mlsanityData to 7 Oct 2026

A multi-device dataset for urban acoustic scene classification

arXiv 1807.09840 ↗First posted 25 Jul 2018eess.AS cs.SDcited by 75

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Abstract (arXiv)

This paper introduces the acoustic scene classification task of DCASE 2018 Challenge and the TUT Urban Acoustic Scenes 2018 dataset provided for the task, and evaluates the performance of a baseline system in the task. As in previous years of the challenge, the task is defined for classification of short audio samples into one of predefined acoustic scene classes, using a supervised, closed-set classification setup. The newly recorded TUT Urban Acoustic Scenes 2018 dataset consists of ten different acoustic scenes and was recorded in six large European cities, therefore it has a higher acoustic variability than the previous datasets used for this task, and in addition to high-quality binaural recordings, it also includes data recorded with mobile devices. We also present the baseline system consisting of a convolutional neural network and its performance in the subtasks using the recommended cross-validation setup.

Key facts. Cited by 75 papers in the map (data through 7 Oct 2026). First posted on arXiv 25 Jul 2018.

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Citing papers per year: 2021: 19; 2022: 18; 2023: 10; 2024: 11; 2025: 11; 2026: 6.

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  2. 2025OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLMcited by 53
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  4. 2021Conformer-Based Self-Supervised Learning for Non-Speech Audio Taskscited by 22
  5. 2022Automated Audio Captioning: An Overview of Recent Progress and New Challengescited by 22
  6. 2022Real-Time Target Sound Extractioncited by 22
  7. 2021Receptive Field Regularization Techniques for Audio Classification and Tagging with Deep Convolutional Neural Networkscited by 15
  8. 2023DPM-TSE: A Diffusion Probabilistic Model for Target Sound Extractioncited by 12
  9. 2024ReCLAP: Improving Zero Shot Audio Classification by Describing Soundscited by 12
  10. 2021SubSpectral Normalization for Neural Audio Data Processingcited by 11
  11. 2023Semantic Hearing: Programming Acoustic Scenes with Binaural Hearablescited by 11
  12. 2024SoloAudio: Target Sound Extraction with Language-oriented Audio Diffusion Transformercited by 11
38 more
  1. 2022A Passive Similarity based CNN Filter Pruning for Efficient Acoustic Scene Classificationcited by 10
  2. 2022Robust Time Series Denoising with Learnable Wavelet Packet Transformcited by 10
  3. 2021MIMII DUE: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection with Domain Shifts due to Changes in Operational and Environmental Conditionscited by 9
  4. 2021IDMT-Traffic: An Open Benchmark Dataset for Acoustic Traffic Monitoring Researchcited by 8
  5. 2022Learning Representations for New Sound Classes With Continual Self-Supervised Learningcited by 8
  6. 2022Simple Pooling Front-ends For Efficient Audio Classificationcited by 8
  7. 2022NoreSpeech: Knowledge Distillation based Conditional Diffusion Model for Noise-robust Expressive TTScited by 8
  8. 2021DECAR: Deep Clustering for learning general-purpose Audio Representationscited by 7
  9. 2024Description on IEEE ICME 2024 Grand Challenge: Semi-supervised Acoustic Scene Classification under Domain Shiftcited by 7
  10. 2024Say No to Freeloader: Protecting Intellectual Property of Your Deep Modelcited by 7
  11. 2021Anomalous Sound Detection with Machine Learning: A Systematic Reviewcited by 5
  12. 2022Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networkscited by 5
  13. 2021An Analysis of State-of-the-art Activation Functions For Supervised Deep Neural Networkcited by 4
  14. 2021Improving weakly supervised sound event detection with self-supervised auxiliary taskscited by 4
  15. 2021A Lottery Ticket Hypothesis Framework for Low-Complexity Device-Robust Neural Acoustic Scene Classificationcited by 4
  16. 2021Fairness and underspecification in acoustic scene classification: The case for disaggregated evaluationscited by 4
  17. 2022SLICER: Learning universal audio representations using low-resource self-supervised pre-trainingcited by 4
  18. 2023Efficient CNNs via Passive Filter Pruningcited by 4
  19. 2023On the Transferability of Whisper-based Representations for "In-the-Wild" Cross-Task Downstream Speech Applicationscited by 4
  20. 2024Cross-attention Inspired Selective State Space Models for Target Sound Extractioncited by 4
  21. 2025VoiceBridge: General Speech Restoration with One-step Latent Bridge Modelscited by 4
  22. 2025UniSE: A Unified Framework for Decoder-Only Autoregressive LM-Based Speech Enhancementcited by 4
  23. 2022MAST: Multiscale Audio Spectrogram Transformerscited by 3
  24. 2023Looking Similar, Sounding Different: Leveraging Counterfactual Cross-Modal Pairs for Audiovisual Representation Learningcited by 3
  25. 2023LEAN: Light and Efficient Audio Classification Networkcited by 3
  26. 2021Improving Deep Learning Sound Events Classifiers using Gram Matrix Feature-wise Correlationscited by 2
  27. 2021Spectrum Correction: Acoustic Scene Classification with Mismatched Recording Devicescited by 2
  28. 2021A Variational Bayesian Approach to Learning Latent Variables for Acoustic Knowledge Transfercited by 2
  29. 2025Quantum-Enhanced Transformers for Robust Acoustic Scene Classification in IoT Environmentscited by 2
  30. 2025Domain Adaptation Method and Modality Gap Impact in Audio-Text Models for Prototypical Sound Classificationcited by 2
  31. 2025High-Fidelity Speech Enhancement via Discrete Audio Tokenscited by 2
  32. 2021Attentive max feature map and joint training for acoustic scene classificationcited by 1
  33. 2021Do sound event representations generalize to other audio tasks? A case study in audio transfer learningcited by 1
  34. 2021Adversarial Domain Adaptation with Paired Examples for Acoustic Scene Classification on Different Recording Devicescited by 1
  35. 2022End-to-End Multi-speaker ASR with Independent Vector Analysiscited by 1
  36. 2022Robust, General, and Low Complexity Acoustic Scene Classification Systems and An Effective Visualization for Presenting a Sound Scene Contextcited by 1
  37. 2022Efficient Similarity-based Passive Filter Pruning for Compressing CNNscited by 1
  38. 2022Audio Denoising for Robust Audio Fingerprintingcited by 1

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