SOTAVerified

Cover song identification

Cover Song Identification is the task of identifying an alternative version of a previous musical piece, even though it may differ substantially in timbre, tempo, structure, and even fundamental aspects relating to the harmony and melody of the song. The term “cover” is so wide that it ranges from acoustic renditions of a previous song, to Jimi Hendrix’ famous (and radical) reinterpretation of Bob Dylan’s “All Along the Watchtower”, to Rage Against the Machine essentially rewriting Bob Dylan’s “Maggie’s Farm”. Beyond its value for computational musicology and for enhancing music recommendation, Cover Song Identification is of interest because of its potential for benchmarking other music similarity and retrieval algorithms. Chord analysis, melody extraction and music similarity are all strongly connected to Cover Song Identification - another field of music analysis where AI has been applied.

Source: Artificial Musical Intelligence: A Survey

Papers

Showing 110 of 18 papers

TitleStatusHype
Towards Cover Song Detection with Siamese Convolutional Neural NetworksCode1
Learning a Representation for Cover Song Identification Using Convolutional Neural NetworkCode1
ByteCover: Cover Song Identification via Multi-Loss TrainingCode1
A Semi-Supervised Deep Learning Approach to Dataset Collection for Query-By-Humming TaskCode1
CoverHunter: Cover Song Identification with Refined Attention and AlignmentsCode1
DisCover: Disentangled Music Representation Learning for Cover Song Identification0
Early MFCC And HPCP Fusion for Robust Cover Song Identification0
Identifying Cover Songs Using Information-Theoretic Measures of Similarity0
Leveraging User-Generated Metadata of Online Videos for Cover Song Identification0
On the Robustness of Cover Version Identification Models: A Study Using Cover Versions from YouTube0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoverHunter-256mAP0.88Unverified
2BytecovermAP0.86Unverified
3CoverHunter-128mAP0.86Unverified
4ByteCovermAP0.84Unverified
5ByteCover3mAP0.82Unverified
6LyraC-NetmAP0.77Unverified
7SCNN-MmAP0.74Unverified
8CQT-NetmAP0.66Unverified
#ModelMetricClaimedVerifiedStatus
1ByteCover2MAP0.93Unverified
2SCNN-MMAP0.91Unverified
3ByteCoverMAP0.91Unverified
4MOVEMAP0.84Unverified
5CQT-NetMAP0.84Unverified
#ModelMetricClaimedVerifiedStatus
1ByteCover2mAP0.79Unverified
2ByteCovermAP0.74Unverified
3ByteCover3mAP0.7Unverified
4ReMOVEmAP0.53Unverified
#ModelMetricClaimedVerifiedStatus
1SCNN-MMAP0.96Unverified
2ByteCoverMAP0.96Unverified
3CQT-NetMAP0.92Unverified
4MOVEMAP0.89Unverified