A decade of DCASE: Achievements, practices, evaluations and future challenges
Fuente:
arXiv
Saved in:
| Main Authors: | Mesaros, Annamaria, Serizel, Romain, Heittola, Toni, Virtanen, Tuomas, Plumbley, Mark D. |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge
by: Schmid, Florian, et al.
Published: (2025)
by: Schmid, Florian, et al.
Published: (2025)
Data-Efficient Low-Complexity Acoustic Scene Classification in the DCASE 2024 Challenge
by: Schmid, Florian, et al.
Published: (2024)
by: Schmid, Florian, et al.
Published: (2024)
DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels
by: Cornell, Samuele, et al.
Published: (2024)
by: Cornell, Samuele, et al.
Published: (2024)
Multi-label Zero-Shot Audio Classification with Temporal Attention
by: Dogan, Duygu, et al.
Published: (2024)
by: Dogan, Duygu, et al.
Published: (2024)
Computer Audition: From Task-Specific Machine Learning to Foundation Models
by: Triantafyllopoulos, Andreas, et al.
Published: (2024)
by: Triantafyllopoulos, Andreas, et al.
Published: (2024)
Description and analysis of novelties introduced in DCASE Task 4 2022 on the baseline system
by: Ronchini, Francesca, et al.
Published: (2022)
by: Ronchini, Francesca, et al.
Published: (2022)
Online Domain-Incremental Learning Approach to Classify Acoustic Scenes in All Locations
by: Mulimani, Manjunath, et al.
Published: (2024)
by: Mulimani, Manjunath, et al.
Published: (2024)
Class-Incremental Learning for Multi-Label Audio Classification
by: Mulimani, Manjunath, et al.
Published: (2024)
by: Mulimani, Manjunath, et al.
Published: (2024)
Noise-to-mask Ratio Loss for Deep Neural Network based Audio Watermarking
by: Moritz, Martin, et al.
Published: (2024)
by: Moritz, Martin, et al.
Published: (2024)
Positive and negative sampling strategies for self-supervised learning on audio-video data
by: Wang, Shanshan, et al.
Published: (2024)
by: Wang, Shanshan, et al.
Published: (2024)
BioDCASE 2026 Challenge Baseline for Cross-Domain Mosquito Species Classification
by: Hou, Yuanbo, et al.
Published: (2026)
by: Hou, Yuanbo, et al.
Published: (2026)
A benchmark of state-of-the-art sound event detection systems evaluated on synthetic soundscapes
by: Ronchini, Francesca, et al.
Published: (2022)
by: Ronchini, Francesca, et al.
Published: (2022)
Performance and energy balance: a comprehensive study of state-of-the-art sound event detection systems
by: Ronchini, Francesca, et al.
Published: (2023)
by: Ronchini, Francesca, et al.
Published: (2023)
Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes
by: Yasuda, Masahiro, et al.
Published: (2025)
by: Yasuda, Masahiro, et al.
Published: (2025)
Angular Distance Distribution Loss for Audio Classification
by: Almudévar, Antonio, et al.
Published: (2024)
by: Almudévar, Antonio, et al.
Published: (2024)
A Phoneme-Scale Assessment of Multichannel Speech Enhancement Algorithms
by: Monir, Nasser-Eddine, et al.
Published: (2024)
by: Monir, Nasser-Eddine, et al.
Published: (2024)
Evaluating Multichannel Speech Enhancement Algorithms at the Phoneme Scale Across Genders
by: Monir, Nasser-Eddine, et al.
Published: (2025)
by: Monir, Nasser-Eddine, et al.
Published: (2025)
Evaluating the Temporal Detection Capability of Integrated Gradients Applied on Sound Classifier
by: Dumpis, Martynas, et al.
Published: (2026)
by: Dumpis, Martynas, et al.
Published: (2026)
Neural Ambisonics encoding for compact irregular microphone arrays
by: Heikkinen, Mikko, et al.
Published: (2024)
by: Heikkinen, Mikko, et al.
Published: (2024)
Automatic Live Music Song Identification Using Multi-level Deep Sequence Similarity Learning
by: Hakala, Aapo, et al.
Published: (2025)
by: Hakala, Aapo, et al.
Published: (2025)
Inter-Speaker Relative Cues for Text-Guided Target Speech Extraction
by: Dai, Wang, et al.
Published: (2025)
by: Dai, Wang, et al.
Published: (2025)
Energy Consumption Trends in Sound Event Detection Systems
by: Douwes, Constance, et al.
Published: (2024)
by: Douwes, Constance, et al.
Published: (2024)
Domain-Invariant Representation Learning of Bird Sounds
by: Moummad, Ilyass, et al.
Published: (2024)
by: Moummad, Ilyass, et al.
Published: (2024)
Tracking of Intermittent and Moving Speakers : Dataset and Metrics
by: Iatariene, Taous, et al.
Published: (2025)
by: Iatariene, Taous, et al.
Published: (2025)
Sound Event Detection and Localization with Distance Estimation
by: Krause, Daniel Aleksander, et al.
Published: (2024)
by: Krause, Daniel Aleksander, et al.
Published: (2024)
Multi-Utterance Speech Separation and Association Trained on Short Segments
by: Wang, Yuzhu, et al.
Published: (2025)
by: Wang, Yuzhu, et al.
Published: (2025)
Moving Speaker Separation via Parallel Spectral-Spatial Processing
by: Wang, Yuzhu, et al.
Published: (2026)
by: Wang, Yuzhu, et al.
Published: (2026)
Attractor-Based Speech Separation of Multiple Utterances by Unknown Number of Speakers
by: Wang, Yuzhu, et al.
Published: (2025)
by: Wang, Yuzhu, et al.
Published: (2025)
Multi-Channel Replay Speech Detection using Acoustic Maps
by: Neri, Michael, et al.
Published: (2026)
by: Neri, Michael, et al.
Published: (2026)
Latent Watermarking of Audio Generative Models
by: Roman, Robin San, et al.
Published: (2024)
by: Roman, Robin San, et al.
Published: (2024)
Self-Supervised Learning for Few-Shot Bird Sound Classification
by: Moummad, Ilyass, et al.
Published: (2023)
by: Moummad, Ilyass, et al.
Published: (2023)
Regularized Contrastive Pre-training for Few-shot Bioacoustic Sound Detection
by: Moummad, Ilyass, et al.
Published: (2023)
by: Moummad, Ilyass, et al.
Published: (2023)
Acoustic Scene Classification: A Competition Review
by: Gharib, Shayan, et al.
Published: (2018)
by: Gharib, Shayan, et al.
Published: (2018)
Representation Learning for Semantic Alignment of Language, Audio, and Visual Modalities
by: Sudarsanam, Parthasaarathy, et al.
Published: (2025)
by: Sudarsanam, Parthasaarathy, et al.
Published: (2025)
Speaker Distance Estimation in Enclosures from Single-Channel Audio
by: Neri, Michael, et al.
Published: (2024)
by: Neri, Michael, et al.
Published: (2024)
Domain-Agnostic Incremental Learning for Sound Classification. A DCASE 2026 Challenge task
by: Casciotti, Riccardo, et al.
Published: (2026)
by: Casciotti, Riccardo, et al.
Published: (2026)
Acoustic Simulation Framework for Multi-channel Replay Speech Detection
by: Neri, Michael, et al.
Published: (2025)
by: Neri, Michael, et al.
Published: (2025)
Handling Domain Shifts for Anomalous Sound Detection: A Review of DCASE-Related Work
by: Wilkinghoff, Kevin, et al.
Published: (2025)
by: Wilkinghoff, Kevin, et al.
Published: (2025)
Frequency-Weighted Training Losses for Phoneme-Level DNN-based Speech Enhancement
by: Monir, Nasser-Eddine, et al.
Published: (2025)
by: Monir, Nasser-Eddine, et al.
Published: (2025)
FlowSep: Language-Queried Sound Separation with Rectified Flow Matching
by: Yuan, Yi, et al.
Published: (2024)
by: Yuan, Yi, et al.
Published: (2024)
Similar Items
-
Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge
by: Schmid, Florian, et al.
Published: (2025) -
Data-Efficient Low-Complexity Acoustic Scene Classification in the DCASE 2024 Challenge
by: Schmid, Florian, et al.
Published: (2024) -
DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels
by: Cornell, Samuele, et al.
Published: (2024) -
Multi-label Zero-Shot Audio Classification with Temporal Attention
by: Dogan, Duygu, et al.
Published: (2024) -
Computer Audition: From Task-Specific Machine Learning to Foundation Models
by: Triantafyllopoulos, Andreas, et al.
Published: (2024)