| USAD: Universal Speech and Audio Representation via Distillation | Jun 23, 2025 | Audio TaggingRepresentation Learning | —Unverified | 0 |
| Acoustic scattering AI for non-invasive object classifications: A case study on hair assessment | Jun 17, 2025 | ClassificationDeep Learning | —Unverified | 0 |
| MUDAS: Mote-scale Unsupervised Domain Adaptation in Multi-label Sound Classification | Jun 12, 2025 | ClassificationDomain Adaptation | —Unverified | 0 |
| Disentangling Dual-Encoder Masked Autoencoder for Respiratory Sound Classification | Jun 12, 2025 | DisentanglementSound Classification | —Unverified | 0 |
| Domain Adaptation Method and Modality Gap Impact in Audio-Text Models for Prototypical Sound Classification | Jun 4, 2025 | ClassificationDomain Adaptation | CodeCode Available | 0 |
| Adaptive Differential Denoising for Respiratory Sounds Classification | Jun 3, 2025 | Audio ClassificationClassification | CodeCode Available | 1 |
| General-purpose audio representation learning for real-world sound scenes | Jun 1, 2025 | MambaRepresentation Learning | —Unverified | 0 |
| Patient Domain Supervised Contrastive Learning for Lung Sound Classification Using Mobile Phone | May 29, 2025 | Contrastive LearningDiagnostic | —Unverified | 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 |
| Improving Respiratory Sound Classification with Architecture-Agnostic Knowledge Distillation from Ensembles | May 28, 2025 | Knowledge DistillationSound 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 |
| Tri-MTL: A Triple Multitask Learning Approach for Respiratory Disease Diagnosis | May 6, 2025 | DiagnosticLung Sound Classification | —Unverified | 0 |
| Can Masked Autoencoders Also Listen to Birds? | Apr 17, 2025 | Audio ClassificationMulti-Label Classification | —Unverified | 0 |
| Respiratory Inhaler Sound Event Classification Using Self-Supervised Learning | Apr 15, 2025 | ClassificationSelf-Supervised Learning | —Unverified | 0 |
| Mind the Prompt: Prompting Strategies in Audio Generations for Improving Sound Classification | Apr 4, 2025 | ClassificationData Augmentation | —Unverified | 0 |
| Symbolic Audio Classification via Modal Decision Tree Learning | Mar 21, 2025 | Audio ClassificationClassification | —Unverified | 0 |
| Weakly Supervised Convolutional Dictionary Learning for Multi-Label Classification | Mar 11, 2025 | ClassificationDictionary Learning | CodeCode Available | 0 |
| CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning | Feb 2, 2025 | Audio ClassificationClustering | CodeCode Available | 1 |
| 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 |
| Manikin-Recorded Cardiopulmonary Sounds Dataset Using Digital Stethoscope | Oct 4, 2024 | Audio Signal ProcessingSound Classification | CodeCode Available | 1 |
| 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 |
| BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification | Jun 10, 2024 | Audio ClassificationSound Classification | CodeCode Available | 1 |
| 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 |
| EAT: Self-Supervised Pre-Training with Efficient Audio Transformer | Jan 7, 2024 | Audio ClassificationSelf-Supervised Learning | CodeCode Available | 3 |
| Self-Supervised Learning for Few-Shot Bird Sound Classification | Dec 25, 2023 | ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification | Dec 15, 2023 | Audio ClassificationContrastive Learning | CodeCode Available | 1 |
| Multi-View Spectrogram Transformer for Respiratory Sound Classification | Nov 16, 2023 | ClassificationSound Classification | CodeCode Available | 1 |
| Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance | Nov 11, 2023 | Audio ClassificationSound Classification | CodeCode Available | 1 |
| 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 |