| SpectNet : End-to-End Audio Signal Classification Using Learnable Spectrograms | Nov 17, 2022 | Acoustic Scene ClassificationAnomaly Detection | CodeCode Available | 0 | 5 |
| Spectrogram-frame linear network and continuous frame sequence for bird sound classification | Nov 1, 2019 | Sound Classification | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification | Aug 15, 2016 | Data AugmentationDictionary Learning | CodeCode Available | 0 | 5 |
| The Computation of Generalized Embeddings for Underwater Acoustic Target Recognition using Contrastive Learning | May 19, 2025 | Contrastive LearningSound Classification | CodeCode Available | 0 | 5 |
| Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification | Jan 23, 2017 | ClassificationData Augmentation | CodeCode Available | 0 | 5 |
| Heterogeneous sound classification with the Broad Sound Taxonomy and Dataset | Oct 1, 2024 | ClassificationSound Classification | CodeCode Available | 0 | 5 |
| Improving Respiratory Sound Classification with Architecture-Agnostic Knowledge Distillation from Ensembles | May 28, 2025 | Knowledge DistillationSound Classification | CodeCode Available | 0 | 5 |
| Interpreting deep urban sound classification using Layer-wise Relevance Propagation | Nov 19, 2021 | ClassificationSound Classification | CodeCode Available | 0 | 5 |
| Urban Sound Tagging using Convolutional Neural Networks | Sep 27, 2019 | Data AugmentationEnvironmental Sound Classification | CodeCode Available | 0 | 5 |
| Utilizing Domain Knowledge in End-to-End Audio Processing | Dec 1, 2017 | Environmental Sound ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Weakly Supervised Convolutional Dictionary Learning for Multi-Label Classification | Mar 11, 2025 | ClassificationDictionary Learning | CodeCode Available | 0 | 5 |
| RepAugment: Input-Agnostic Representation-Level Augmentation for Respiratory Sound Classification | May 5, 2024 | Data AugmentationSound Classification | —Unverified | 0 | 0 |
| Respiratory Inhaler Sound Event Classification Using Self-Supervised Learning | Apr 15, 2025 | ClassificationSelf-Supervised Learning | —Unverified | 0 | 0 |
| Respiratory Sound Classification Using Long-Short Term Memory | Aug 6, 2020 | blind source separationClassification | —Unverified | 0 | 0 |
| Responding to Challenge Call of Machine Learning Model Development in Diagnosing Respiratory Disease Sounds | Nov 29, 2021 | BIG-bench Machine LearningClassification | —Unverified | 0 | 0 |
| Segmentation-free Heart Pathology Detection Using Deep Learning | Aug 9, 2021 | Deep LearningSegmentation | —Unverified | 0 | 0 |
| Short-segment heart sound classification using an ensemble of deep convolutional neural networks | Oct 27, 2018 | General ClassificationSound Classification | —Unverified | 0 | 0 |
| Sinusoidal wave generating network based on adversarial learning and its application: synthesizing frog sounds for data augmentation | Jan 7, 2019 | Data AugmentationSound Classification | —Unverified | 0 | 0 |
| Snore-GANs: Improving Automatic Snore Sound Classification with Synthesized Data | Mar 29, 2019 | ClassificationData Augmentation | —Unverified | 0 | 0 |
| Sound Classification of Four Insect Classes | Dec 16, 2024 | ClassificationData Augmentation | —Unverified | 0 | 0 |
| SPRSound: Open-Source SJTU Paediatric Respiratory Sound Database | Sep 7, 2022 | ClassificationSound Classification | —Unverified | 0 | 0 |
| Studying the Effect of Audio Filters in Pre-Trained Models for Environmental Sound Classification | Aug 24, 2024 | ClassificationEnvironmental Sound Classification | —Unverified | 0 | 0 |
| Sub-Spectrogram Segmentation for Environmental Sound Classification via Convolutional Recurrent Neural Network and Score Level Fusion | Aug 16, 2019 | ClassificationEnvironmental Sound Classification | —Unverified | 0 | 0 |
| Symbolic Audio Classification via Modal Decision Tree Learning | Mar 21, 2025 | Audio ClassificationClassification | —Unverified | 0 | 0 |
| Synthetic training set generation using text-to-audio models for environmental sound classification | Mar 26, 2024 | Audio GenerationClassification | —Unverified | 0 | 0 |
| Time-Frequency Distributions of Heart Sound Signals: A Comparative Study using Convolutional Neural Networks | Aug 5, 2022 | ClassificationSound Classification | —Unverified | 0 | 0 |
| Towards Enhanced Classification of Abnormal Lung sound in Multi-breath: A Light Weight Multi-label and Multi-head Attention Classification Method | Jul 15, 2024 | DiagnosticDiversity | —Unverified | 0 | 0 |
| Tri-MTL: A Triple Multitask Learning Approach for Respiratory Disease Diagnosis | May 6, 2025 | DiagnosticLung Sound Classification | —Unverified | 0 | 0 |
| Tuning In: Analysis of Audio Classifier Performance in Clinical Settings with Limited Data | Feb 7, 2024 | Audio ClassificationClassification | —Unverified | 0 | 0 |
| A Robust Interpretable Deep Learning Classifier for Heart Anomaly Detection Without Segmentation | May 21, 2020 | Anomaly DetectionClassification | —Unverified | 0 | 0 |
| Unsupervised detection and classification of heartbeats using the dissimilarity matrix in PCG signals | Nov 5, 2024 | Heart SegmentationSound Classification | —Unverified | 0 | 0 |
| Unsupervised Feature Learning for Environmental Sound Classification Using Weighted Cycle-Consistent Generative Adversarial Network | Apr 8, 2019 | BenchmarkingClassification | —Unverified | 0 | 0 |
| Unsupervised Learning of Deep Features for Music Segmentation | Aug 30, 2021 | SegmentationSound Classification | —Unverified | 0 | 0 |
| USAD: Universal Speech and Audio Representation via Distillation | Jun 23, 2025 | Audio TaggingRepresentation Learning | —Unverified | 0 | 0 |
| Continual Learning of New Sound Classes using Generative Replay | Jun 3, 2019 | AllContinual Learning | —Unverified | 0 | 0 |
| Zero-Shot Federated Learning with New Classes for Audio Classification | Jun 18, 2021 | Audio ClassificationClassification | —Unverified | 0 | 0 |
| Acoustic scattering AI for non-invasive object classifications: A case study on hair assessment | Jun 17, 2025 | ClassificationDeep Learning | —Unverified | 0 | 0 |
| Advanced Framework for Animal Sound Classification With Features Optimization | Jul 3, 2024 | ClassificationDiversity | —Unverified | 0 | 0 |
| AI for Earth: Rainforest Conservation by Acoustic Surveillance | Aug 20, 2019 | Audio ClassificationBIG-bench Machine Learning | —Unverified | 0 | 0 |
| A Multi-Head Relevance Weighting Framework For Learning Raw Waveform Audio Representations | Jul 30, 2021 | Audio ClassificationSound Classification | —Unverified | 0 | 0 |
| An Ensemble of Convolutional Neural Networks for Audio Classification | Jul 15, 2020 | Audio ClassificationClassification | —Unverified | 0 | 0 |
| An open access database for the evaluation of respiratory sound classification algorithms | May 22, 2019 | Sound Classification | —Unverified | 0 | 0 |
| A Preliminary Study on Environmental Sound Classification Leveraging Large-Scale Pretrained Model and Semi-Supervised Learning | Oct 1, 2021 | ClassificationData Augmentation | —Unverified | 0 | 0 |
| ARSC-Net: Adventitious Respiratory Sound Classification Network Using Parallel Paths with Channel-Spatial Attention | Jan 14, 2022 | Audio ClassificationClassification | —Unverified | 0 | 0 |
| A Semi-Supervised Algorithm for Improving the Consistency of Crowdsourced Datasets: The COVID-19 Case Study on Respiratory Disorder Classification | Sep 9, 2022 | Cough ClassificationDiagnostic | —Unverified | 0 | 0 |
| Attention based Convolutional Recurrent Neural Network for Environmental Sound Classification | Jul 4, 2019 | ClassificationEnvironmental Sound Classification | —Unverified | 0 | 0 |
| Attention Feature Fusion Network via Knowledge Propagation for Automated Respiratory Sound Classification | May 16, 2024 | Audio ClassificationComputed Tomography (CT) | —Unverified | 0 | 0 |
| AudioProtoPNet: An interpretable deep learning model for bird sound classification | Apr 16, 2024 | Audio ClassificationClassification | —Unverified | 0 | 0 |
| Automatic COVID-19 disease diagnosis using 1D convolutional neural network and augmentation with human respiratory sound based on parameters: cough, breath, and voice | Dec 14, 2021 | Sound Classification | —Unverified | 0 | 0 |