| Lungmix: A Mixup-Based Strategy for Generalization in Respiratory Sound Classification | Dec 29, 2024 | Data AugmentationSound Classification | —Unverified | 0 |
| Sound Classification of Four Insect Classes | Dec 16, 2024 | ClassificationData Augmentation | —Unverified | 0 |
| Classification of Adventitious Sounds Combining Cochleogram and Vision Transformers | Nov 8, 2024 | Audio ClassificationClassification | —Unverified | 0 |
| Unsupervised detection and classification of heartbeats using the dissimilarity matrix in PCG signals | Nov 5, 2024 | Heart SegmentationSound Classification | —Unverified | 0 |
| Heterogeneous sound classification with the Broad Sound Taxonomy and Dataset | Oct 1, 2024 | ClassificationSound Classification | CodeCode Available | 0 |
| Generalization in birdsong classification: impact of transfer learning methods and dataset characteristics | Sep 21, 2024 | Knowledge DistillationSound Classification | —Unverified | 0 |
| ECHO: Environmental Sound Classification with Hierarchical Ontology-guided Semi-Supervised Learning | Sep 21, 2024 | Contrastive LearningEnvironmental Sound Classification | —Unverified | 0 |
| BUET Multi-disease Heart Sound Dataset: A Comprehensive Auscultation Dataset for Developing Computer-Aided Diagnostic Systems | Sep 1, 2024 | DiagnosticManagement | CodeCode Available | 0 |
| Studying the Effect of Audio Filters in Pre-Trained Models for Environmental Sound Classification | Aug 24, 2024 | ClassificationEnvironmental Sound Classification | —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 |
| 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 |
| Advanced Framework for Animal Sound Classification With Features Optimization | Jul 3, 2024 | ClassificationDiversity | —Unverified | 0 |
| Enhanced Heart Sound Classification Using Mel Frequency Cepstral Coefficients and Comparative Analysis of Single vs. Ensemble Classifier Strategies | Jun 2, 2024 | ClassificationSound Classification | —Unverified | 0 |
| Attention Feature Fusion Network via Knowledge Propagation for Automated Respiratory Sound Classification | May 16, 2024 | Audio ClassificationComputed Tomography (CT) | —Unverified | 0 |
| RepAugment: Input-Agnostic Representation-Level Augmentation for Respiratory Sound Classification | May 5, 2024 | Data AugmentationSound Classification | —Unverified | 0 |
| AudioProtoPNet: An interpretable deep learning model for bird sound classification | Apr 16, 2024 | Audio ClassificationClassification | —Unverified | 0 |
| Classification of Short Segment Pediatric Heart Sounds Based on a Transformer-Based Convolutional Neural Network | Mar 30, 2024 | Sound Classification | —Unverified | 0 |
| Synthetic training set generation using text-to-audio models for environmental sound classification | Mar 26, 2024 | Audio GenerationClassification | —Unverified | 0 |
| Tuning In: Analysis of Audio Classifier Performance in Clinical Settings with Limited Data | Feb 7, 2024 | Audio ClassificationClassification | —Unverified | 0 |
| Focal Modulation Networks for Interpretable Sound Classification | Feb 5, 2024 | ClassificationEnvironmental Sound Classification | —Unverified | 0 |
| Feature Aggregation in Joint Sound Classification and Localization Neural Networks | Oct 29, 2023 | regressionSound Classification | —Unverified | 0 |
| Codec Data Augmentation for Time-domain Heart Sound Classification | Sep 14, 2023 | ClassificationData Augmentation | —Unverified | 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 |
| EchoVest: Real-Time Sound Classification and Depth Perception Expressed through Transcutaneous Electrical Nerve Stimulation | Jul 10, 2023 | blind source separationClassification | —Unverified | 0 |
| Channel-Spatial-Based Few-Shot Bird Sound Event Detection | Jun 18, 2023 | Event DetectionFew-Shot Learning | —Unverified | 0 |
| Correlation Clustering of Bird Sounds | Jun 16, 2023 | ClassificationClustering | —Unverified | 0 |
| Feature-Rich Audio Model Inversion for Data-Free Knowledge Distillation Towards General Sound Classification | Mar 14, 2023 | Data-free Knowledge DistillationKnowledge Distillation | —Unverified | 0 |
| Face: Fast, Accurate and Context-Aware Audio Annotation and Classification | Mar 7, 2023 | Active LearningAudio Classification | CodeCode Available | 0 |
| SpectNet : End-to-End Audio Signal Classification Using Learnable Spectrograms | Nov 17, 2022 | Acoustic Scene ClassificationAnomaly Detection | CodeCode Available | 0 |
| Exploring the Impact of Noise and Degradations on Heart Sound Classification Models | Nov 14, 2022 | ClassificationSound Classification | —Unverified | 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 |
| SPRSound: Open-Source SJTU Paediatric Respiratory Sound Database | Sep 7, 2022 | ClassificationSound Classification | —Unverified | 0 |
| Classify Respiratory Abnormality in Lung Sounds Using STFT and a Fine-Tuned ResNet18 Network | Aug 30, 2022 | Sound Classification | —Unverified | 0 |
| Improved Zero-Shot Audio Tagging & Classification with Patchout Spectrogram Transformers | Aug 24, 2022 | Audio TaggingClassification | —Unverified | 0 |
| Time-Frequency Distributions of Heart Sound Signals: A Comparative Study using Convolutional Neural Networks | Aug 5, 2022 | ClassificationSound Classification | —Unverified | 0 |
| A ResNet attention model for classifying mosquitoes from wing‑beating sounds | Jun 20, 2022 | ClassificationData Augmentation | CodeCode Available | 0 |
| Deep CardioSound-An Ensembled Deep Learning Model for Heart Sound MultiLabelling | Apr 15, 2022 | Sound ClassificationSpecificity | —Unverified | 0 |
| Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis | Mar 30, 2022 | Sound Classification | CodeCode Available | 0 |
| Dynamic Backdoors with Global Average Pooling | Mar 4, 2022 | Classificationimage-classification | —Unverified | 0 |
| ARSC-Net: Adventitious Respiratory Sound Classification Network Using Parallel Paths with Channel-Spatial Attention | Jan 14, 2022 | Audio ClassificationClassification | —Unverified | 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 |
| Contrastive Learning of Global and Local Video Representations | Dec 1, 2021 | ClassificationContrastive Learning | —Unverified | 0 |
| Responding to Challenge Call of Machine Learning Model Development in Diagnosing Respiratory Disease Sounds | Nov 29, 2021 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Interpreting deep urban sound classification using Layer-wise Relevance Propagation | Nov 19, 2021 | ClassificationSound 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 |
| A Preliminary Study on Environmental Sound Classification Leveraging Large-Scale Pretrained Model and Semi-Supervised Learning | Oct 1, 2021 | ClassificationData Augmentation | —Unverified | 0 |
| Unsupervised Learning of Deep Features for Music Segmentation | Aug 30, 2021 | SegmentationSound Classification | —Unverified | 0 |
| Neonatal Bowel Sound Detection Using Convolutional Neural Network and Laplace Hidden Semi-Markov Model | Aug 17, 2021 | Sound Classification | —Unverified | 0 |
| Segmentation-free Heart Pathology Detection Using Deep Learning | Aug 9, 2021 | Deep LearningSegmentation | —Unverified | 0 |
| Lung Sound Classification Using Co-tuning and Stochastic Normalization | Aug 4, 2021 | Audio ClassificationData Augmentation | —Unverified | 0 |