SOTAVerified

Audio Classification

Audio Classification is a machine learning task that involves identifying and tagging audio signals into different classes or categories. The goal of audio classification is to enable machines to automatically recognize and distinguish between different types of audio, such as music, speech, and environmental sounds.

Papers

Showing 101150 of 361 papers

TitleStatusHype
LEAF: A Learnable Frontend for Audio ClassificationCode1
Piano Skills AssessmentCode1
RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data SettingCode1
Urban Sound Classification : striving towards a fair comparisonCode1
CRNNs for Urban Sound Tagging with spatiotemporal contextCode1
Ultra-light deep MIR by trimming lottery ticketsCode1
Rethinking CNN Models for Audio ClassificationCode1
AdamP: Slowing Down the Slowdown for Momentum Optimizers on Scale-invariant WeightsCode1
Generalised Interpretable Shapelets for Irregular Time SeriesCode1
Audio-Visual Instance Discrimination with Cross-Modal AgreementCode1
On Compositions of Transformations in Contrastive Self-Supervised LearningCode1
Π-nets: Deep Polynomial Neural NetworksCode1
Speech emotion recognition with deep convolutional neural networksCode1
Learning with Out-of-Distribution Data for Audio ClassificationCode1
AudioMNIST: Exploring Explainable Artificial Intelligence for Audio Analysis on a Simple BenchmarkCode1
CNN Architectures for Large-Scale Audio ClassificationCode1
Task-Specific Audio Coding for Machines: Machine-Learned Latent Features Are Codes for That Machine0
MUPAX: Multidimensional Problem Agnostic eXplainable AI0
Neuromorphic Wireless Split Computing with Resonate-and-Fire Neurons0
Fully Few-shot Class-incremental Audio Classification Using Multi-level Embedding Extractor and Ridge Regression ClassifierCode0
Spectrotemporal Modulation: Efficient and Interpretable Feature Representation for Classifying Speech, Music, and Environmental SoundsCode0
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment LossesCode0
4,500 Seconds: Small Data Training Approaches for Deep UAV Audio ClassificationCode0
15,500 Seconds: Lean UAV Classification Leveraging PEFT and Pre-Trained NetworksCode0
Large Language Models Implicitly Learn to See and Hear Just By Reading0
A Training Framework for Optimal and Stable Training of Polynomial Neural NetworksCode0
Can Masked Autoencoders Also Listen to Birds?0
Progressive Rock Music Classification0
Token Pruning in Audio Transformers: Optimizing Performance and Decoding Patch ImportanceCode0
CA^2ST: Cross-Attention in Audio, Space, and Time for Holistic Video Recognition0
M2D2: Exploring General-purpose Audio-Language Representations Beyond CLAPCode0
Symbolic Audio Classification via Modal Decision Tree Learning0
Fundamental Survey on Neuromorphic Based Audio Classification0
LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging0
TSPE: Task-Specific Prompt Ensemble for Improved Zero-Shot Audio Classification0
Domain-Incremental Learning for Audio Classification0
Continual Low-Rank Scaled Dot-product Attention0
Raw Audio Classification with Cosine Convolutional Neural Network (CosCovNN)0
STREAM: A Universal State-Space Model for Sparse Geometric Data0
Classification of Adventitious Sounds Combining Cochleogram and Vision Transformers0
Performance Analysis of Hybrid Quantum-Classical Convolutional Neural Networks for Audio ClassificationCode0
A Novel Score-CAM based Denoiser for Spectrographic Signature Extraction without Ground Truth0
Audio Classification of Low Feature Spectrograms Utilizing Convolutional Neural Networks0
Beyond Speech and More: Investigating the Emergent Ability of Speech Foundation Models for Classifying Physiological Time-Series Signals0
Spectral and Rhythm Features for Audio Classification with Deep Convolutional Neural Networks0
A Multimodal Framework for Deepfake Detection0
Episodic fine-tuning prototypical networks for optimization-based few-shot learning: Application to audio classificationCode0
DeFT-Mamba: Universal Multichannel Sound Separation and Polyphonic Audio Classification0
A sound description: Exploring prompt templates and class descriptions to enhance zero-shot audio classification0
A Framework for Synthetic Audio Conversations Generation using Large Language Models0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OmniVec2Test mAP0.56Unverified
2OmniVecTest mAP0.55Unverified
3EquiAVTest mAP0.55Unverified
4MAViL (Audio-Visual, single)Test mAP0.53Unverified
5Audiovisual Masked Autoencoder (Audiovisual, Single)Test mAP0.52Unverified
6CAV-MAE (Audio-Visual)Test mAP0.51Unverified
7BEATs (Audio-only, Ensemble)Test mAP0.51Unverified
8UAVM (Audio + Video)Test mAP0.5Unverified
9SSLAM (Audio-Only, Single)Test mAP0.5Unverified
10mn40_as (Ensemble)Test mAP0.5Unverified
#ModelMetricClaimedVerifiedStatus
1OmniVec2Top-1 Accuracy99.1Unverified
2InternVideo2Top-1 Accuracy98.6Unverified
3M2D2 AS+Top-1 Accuracy98.5Unverified
4OmniVecTop-1 Accuracy98.4Unverified
5BEATsTop-1 Accuracy98.1Unverified
6mn40_asTop-1 Accuracy97.45Unverified
7M2D-CLAP/0.7Top-1 Accuracy97.4Unverified
8DyMN-LTop-1 Accuracy97.4Unverified
9M2D-AS/0.7Top-1 Accuracy97.2Unverified
10HTS-ATTop-1 Accuracy97Unverified
#ModelMetricClaimedVerifiedStatus
1ADDICBHI Score65.53Unverified
2BEATs (PAFA)ICBHI Score64.84Unverified
3BTSICBHI Score63.54Unverified
4BEATs (CE)ICBHI Score63.49Unverified
5M2D-X/0.7 (η=0.3)ICBHI Score63.29Unverified
6CycleGuardianICBHI Score63.26Unverified
7M2D/0.7 (e=0.3)ICBHI Score62.73Unverified
8Audio-CLAPICBHI Score62.56Unverified
9AST (Patch-Mix CL)ICBHI Score62.37Unverified
10AFT on Mixed-500ICBHI Score61.79Unverified
#ModelMetricClaimedVerifiedStatus
1MBT (AV)Top 5 Accuracy85.6Unverified
2Mirasol3BTop 1 Accuracy69.8Unverified
3CA2ST(B/16)Top 1 Accuracy68.3Unverified
4ONE-PEACE (Audio-Visual)Top 1 Accuracy68.2Unverified
5CAVA(B/16)Top 1 Accuracy68.2Unverified
6EquiAVTop 1 Accuracy67.1Unverified
7MAViLTop 1 Accuracy67.1Unverified
8MMT (Audio-Visual)Top 1 Accuracy66.2Unverified
9CAV-MAE (Audio-Visual)Top 1 Accuracy65.9Unverified
10UAVM (Audio + Video)Top 1 Accuracy65.8Unverified
#ModelMetricClaimedVerifiedStatus
1Event-SSMPercentage correct95.9Unverified
2SNN with Dilated Convolution with Learnable SpacingsPercentage correct95.1Unverified
3SNN featuring learnable axonal delays with adaptively delay capsPercentage correct92.45Unverified
4CNNPercentage correct92.4Unverified
5SNN with spatio-temporal filters and attentionPercentage correct92.4Unverified
6SNN with temporal-wise attentionPercentage correct91.1Unverified
7SNNPercentage correct87Unverified
8Recurrent convolutional SNNPercentage correct83.5Unverified
9Recurrent SNNPercentage correct83.2Unverified
10Sparse Spiking Gradient DescentPercentage correct77.5Unverified
#ModelMetricClaimedVerifiedStatus
1ONE-PEACEmAP69.7Unverified
2MNmAP65.6Unverified
3PaSST-SmAP65.55Unverified
4DyMN-LmAP65.5Unverified
5PaSST-N-SmAP64.2Unverified
6LHGNNMean AP59Unverified
7PSLAmAP56.71Unverified
8MATPAC (SSL Model)mAP55.2Unverified
9Temporal Knowledge Distillation for On-device Audio ClassificationmAP54.8Unverified
10Large 6-Layer Transformer with PoolingmAP53.7Unverified
#ModelMetricClaimedVerifiedStatus
1EquiAVMean AP42.4Unverified
2SSLAMMean AP40.9Unverified
3EATMean AP40.3Unverified
4BEATsMean AP38.9Unverified
5Base (ours)Mean AP37.4Unverified
6SSAST-PATCHMean AP31Unverified
7SSAST-FRAMEMean AP29.2Unverified
8ConformerMean AP27.6Unverified
#ModelMetricClaimedVerifiedStatus
1PDCAccuracy97.8Unverified
2ASM-RHAccuracy96.51Unverified
3EfficientLEAFAccuracy95.2Unverified
4melspectAccuracy95.1Unverified
5LEAFAccuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1Event-SSMAccuracy88.4Unverified
2SNN with Dilated Convolution with Learnable SpacingsAccuracy80.69Unverified
3RadLIFAccuracy77.4Unverified
4SpikGRUAccuracy77Unverified
5Adaptive SRNNAccuracy74.2Unverified
#ModelMetricClaimedVerifiedStatus
1EfficientLEAF (8s)Accuracy72.2Unverified
2EfficientLEAFAccuracy42.9Unverified
3LEAFAccuracy42.3Unverified
4melspectAccuracy39.9Unverified
#ModelMetricClaimedVerifiedStatus
1CrissCross (AudioSet)Top-1 Accuracy97Unverified
2CrissCross (Kinetics-400)Top-1 Accuracy96Unverified
3XDCTop-1 Accuracy95Unverified
4CrissCross (Kinetics-Sound)Top-1 Accuracy93Unverified
#ModelMetricClaimedVerifiedStatus
1Audiovisual Masked Autoencoder (Audiovisual, Single)Top-1 Action46Unverified
2Audiovisual Masked Autoencoder (Video-only, Single)Top-1 Action45.8Unverified
3Audiovisual Masked Autoencoder (Audio-only, Single)Top-1 Action19.7Unverified
4PlayItBackX3Top-1 Action15.9Unverified
#ModelMetricClaimedVerifiedStatus
1M2D-AS/0.7Mean AP48.5Unverified
2LHGNNMean AP46.6Unverified
3VAB-Encodec (Ours)Mean AP38.7Unverified
#ModelMetricClaimedVerifiedStatus
1EfficientLEAFAccuracy60.2Unverified
2melspectAccuracy58.8Unverified
3LEAFAccuracy50.2Unverified
#ModelMetricClaimedVerifiedStatus
1AUCO ResNetAUC0.82Unverified
2DenseNet 201AUC0.6Unverified
3Inception ResNet V2AUC0.6Unverified
#ModelMetricClaimedVerifiedStatus
1Mirasol3BAccuracy78.2Unverified
2CA2ST(B/16)Accuracy61Unverified
3CAVA(B/16)Accuracy60.3Unverified
#ModelMetricClaimedVerifiedStatus
1ASM-RH-ATop-1 Accuracy75.4Unverified
2ERANN-0-4Top-1 Accuracy74.8Unverified
#ModelMetricClaimedVerifiedStatus
1Qwen-AudioAccuracy 92.89Unverified
2VocalSound BaselineAccuracy 90.5Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoost (330)Accuracy (10-fold)99.3Unverified
#ModelMetricClaimedVerifiedStatus
1animal2vecAP0.91Unverified
#ModelMetricClaimedVerifiedStatus
1AudioAccuracy (%)64.5Unverified
#ModelMetricClaimedVerifiedStatus
1CDILFruitFlies97.09Unverified