The 9th Workshop on Detection and Classification of Acoustic Scenes and Events, DCASE 2024, will take place in Tokyo, Japan on 23-25 October.
Not yet available
| ID | Category | Task | Baselines | Proposed Model(s) |
|---|---|---|---|---|
| 1 | Scenes | Data-Efficient Low-Complexity Acoustic Scene Classification |  |
A CNN-based approach |
| 2 | Monitoring | First-Shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring |  |
Autoencoder-based baseline with two operating modes  |
| 3 | Localization | Audio and audiovisual sound event localization and detection with source distance estimation |  |
Track A: Audio-only baseline  Track B: Audiovisual baseline  |
| 4 | Events | Sound event detection with heterogeneous training dataset and potentially missing labels | TBA | TBA |
| 5 | Bio | Few-shot Bioacoustic Event Detection |  |
Prototypical Network with negative sampling  |
| 6 | Caption | Automated Audio Captioning |  |
A sequence-to-sequence system |
| 7 | Synthesis | Sound Scene Synthesis |  |
AudioLDM  |
| 8 | Retrieval | Language-Based Audio Retrieval |  |
A bi-encoder architecture with a pretrained CNN14 (see PANNs  ) being the audio encoder and the Sentence-BERT (i.e., "all-mpnet-base-v2") being the text encoder  |
| 9 | Separation | Language-Queried Audio Source Separation |  |
LASS-Net  |
| 10 | Monitoring | Acoustic-based traffic monitoring |  |
A Convoltional Recurrnet Neural Network (CRNN) based architecture   |
| ID | Title | Tasks | Year | Repo |
|---|---|---|---|---|
| 1 | TAU Urban Acoustic Scenes 2022 Mobile, Development dataset | 1 | 2022 | 1. TAU Urban Acoustic Scenes  2. Development-train splits |
| 2 | Task 2, Development dataset | 2 | 2024 |  |
| 3 | Sony-TAu Realistic Spatial Soundscapes 2023 (STARSS23) | 3 | 2023 |  |
| 4 | DESED dataset + MAESTRO dataset | 4 | 2024 | 1. DESED data generation script 2. MAESTRO  |
| 5 | Task 5, Development dataset | 5 | 2024 |  |
| 6 | Clotho v2.1 | 6 | 2024 |  |
| 7 | Task 7, Development dataset | 7 | 2024 |  |
| 8 | Clotho v2.1 | 8 | 2024 |  |
| 9 | DCASE 2024 LASS Development + Validation(synth) | 9 | 2024 | 1. Development  2. Validation  |
| 10 | Task 10, Development dataset | 10 | 2024 |  |