Cover Image

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yasuda, Masahiro, Nguyen, Binh Thien, Harada, Noboru, Serizel, Romain, Mishra, Mayank, Delcroix, Marc, Araki, Shoko, Takeuchi, Daiki, Niizumi, Daisuke, Ohishi, Yasunori, Nakatani, Tomohiro, Kawamura, Takao, Ono, Nobutaka
Format:	Preprint
Published:	2025
Subjects:	Sound Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Description and Discussion on DCASE 2026 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes
by: Nguyen, Binh Thien, et al.
Published: (2026)

M2D-CLAP: Exploring General-purpose Audio-Language Representations Beyond CLAP
by: Niizumi, Daisuke, et al.
Published: (2025)

Assessing the Utility of Audio Foundation Models for Heart and Respiratory Sound Analysis
by: Niizumi, Daisuke, et al.
Published: (2025)

Towards Pre-training an Effective Respiratory Audio Foundation Model
by: Niizumi, Daisuke, et al.
Published: (2025)

Baseline Systems and Evaluation Metrics for Spatial Semantic Segmentation of Sound Scenes
by: Nguyen, Binh Thien, et al.
Published: (2025)

CLAP-ART: Automated Audio Captioning with Semantic-rich Audio Representation Tokenizer
by: Takeuchi, Daiki, et al.
Published: (2025)

Rethinking Masking Strategies for Masked Prediction-based Audio Self-supervised Learning
by: Niizumi, Daisuke, et al.
Published: (2026)

Class-Aware Permutation-Invariant Signal-to-Distortion Ratio for Semantic Segmentation of Sound Scene with Same-Class Sources
by: Nguyen, Binh Thien, et al.
Published: (2026)

M2D-CLAP: Masked Modeling Duo Meets CLAP for Learning General-purpose Audio-Language Representation
by: Niizumi, Daisuke, et al.
Published: (2024)

Masked Modeling Duo: Towards a Universal Audio Pre-training Framework
by: Niizumi, Daisuke, et al.
Published: (2024)

Exploring Pre-trained General-purpose Audio Representations for Heart Murmur Detection
by: Niizumi, Daisuke, et al.
Published: (2024)

Guided Masked Self-Distillation Modeling for Distributed Multimedia Sensor Event Analysis
by: Yasuda, Masahiro, et al.
Published: (2024)

Refining Knowledge Transfer on Audio-Image Temporal Agreement for Audio-Text Cross Retrieval
by: Tsubaki, Shunsuke, et al.
Published: (2024)

What Do Neurons Listen To? A Neuron-level Dissection of a General-purpose Audio Model
by: Kawamura, Takao, et al.
Published: (2026)

Description and Discussion on DCASE 2026 Challenge Task 2: Noise-aware Unsupervised Anomalous Sound Detection for Machine Condition Monitoring
by: Nishida, Tomoya, et al.
Published: (2026)

SoundBeam meets M2D: Target Sound Extraction with Audio Foundation Model
by: Hernandez-Olivan, Carlos, et al.
Published: (2024)

Array Geometry-Robust Attention-Based Neural Beamformer for Moving Speakers
by: Tammen, Marvin, et al.
Published: (2024)

Reference Microphone Selection for Guided Source Separation based on the Normalized L-p Norm
by: Lohmann, Anselm, et al.
Published: (2025)

Interaural time difference loss for binaural target sound extraction
by: Hernandez-Olivan, Carlos, et al.
Published: (2024)

Joint Enhancement and Classification using Coupled Diffusion Models of Signals and Logits
by: Nurko, Gilad, et al.
Published: (2026)

Description and Discussion on DCASE 2025 Challenge Task 2: First-shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring
by: Nishida, Tomoya, et al.
Published: (2025)

Description and Discussion on DCASE 2024 Challenge Task 2: First-Shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring
by: Nishida, Tomoya, et al.
Published: (2024)

A decade of DCASE: Achievements, practices, evaluations and future challenges
by: Mesaros, Annamaria, et al.
Published: (2024)

Metric Analysis for Spatial Semantic Segmentation of Sound Scenes
by: Mishra, Mayank, et al.
Published: (2025)

6DoF SELD: Sound Event Localization and Detection Using Microphones and Motion Tracking Sensors on self-motioning human
by: Yasuda, Masahiro, 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)

DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels
by: Cornell, Samuele, et al.
Published: (2024)

MOVER: Combining Multiple Meeting Recognition Systems
by: Kamo, Naoyuki, et al.
Published: (2025)

Unrestricted Global Phase Bias-Aware Single-channel Speech Enhancement with Conformer-based Metric GAN
by: Zhang, Shiqi, et al.
Published: (2024)

DiBA: Diagonal and Binary Matrix Approximation for Neural Network Weight Compression
by: Ono, Nobutaka
Published: (2026)

Fast Swap-Based Element Selection for Multiplication-Free Dimension Reduction
by: Ono, Nobutaka
Published: (2026)

Target Speech Extraction with Pre-trained Self-supervised Learning Models
by: Peng, Junyi, et al.
Published: (2024)

Mamba-based Segmentation Model for Speaker Diarization
by: Plaquet, Alexis, et al.
Published: (2024)

A benchmark of state-of-the-art sound event detection systems evaluated on synthetic soundscapes
by: Ronchini, Francesca, et al.
Published: (2022)

From Computation to Consumption: Exploring the Compute-Energy Link for Training and Testing Neural Networks for SED Systems
by: Douwes, Constance, et al.
Published: (2024)

Normalizing Energy Consumption for Hardware-Independent Evaluation
by: Douwes, Constance, et al.
Published: (2024)

Energy Consumption Trends in Sound Event Detection Systems
by: Douwes, Constance, et al.
Published: (2024)

Performance and energy balance: a comprehensive study of state-of-the-art sound event detection systems
by: Ronchini, Francesca, et al.
Published: (2023)

Microphone Array Signal Processing and Deep Learning for Speech Enhancement
by: Haeb-Umbach, Reinhold, et al.
Published: (2025)

Formación de nanoestructuras orgánicas unidimensionales en superficies semiconductoras
by: Noboru Takeuchi
Published: (2010)