Papers Music Classification
“Music Classification” 태그가 달린 논문 52편 · 필터 해제
Multi-scale Embedded CNN for Music Tagging (MsE-CNN)
Convolutional neural networks (CNN) recently gained notable attraction in a variety of machine learning tasks: including music classification and style tagging. In this work, we propose implementing intermediate connecti…
BIG-bench Machine LearningGeneral ClassificationMusic ClassificationMusic TaggingA Music Classification Model based on Metric Learning and Feature Extraction from MP3 Audio Files
The development of models for learning music similarity and feature extraction from audio media files is an increasingly important task for the entertainment industry. This work proposes a novel music classification mode…
Dimensionality ReductionGeneral ClassificationMetric LearningMusic Classification+1Audio Classification of Bit-Representation Waveform
This study investigated the waveform representation for audio signal classification. Recently, many studies on audio waveform classification such as acoustic event detection and music genre classification have been publi…
Audio ClassificationClassificationEvent DetectionGeneral Classification+3Multi-Level and Multi-Scale Feature Aggregation Using Sample-level Deep Convolutional Neural Networks for Music Classification
Music tag words that describe music audio by text have different levels of abstraction. Taking this issue into account, we propose a music classification approach that aggregates multi-level and multi-scale features usin…
ClassificationGeneral ClassificationMusic ClassificationTAGThe Effects of Noisy Labels on Deep Convolutional Neural Networks for Music Tagging
Deep neural networks (DNN) have been successfully applied to music classification including music tagging. However, there are several open questions regarding the training, evaluation, and analysis of DNNs. In this artic…
Music ClassificationMusic TaggingTAGTransfer learning for music classification and regression tasks
In this paper, we present a transfer learning approach for music classification and regression tasks. We propose to use a pre-trained convnet feature, a concatenated feature vector using the activations of feature maps o…
ClassificationGeneral ClassificationMusic ClassificationMusic Tagging+2Sample-level Deep Convolutional Neural Networks for Music Auto-tagging Using Raw Waveforms
Recently, the end-to-end approach that learns hierarchical representations from raw data using deep convolutional neural networks has been successfully explored in the image, text and speech domains. This approach was ap…
Music Auto-TaggingMusic ClassificationConvolutional Recurrent Neural Networks for Music Classification
We introduce a convolutional recurrent neural network (CRNN) for music tagging. CRNNs take advantage of convolutional neural networks (CNNs) for local feature extraction and recurrent neural networks for temporal summari…
General ClassificationMusic ClassificationMusic TaggingExplaining Deep Convolutional Neural Networks on Music Classification
Deep convolutional neural networks (CNNs) have been actively adopted in the field of music information retrieval, e.g. genre classification, mood detection, and chord recognition. However, the process of learning and pre…
Chord RecognitionClassificationGeneral ClassificationGenre classification+4Efficient multivariate sequence classification
Kernel-based approaches for sequence classification have been successfully applied to a variety of domains, including the text categorization, image classification, speech analysis, biological sequence analysis, time ser…
ClassificationGeneral Classificationimage-classificationImage Classification+4Automatic Fado Music Classification
In late 2011, Fado was elevated to the oral and intangible heritage of humanity by UNESCO. This study aims to develop a tool for automatic detection of Fado music based on the audio signal. To do this, frequency spectrum…
ClassificationGeneral ClassificationMusic ClassificationA Deep Representation for Invariance And Music Classification
Representations in the auditory cortex might be based on mechanisms similar to the visual ventral stream; modules for building invariance to transformations and multiple layers for compositionality and selectivity. In th…
ClassificationGeneral ClassificationGenre classificationMusic Classification+1