0.4395 PSDS2 0.6711	RCT: Random Consistency Training for Semi-supervised Sound Event Detection 2021-10-21	코드 1 · 코드 2
FiltAug SED	event-based F1 score 49.6 PSDS1 0.4336 PSDS2 0.8161	Heavily Augmented Sound Event Detection utilizing Weak Predictions 2021-07-08	코드 1
SED-SSep baseline dcase task 4 2020 v2	event-based F1 score 40.7	Improving Sound Event Detection In Domestic Environments Using Sound Separation 2020-07-08	코드 1
Baseline dcase task 4 2020 v2	event-based F1 score 39.0	Training Sound Event Detection On A Heterogeneous Dataset 2020-07-08	코드 1
Baseline	event-based F1 score 25.8	Sound event detection in domestic environments withweakly labeled data and soundscape synthesis 2019-10-26	코드 1
MAT-SED	PSDS1 0.587 PSDS2 0.896	MAT-SED: A Masked Audio Transformer with Masked-Reconstruction Based Pre-training for Sound Event Detection 2024-08-16	코드 1
JiTTER	PSDS1 0.584	JiTTER: Jigsaw Temporal Transformer for Event Reconstruction for Self-Supervised Sound Event Detection 2025-02-28	코드 1
ABC + MDFD-CRNN	PSDS1 0.577	Pushing the Limit of Sound Event Detection with Multi-Dilated Frequency Dynamic Convolution 2024-06-19	코드 1
MDFD-CRNN	PSDS1 0.485	Pushing the Limit of Sound Event Detection with Multi-Dilated Frequency Dynamic Convolution 2024-06-19	코드 1