SOTAVerified

Instrument Recognition

Papers

Showing 125 of 39 papers

TitleStatusHype
A Stem-Agnostic Single-Decoder System for Music Source Separation Beyond Four StemsCode2
Dynamic Convolutional Neural Networks as Efficient Pre-trained Audio ModelsCode2
Masked Latent Prediction and Classification for Self-Supervised Audio Representation LearningCode1
MIRFLEX: Music Information Retrieval Feature Library for ExtractionCode1
Transfer Learning and Bias Correction with Pre-trained Audio EmbeddingsCode1
Audio Embeddings as Teachers for Music ClassificationCode1
Self-supervised Audio Teacher-Student Transformer for Both Clip-level and Frame-level TasksCode1
EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UseCode1
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
Leveraging Hierarchical Structures for Few-Shot Musical Instrument RecognitionCode1
Receptive Field Regularization Techniques for Audio Classification and Tagging with Deep Convolutional Neural NetworksCode1
NanoNet: Real-Time Polyp Segmentation in Video Capsule Endoscopy and ColonoscopyCode1
Kvasir-Instrument: Diagnostic and therapeutic tool segmentation dataset in gastrointestinal endoscopyCode1
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
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
WeakSurg: Weakly supervised surgical instrument segmentation using temporal equivariance and semantic continuity0
Self-refining of Pseudo Labels for Music Source Separation with Noisy Labeled Data0
Surgical Phase and Instrument Recognition: How to identify appropriate Dataset SplitsCode0
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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