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 201250 of 361 papers

TitleStatusHype
FlexiAST: Flexibility is What AST Needs0
AsTFSONN: A Unified Framework Based on Time-Frequency Domain Self-Operational Neural Network for Asthmatic Lung Sound ClassificationCode0
S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural NetworksCode0
Few-shot Class-incremental Audio Classification Using Dynamically Expanded Classifier with Self-attention Modified PrototypesCode0
Bytes Are All You Need: Transformers Operating Directly On File BytesCode0
Audio classification using ML methods0
Adapting Language-Audio Models as Few-Shot Audio Learners0
LEAN: Light and Efficient Audio Classification Network0
Tackling Interpretability in Audio Classification Networks with Non-negative Matrix Factorization0
Compressing audio CNNs with graph centrality based filter pruning0
Transformer-based Sequence Labeling for Audio Classification based on MFCCs0
Multiscale Audio Spectrogram Transformer for Efficient Audio Classification0
Content Adaptive Front End For Audio Classification0
Face: Fast, Accurate and Context-Aware Audio Annotation and ClassificationCode0
HalluAudio: Hallucinating Frequency as Concepts for Few-Shot Audio Classification0
FOSI: Hybrid First and Second Order OptimizationCode0
Adaptive Axonal Delays in feedforward spiking neural networks for accurate spoken word recognition0
Audio-Visual Contrastive Learning with Temporal Self-Supervision0
SemanticAC: Semantics-Assisted Framework for Audio Classification0
Visual Transformers for Primates Classification and Covid Detection0
Audiovisual Masked AutoencodersCode0
Pex: Memory-efficient Microcontroller Deep Learning through Partial Execution0
SpectNet : End-to-End Audio Signal Classification Using Learnable SpectrogramsCode0
"Seeing Sound": Audio Classification with the Wigner-Wille Distribution and Convolutional Neural Networks0
Masked Modeling Duo: Learning Representations by Encouraging Both Networks to Model the InputCode0
Adaptive re-calibration of channel-wise features for Adversarial Audio Classification0
Play It Back: Iterative Attention for Audio RecognitionCode0
Multiscale Multimodal Transformer for Multimodal Action Recognition0
AVT: Audio-Video Transformer for Multimodal Action Recognition0
Investigating current-based and gating approaches for accurate and energy-efficient spiking recurrent neural networks0
Improving the Environmental Perception of Autonomous Vehicles using Deep Learning-based Audio Classification0
Audio Analytics-based Human Trafficking Detection Framework for Autonomous Vehicles0
Hardware Accelerator and Neural Network Co-Optimization for Ultra-Low-Power Audio Processing Devices0
A Study on Broadcast Networks for Music Genre ClassificationCode0
Deep Feature Learning for Medical AcousticsCode0
Western Mediterranean wetlands bird species classification: evaluating small-footprint deep learning approaches on a new annotated dataset0
Uncertainty Calibration for Deep Audio ClassifiersCode0
0/1 Deep Neural Networks via Block Coordinate Descent0
Binary Early-Exit Network for Adaptive Inference on Low-Resource Devices0
Investigating Multi-Feature Selection and Ensembling for Audio Classification0
Feature-informed Embedding Space Regularization For Audio Classification0
Zero-Shot Audio Classification using Image Embeddings0
Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasksCode0
Augmentation-induced Consistency Regularization for Classification0
Learning Rate CurriculumCode0
Automatic Tuberculosis and COVID-19 cough classification using deep learning0
On Negative Sampling for Audio-Visual Contrastive Learning from Movies0
A DOMAIN TRANSFER BASED DATA AUGMENTATION METHOD FOR AUTOMATED RESPIRATORY CLASSIFICATION0
Few-Shot Speaker Identification Using Depthwise Separable Convolutional Network with Channel Attention0
MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural NetworksCode0
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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