| Tuning In: Analysis of Audio Classifier Performance in Clinical Settings with Limited Data | Feb 7, 2024 | Audio ClassificationClassification | —Unverified | 0 |
| A Robust Interpretable Deep Learning Classifier for Heart Anomaly Detection Without Segmentation | May 21, 2020 | Anomaly DetectionClassification | —Unverified | 0 |
| Unsupervised detection and classification of heartbeats using the dissimilarity matrix in PCG signals | Nov 5, 2024 | Heart SegmentationSound Classification | —Unverified | 0 |
| Unsupervised Feature Learning for Environmental Sound Classification Using Weighted Cycle-Consistent Generative Adversarial Network | Apr 8, 2019 | BenchmarkingClassification | —Unverified | 0 |
| Unsupervised Learning of Deep Features for Music Segmentation | Aug 30, 2021 | SegmentationSound Classification | —Unverified | 0 |
| USAD: Universal Speech and Audio Representation via Distillation | Jun 23, 2025 | Audio TaggingRepresentation Learning | —Unverified | 0 |
| Zero-Shot Federated Learning with New Classes for Audio Classification | Jun 18, 2021 | Audio ClassificationClassification | —Unverified | 0 |
| Improved Zero-Shot Audio Tagging & Classification with Patchout Spectrogram Transformers | Aug 24, 2022 | Audio TaggingClassification | —Unverified | 0 |
| Improving the Robustness and Clinical Applicability of Automatic Respiratory Sound Classification Using Deep Learning-Based Audio Enhancement: Algorithm Development and Validation | Jul 18, 2024 | ClassificationData Augmentation | —Unverified | 0 |
| Improving Universal Sound Separation Using Sound Classification | Nov 18, 2019 | Audio Source SeparationClassification | —Unverified | 0 |
| Acoustic Scene Analysis using Analog Spiking Neural Network | Dec 23, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Statistical feature embedding for heart sound classification | Apr 26, 2019 | ClassificationDimensionality Reduction | —Unverified | 0 |
| Learning An Invariant Speech Representation | Jun 16, 2014 | General ClassificationSound Classification | —Unverified | 0 |
| Environmental Sound Classification with Parallel Temporal-spectral Attention | Dec 14, 2019 | Acoustic Scene ClassificationAudio Classification | —Unverified | 0 |
| Listening to the World Improves Speech Command Recognition | Oct 23, 2017 | Environmental Sound ClassificationGeneral Classification | —Unverified | 0 |
| Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification | Dec 29, 2024 | Data AugmentationSound Classification | —Unverified | 0 |
| LungRN+NL: An Improved Adventitious Lung Sound Classification Using Non-Local Block ResNet Neural Network with Mixup Data Augmentation | Aug 1, 2020 | Audio ClassificationData Augmentation | —Unverified | 0 |
| Lung Sound Classification Using Co-tuning and Stochastic Normalization | Aug 4, 2021 | Audio ClassificationData Augmentation | —Unverified | 0 |
| Mind the Prompt: Prompting Strategies in Audio Generations for Improving Sound Classification | Apr 4, 2025 | ClassificationData Augmentation | —Unverified | 0 |
| MUDAS: Mote-scale Unsupervised Domain Adaptation in Multi-label Sound Classification | Jun 12, 2025 | ClassificationDomain Adaptation | —Unverified | 0 |
| Heterogeneous sound classification with the Broad Sound Taxonomy and Dataset | Oct 1, 2024 | ClassificationSound Classification | CodeCode Available | 0 |
| Spectrogram-frame linear network and continuous frame sequence for bird sound classification | Nov 1, 2019 | Sound Classification | CodeCode Available | 0 |
| Face: Fast, Accurate and Context-Aware Audio Annotation and Classification | Mar 7, 2023 | Active LearningAudio Classification | CodeCode Available | 0 |
| Improving Respiratory Sound Classification with Architecture-Agnostic Knowledge Distillation from Ensembles | May 28, 2025 | Knowledge DistillationSound Classification | CodeCode Available | 0 |
| Utilizing Domain Knowledge in End-to-End Audio Processing | Dec 1, 2017 | Environmental Sound ClassificationGeneral Classification | CodeCode Available | 0 |
| Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification | Aug 15, 2016 | Data AugmentationDictionary Learning | CodeCode Available | 0 |
| Weakly Supervised Convolutional Dictionary Learning for Multi-Label Classification | Mar 11, 2025 | ClassificationDictionary Learning | CodeCode Available | 0 |
| Interpreting deep urban sound classification using Layer-wise Relevance Propagation | Nov 19, 2021 | ClassificationSound Classification | CodeCode Available | 0 |
| A ResNet attention model for classifying mosquitoes from wing‑beating sounds | Jun 20, 2022 | ClassificationData Augmentation | CodeCode Available | 0 |
| BUET Multi-disease Heart Sound Dataset: A Comprehensive Auscultation Dataset for Developing Computer-Aided Diagnostic Systems | Sep 1, 2024 | DiagnosticManagement | CodeCode Available | 0 |
| Urban Sound Tagging using Convolutional Neural Networks | Sep 27, 2019 | Data AugmentationEnvironmental Sound Classification | CodeCode Available | 0 |
| Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis | Mar 30, 2022 | Sound Classification | CodeCode Available | 0 |
| Domain Adaptation Method and Modality Gap Impact in Audio-Text Models for Prototypical Sound Classification | Jun 4, 2025 | ClassificationDomain Adaptation | CodeCode Available | 0 |
| Look, Listen and Learn | May 23, 2017 | Audio ClassificationGeneral Classification | CodeCode Available | 0 |
| LungAttn: advanced lung sound classification using attention mechanism with dual TQWT and triple STFT spectrogram | Oct 29, 2021 | Audio ClassificationLung Sound Classification | CodeCode Available | 0 |
| LungBRN: A Smart Digital Stethoscope for Detecting Respiratory Disease Using bi-ResNet Deep Learning Algorithm | Dec 5, 2019 | Audio ClassificationDiagnostic | CodeCode Available | 0 |
| Deep Neural Network for Respiratory Sound Classification in Wearable Devices Enabled by Patient Specific Model Tuning | Apr 16, 2020 | Anomaly DetectionGeneral Classification | CodeCode Available | 0 |
| AsTFSONN: A Unified Framework Based on Time-Frequency Domain Self-Operational Neural Network for Asthmatic Lung Sound Classification | Jul 10, 2023 | Asthmatic Lung Sound ClassificationAudio Classification | CodeCode Available | 0 |
| The Computation of Generalized Embeddings for Underwater Acoustic Target Recognition using Contrastive Learning | May 19, 2025 | Contrastive LearningSound Classification | CodeCode Available | 0 |
| Environmental Sound Classification on Microcontrollers using Convolutional Neural Networks | May 15, 2019 | ClassificationCPU | CodeCode Available | 0 |
| Masked Conditional Neural Networks for Environmental Sound Classification | May 25, 2018 | ClassificationEnvironmental Sound Classification | CodeCode Available | 0 |
| An Ensemble of Transfer, Semi-supervised and Supervised Learning Methods for Pathological Heart Sound Classification | Jun 18, 2018 | General ClassificationRepresentation Learning | CodeCode Available | 0 |
| A Visual Domain Transfer Learning Approach for Heartbeat Sound Classification | Jul 28, 2021 | Classificationdomain classification | CodeCode Available | 0 |
| End-to-End Environmental Sound Classification using a 1D Convolutional Neural Network | Apr 18, 2019 | Environmental Sound ClassificationGeneral Classification | CodeCode Available | 0 |
| Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification | Jan 23, 2017 | ClassificationData Augmentation | CodeCode Available | 0 |
| SpectNet : End-to-End Audio Signal Classification Using Learnable Spectrograms | Nov 17, 2022 | Acoustic Scene ClassificationAnomaly Detection | CodeCode Available | 0 |
| Empirical Study of Drone Sound Detection in Real-Life Environment with Deep Neural Networks | Jan 20, 2017 | Binary ClassificationEvent Detection | CodeCode Available | 0 |
| Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses | May 28, 2025 | Audio ClassificationLung Sound Classification | CodeCode Available | 0 |