Melody Extraction

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

8 shown of 8 papers with code (16 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• A Mamba-based Network for Semi-supervised Singing Melody Extraction Using Confidence Binary Regularization
  13 May 2025 1 repository listed
  Singing melody extraction (SME) is a key task in the field of music information retrieval.
• Towards Improving Harmonic Sensitivity and Prediction Stability for Singing Melody Extraction
  4 Aug 2023 1 repository listed
  In deep learning research, many melody extraction models rely on redesigning neural network architectures to improve performance.
• Clarinet: A Music Retrieval System
  23 Oct 2022 1 repository listed
  A MIDI based approach for music recognition is proposed and implemented in this paper.
• TONet: Tone-Octave Network for Singing Melody Extraction from Polyphonic Music
  2 Feb 2022 1 repository listed
  In this paper, we propose TONet, a plug-and-play model that improves both tone and octave perceptions by leveraging a novel input representation and a novel network architecture.
• BERT-like Pre-training for Symbolic Piano Music Classification Tasks
  12 Jul 2021 1 repository listed
  This article presents a benchmark study of symbolic piano music classification using the masked language modelling approach of the Bidirectional Encoder Representations from Transformers (BERT).
• Musical Instrument Playing Technique Detection Based on FCN: Using Chinese Bowed-Stringed Instrument as an Example
  20 Oct 2019 1 repository listed
  The effectiveness of the proposed framework is tested on a new dataset, its categorization of techniques is similar to our training dataset.
• A Streamlined Encoder/Decoder Architecture for Melody Extraction
  30 Oct 2018 1 repository listed
  Our experiments on both vocal melody extraction and general melody extraction validate the effectiveness of the proposed model.
• 基於雙工音高感知模型之神經網路旋律抽取演算法 (The duplex model of pitch perception inspired neural network for melody extraction) [In Chinese]
  1 Nov 2017 1 repository listed