SOTAVerified

Instrument Recognition

Papers

Showing 125 of 39 papers

TitleStatusHype
Dynamic Convolutional Neural Networks as Efficient Pre-trained Audio ModelsCode2
A Stem-Agnostic Single-Decoder System for Music Source Separation Beyond Four StemsCode2
NanoNet: Real-Time Polyp Segmentation in Video Capsule Endoscopy and ColonoscopyCode1
Receptive Field Regularization Techniques for Audio Classification and Tagging with Deep Convolutional Neural NetworksCode1
Self-supervised Audio Teacher-Student Transformer for Both Clip-level and Frame-level TasksCode1
ATST: Audio Representation Learning with Teacher-Student TransformerCode1
Transfer Learning and Bias Correction with Pre-trained Audio EmbeddingsCode1
Audio Embeddings as Teachers for Music ClassificationCode1
EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UseCode1
Efficient Training of Audio Transformers with PatchoutCode1
Kvasir-Instrument: Diagnostic and therapeutic tool segmentation dataset in gastrointestinal endoscopyCode1
Leveraging Hierarchical Structures for Few-Shot Musical Instrument RecognitionCode1
Masked Latent Prediction and Classification for Self-Supervised Audio Representation LearningCode1
MIRFLEX: Music Information Retrieval Feature Library for ExtractionCode1
ChMusic: A Traditional Chinese Music Dataset for Evaluation of Instrument RecognitionCode1
Deep convolutional neural networks for predominant instrument recognition in polyphonic musicCode0
An Attention Mechanism for Musical Instrument RecognitionCode0
Surgical Phase and Instrument Recognition: How to identify appropriate Dataset SplitsCode0
M2D2: Exploring General-purpose Audio-Language Representations Beyond CLAPCode0
I can listen but cannot read: An evaluation of two-tower multimodal systems for instrument recognitionCode0
Use of speaker recognition approaches for learning and evaluating embedding representations of musical instrument soundsCode0
Automatic Instrument Recognition in Polyphonic Music Using Convolutional Neural NetworksCode0
Weakly Supervised Convolutional LSTM Approach for Tool Tracking in Laparoscopic VideosCode0
A Hierarchical Deep Learning Approach for Minority Instrument DetectionCode0
Augmentation Methods on Monophonic Audio for Instrument Classification in Polyphonic MusicCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1M2D-CLAPAccuracy80.6Unverified
2M2D2 AS+Accuracy79.7Unverified
3M2D ASAccuracy78.7Unverified
4MATPAC (SSL, linear eval)Accuracy74.6Unverified
5melspectAccuracy72.1Unverified
6EfficientLEAFAccuracy71.7Unverified
7LEAFAccuracy69.2Unverified
#ModelMetricClaimedVerifiedStatus
1DyMN-Lmean average precision0.86Unverified
2MATPAC (SSL Model, linear eval)mean average precision0.85Unverified
3EAsT-KD + PaSSTmean average precision0.85Unverified
4EAsT-Final + PaSSTmean average precision0.85Unverified
5PaSSTmean average precision0.84Unverified
#ModelMetricClaimedVerifiedStatus
1SVMF1-score0.81Unverified