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09/05/2023
Music Source Separation with Band-Split RoPE Transformer
Music source separation (MSS) aims to separate a music recording into mu...
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06/19/2023
Multitrack Music Transcription with a Time-Frequency Perceiver
Multitrack music transcription aims to transcribe a music audio input in...
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02/01/2023
Jointist: Simultaneous Improvement of Multi-instrument Transcription and Music Source Separation via Joint Training
In this paper, we introduce Jointist, an instrument-aware multi-instrume...
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11/28/2022
MuSFA: Improving Music Structural Function Analysis with Partially Labeled Data
Music structure analysis (MSA) systems aim to segment a song recording i...
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11/02/2022
Low-Resource Music Genre Classification with Advanced Neural Model Reprogramming
Transfer learning (TL) approaches have shown promising results when hand...
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06/10/2022
Feature-informed Embedding Space Regularization For Audio Classification
Feature representations derived from models pre-trained on large-scale d...
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05/29/2022
Modeling Beats and Downbeats with a Time-Frequency Transformer
Transformer is a successful deep neural network (DNN) architecture that ...
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05/29/2022
To catch a chorus, verse, intro, or anything else: Analyzing a song with structural functions
Conventional music structure analysis algorithms aim to divide a song in...
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11/02/2021
AVASpeech-SMAD: A Strongly Labelled Speech and Music Activity Detection Dataset with Label Co-Occurrence
We propose a dataset, AVASpeech-SMAD, to assist speech and music activit...
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10/22/2020
Transcription Is All You Need: Learning to Separate Musical Mixtures with Score as Supervision
Most music source separation systems require large collections of isolat...
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08/03/2020
Multitask learning for instrument activation aware music source separation
Music source separation is a core task in music information retrieval wh...
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08/01/2020
Score-informed Networks for Music Performance Assessment
The assessment of music performances in most cases takes into account th...
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05/30/2019
Musical Composition Style Transfer via Disentangled Timbre Representations
Music creation involves not only composing the different parts (e.g., me...
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11/08/2018
Learning Disentangled Representations for Timber and Pitch in Music Audio
Timbre and pitch are the two main perceptual properties of musical sound...
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11/03/2018
Multitask learning for frame-level instrument recognition
For many music analysis problems, we need to know the presence of instru...
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06/25/2018
Frame-level Instrument Recognition by Timbre and Pitch
Instrument recognition is a fundamental task in music information retrie...
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10/30/2017