Sound Classification

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 61 papers with code (148 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification
  15 Aug 2016 5 repositories listed
  We show that the improved performance stems from the combination of a deep, high-capacity model and an augmented training set: this combination outperforms both the proposed CNN without augmentation and a "shallow"…
• AudioCLIP: Extending CLIP to Image, Text and Audio
  24 Jun 2021 4 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  AudioCLIP achieves new state-of-the-art results in the Environmental Sound Classification (ESC) task, out-performing other approaches by reaching accuracies of 90.
• BUET Multi-disease Heart Sound Dataset: A Comprehensive Auscultation Dataset for Developing Computer-Aided Diagnostic Systems
  1 Sep 2024 2 repositories listed
  Addressing this, we introduce the BUET Multi-disease Heart Sound (BMD-HS) dataset - a comprehensive and meticulously curated collection of heart sound recordings.
• Differentiable Tracking-Based Training of Deep Learning Sound Source Localizers
  29 Oct 2021 2 repositories listed
  Data-based and learning-based sound source localization (SSL) has shown promising results in challenging conditions, and is commonly set as a classification or a regression problem.
• End-to-End Environmental Sound Classification using a 1D Convolutional Neural Network
  18 Apr 2019 2 repositories listed
  In this paper, we present an end-to-end approach for environmental sound classification based on a 1D Convolution Neural Network (CNN) that learns a representation directly from the audio signal.
• Masked Conditional Neural Networks for Environmental Sound Classification
  25 May 2018 2 repositories listed
  We have evaluated the MCLNN performance using the Urbansound8k dataset of environmental sounds.
• Domain Adaptation Method and Modality Gap Impact in Audio-Text Models for Prototypical Sound Classification
  4 Jun 2025 1 repository listed
  Audio-text models are widely used in zero-shot environmental sound classification as they alleviate the need for annotated data.
• Adaptive Differential Denoising for Respiratory Sounds Classification
  3 Jun 2025 1 repository listed
  Automated respiratory sound classification faces practical challenges from background noise and insufficient denoising in existing systems.
• Improving Respiratory Sound Classification with Architecture-Agnostic Knowledge Distillation from Ensembles
  28 May 2025 1 repository listed
  In this study, we explore soft labels for respiratory sound classification as an architecture-agnostic approach to distill an ensemble of teacher models into a student model.
• Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses
  28 May 2025 1 repository listed
  Lung sound classification is vital for early diagnosis of respiratory diseases.
• The Computation of Generalized Embeddings for Underwater Acoustic Target Recognition using Contrastive Learning
  19 May 2025 1 repository listed
  This requires a large amount of high-quality labeled data that is not publicly available.
• Weakly Supervised Convolutional Dictionary Learning for Multi-Label Classification
  11 Mar 2025 1 repository listed
  Convolutional Dictionary Learning (CDL) has emerged as a powerful approach for signal representation by learning translation-invariant features through convolution operations.
• CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning
  2 Feb 2025 1 repository listed
  Auscultation plays a pivotal role in early respiratory and pulmonary disease diagnosis.
• Manikin-Recorded Cardiopulmonary Sounds Dataset Using Digital Stethoscope
  4 Oct 2024 1 repository listed
  In this dataset, we used a digital stethoscope to capture both heart and lung sounds, including individual and mixed recordings.
• Heterogeneous sound classification with the Broad Sound Taxonomy and Dataset
  1 Oct 2024 1 repository listed
  We compare a variety of both traditional and modern machine learning approaches to establish a baseline for the task of heterogeneous sound classification.
• BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification
  10 Jun 2024 1 repository listed
  Respiratory sound classification (RSC) is challenging due to varied acoustic signatures, primarily influenced by patient demographics and recording environments.
• EAT: Self-Supervised Pre-Training with Efficient Audio Transformer
  7 Jan 2024 1 repository listed Syntology ran 13 of 17 samples · 4 unverified
  Audio self-supervised learning (SSL) pre-training, which aims to learn good representations from unlabeled audio, has made remarkable progress.
• Self-Supervised Learning for Few-Shot Bird Sound Classification
  25 Dec 2023 1 repository listed
  Self-supervised learning (SSL) in audio holds significant potential across various domains, particularly in situations where abundant, unlabeled data is readily available at no cost.
• Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification
  15 Dec 2023 1 repository listed
  Despite the remarkable advances in deep learning technology, achieving satisfactory performance in lung sound classification remains a challenge due to the scarcity of available data.
• Multi-View Spectrogram Transformer for Respiratory Sound Classification
  16 Nov 2023 1 repository listed
  Deep neural networks have been applied to audio spectrograms for respiratory sound classification.
• Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance
  11 Nov 2023 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  In this work, we propose a straightforward approach to augment imbalanced respiratory sound data using an audio diffusion model as a conditional neural vocoder.
• AsTFSONN: A Unified Framework Based on Time-Frequency Domain Self-Operational Neural Network for Asthmatic Lung Sound Classification
  10 Jul 2023 1 repository listed
  Asthma is one of the most severe chronic respiratory diseases which can be diagnosed using several modalities, such as lung function test or spirometric measures, peak flow meter-based measures, sputum eosinophils,…
• Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification
  23 May 2023 1 repository listed Syntology ran 1 of 6 samples · 5 unverified
  Respiratory sound contains crucial information for the early diagnosis of fatal lung diseases.
• Face: Fast, Accurate and Context-Aware Audio Annotation and Classification
  7 Mar 2023 1 repository listed
  This paper presents a context-aware framework for feature selection and classification procedures to realize a fast and accurate audio event annotation and classification.
• Unsupervised classification to improve the quality of a bird song recording dataset
  15 Feb 2023 1 repository listed
  We first showed that the segmentation of bird songs alone aggregated from 10% to 83% of label noise depending on the species.
• A dataset for Audio-Visual Sound Event Detection in Movies
  14 Feb 2023 1 repository listed
  In this work, we present a dataset of audio events called Subtitle-Aligned Movie Sounds (SAM-S).
• Epic-Sounds: A Large-scale Dataset of Actions That Sound
  1 Feb 2023 1 repository listed
  We introduce Epic-Sounds, a large-scale dataset of audio annotations capturing temporal extents and class labels within the audio stream of the egocentric videos.
• XKD: Cross-modal Knowledge Distillation with Domain Alignment for Video Representation Learning
  25 Nov 2022 1 repository listed
  First, masked data reconstruction is performed to learn modality-specific representations from audio and visual streams.
• Effective Audio Classification Network Based on Paired Inverse Pyramid Structure and Dense MLP Block
  5 Nov 2022 1 repository listed
  Recently, massive architectures based on Convolutional Neural Network (CNN) and self-attention mechanisms have become necessary for audio classification.
• Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning
  27 Oct 2022 1 repository listed
  In addition, when combining class labels with metadata using multiple supervised contrastive learning, an extension of supervised contrastive learning solving an additional task of grouping patients within the same sex…

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.