SOTAVerified

Instrument Recognition

Papers

Showing 139 of 39 papers

TitleStatusHype
A Hierarchical Deep Learning Approach for Minority Instrument DetectionCode0
Can DeepSeek Reason Like a Surgeon? An Empirical Evaluation for Vision-Language Understanding in Robotic-Assisted Surgery0
M2D2: Exploring General-purpose Audio-Language Representations Beyond CLAPCode0
SurgRAW: Multi-Agent Workflow with Chain-of-Thought Reasoning for Surgical Intelligence0
Masked Latent Prediction and Classification for Self-Supervised Audio Representation LearningCode1
MIRFLEX: Music Information Retrieval Feature Library for ExtractionCode1
Deep Learning for Surgical Instrument Recognition and Segmentation in Robotic-Assisted Surgeries: A Systematic Review0
PitVis-2023 Challenge: Workflow Recognition in videos of Endoscopic Pituitary Surgery0
I can listen but cannot read: An evaluation of two-tower multimodal systems for instrument recognitionCode0
A Stem-Agnostic Single-Decoder System for Music Source Separation Beyond Four StemsCode2
WeakSurg: Weakly supervised surgical instrument segmentation using temporal equivariance and semantic continuity0
Dynamic Convolutional Neural Networks as Efficient Pre-trained Audio ModelsCode2
Self-refining of Pseudo Labels for Music Source Separation with Noisy Labeled Data0
Transfer Learning and Bias Correction with Pre-trained Audio EmbeddingsCode1
Audio Embeddings as Teachers for Music ClassificationCode1
Surgical Phase and Instrument Recognition: How to identify appropriate Dataset SplitsCode0
Self-supervised Audio Teacher-Student Transformer for Both Clip-level and Frame-level TasksCode1
Jointist: Simultaneous Improvement of Multi-instrument Transcription and Music Source Separation via Joint Training0
EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UseCode1
Jointist: Joint Learning for Multi-instrument Transcription and Its Applications0
ATST: Audio Representation Learning with Teacher-Student TransformerCode1
Efficient Training of Audio Transformers with PatchoutCode1
ChMusic: A Traditional Chinese Music Dataset for Evaluation of Instrument RecognitionCode1
Use of speaker recognition approaches for learning and evaluating embedding representations of musical instrument soundsCode0
Leveraging Hierarchical Structures for Few-Shot Musical Instrument RecognitionCode1
Receptive Field Regularization Techniques for Audio Classification and Tagging with Deep Convolutional Neural NetworksCode1
Deep Neural Network for Musical Instrument Recognition using MFCCs0
NanoNet: Real-Time Polyp Segmentation in Video Capsule Endoscopy and ColonoscopyCode1
Kvasir-Instrument: Diagnostic and therapeutic tool segmentation dataset in gastrointestinal endoscopyCode1
Visual Attention for Musical Instrument Recognition0
Cross-modal variational inference for bijective signal-symbol translation0
Predominant Musical Instrument Classification based on Spectral FeaturesCode0
Augmentation Methods on Monophonic Audio for Instrument Classification in Polyphonic MusicCode0
An Attention Mechanism for Musical Instrument RecognitionCode0
Weakly Supervised Convolutional LSTM Approach for Tool Tracking in Laparoscopic VideosCode0
Musical Instrument Recognition Using Their Distinctive Characteristics in Artificial Neural Networks0
Deep scattering transform applied to note onset detection and instrument recognition0
Deep convolutional neural networks for predominant instrument recognition in polyphonic musicCode0
Automatic Instrument Recognition in Polyphonic Music Using Convolutional Neural NetworksCode0
Show:102550

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