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SOTA
Sound Event Detection
Sound Event Detection On Desed
Sound Event Detection On Desed
評価指標
event-based F1 score
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
event-based F1 score
Paper Title
Repository
HTS-AT
50.7
HTS-AT: A Hierarchical Token-Semantic Audio Transformer for Sound Classification and Detection
-
ABC + MDFD-CRNN
-
Pushing the Limit of Sound Event Detection with Multi-Dilated Frequency Dynamic Convolution
RCT
49.62
RCT: Random Consistency Training for Semi-supervised Sound Event Detection
MAT-SED
-
MAT-SED: A Masked Audio Transformer with Masked-Reconstruction Based Pre-training for Sound Event Detection
Baseline
25.8
Sound event detection in domestic environments withweakly labeled data and soundscape synthesis
ATST-SED
63.4
Fine-tune the pretrained ATST model for sound event detection
FDY-CRNN
54.0
Frequency Dynamic Convolution: Frequency-Adaptive Pattern Recognition for Sound Event Detection
-
SE-CRNN-16 with DualKD
55.6
Dual Knowledge Distillation for Efficient Sound Event Detection
-
SED-SSep baseline dcase task 4 2020 v2
40.7
Improving Sound Event Detection In Domestic Environments Using Sound Separation
MDFD-CRNN
-
Pushing the Limit of Sound Event Detection with Multi-Dilated Frequency Dynamic Convolution
Baseline dcase task 4 2020 v2
39.0
Training Sound Event Detection On A Heterogeneous Dataset
FiltAug SED
49.6
Heavily Augmented Sound Event Detection utilizing Weak Predictions
JiTTER
-
JiTTER: Jigsaw Temporal Transformer for Event Reconstruction for Self-Supervised Sound Event Detection
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