Evaluating Music
Context Preservation

A Multi-Facet Framework for Music Editing Systems

Listen to original and edited audio pairs, with preservation scores computed by our evaluation framework.

01

Harmony

Measures how well harmonic content (chroma profiles, key, chords) is preserved after pitch-shifting edits.

+7 Semitone Transposition

Original
Edited
HarmonyChroma DTW Similarity0.7376
Chroma Similarity0.9378
Circle-of-fifths (CoF) Distance0.1667
Rhythm & MeterBeat F-measure0.9654
Information Gain0.7028
Δ BPM0.0000
StructureStructural Pairwise F-measure0.5771
Adjusted Rand Index (ARI)0.3865
MelodyContour DTW Similarity0.7902
Motif n-gram Recall0.6735
Original
Edited
HarmonyChroma DTW Similarity0.7810
Chroma Similarity0.9176
Circle-of-fifths (CoF) Distance0.1667
Rhythm & MeterBeat F-measure0.9624
Information Gain0.7777
Δ BPM0.0000
StructureStructural Pairwise F-measure0.8880
Adjusted Rand Index (ARI)0.6822
MelodyContour DTW Similarity0.7920
Motif n-gram Recall0.5466

−3 Semitone Transposition

Original
Edited
HarmonyChroma DTW Similarity0.6495
Chroma Similarity0.7582
Circle-of-fifths (CoF) Distance0.5000
Rhythm & MeterBeat F-measure0.9943
Information Gain0.7626
Δ BPM0.0000
StructureStructural Pairwise F-measure0.5446
Adjusted Rand Index (ARI)0.2789
MelodyContour DTW Similarity0.7527
Motif n-gram Recall0.6000
Original
Edited
HarmonyChroma DTW Similarity0.7563
Chroma Similarity0.8542
Circle-of-fifths (CoF) Distance0.5000
Rhythm & MeterBeat F-measure1.0000
Information Gain0.9123
Δ BPM0.0000
StructureStructural Pairwise F-measure0.6511
Adjusted Rand Index (ARI)0.3537
MelodyContour DTW Similarity0.7580
Motif n-gram Recall0.6272
02

Melody

Evaluates how melodic contour and motif structure are maintained after pitch-contour inversions.

Climax Inversion

Original
Edited
HarmonyChroma DTW Similarity0.9920
Chroma Similarity0.9996
Circle-of-fifths (CoF) Distance0.0000
Rhythm & MeterBeat F-measure0.9877
Information Gain0.9218
Δ BPM0.0000
StructureStructural Pairwise F-measure0.8732
Adjusted Rand Index (ARI)0.6166
MelodyContour DTW Similarity0.9798
Motif n-gram Recall0.9819
Original
Edited
HarmonyChroma DTW Similarity0.9944
Chroma Similarity0.9999
Circle-of-fifths (CoF) Distance0.0000
Rhythm & MeterBeat F-measure0.9917
Information Gain0.9626
Δ BPM0.0000
StructureStructural Pairwise F-measure0.9464
Adjusted Rand Index (ARI)0.8904
MelodyContour DTW Similarity0.9895
Motif n-gram Recall0.9286

Full Inversion

Original
Edited
HarmonyChroma DTW Similarity0.7598
Chroma Similarity0.9798
Circle-of-fifths (CoF) Distance0.3333
Rhythm & MeterBeat F-measure0.9096
Information Gain0.6850
Δ BPM0.0000
StructureStructural Pairwise F-measure0.4917
Adjusted Rand Index (ARI)0.3815
MelodyContour DTW Similarity0.6016
Motif n-gram Recall0.7114
Original
Edited
HarmonyChroma DTW Similarity0.9865
Chroma Similarity0.9987
Circle-of-fifths (CoF) Distance0.0000
Rhythm & MeterBeat F-measure1.0000
Information Gain0.7585
Δ BPM0.0000
StructureStructural Pairwise F-measure0.7430
Adjusted Rand Index (ARI)0.4812
MelodyContour DTW Similarity0.8340
Motif n-gram Recall0.5083
03

Rhythm & Meter

Assesses whether beat timing, tempo, and metric structure are preserved through temporal edits.

Beat Offset −150 ms

Original
Edited
HarmonyChroma DTW Similarity0.9904
Chroma Similarity0.9997
Circle-of-fifths (CoF) Distance0.0000
Rhythm & MeterBeat F-measure0.0000
Information Gain0.7056
Δ BPM0.0000
StructureStructural Pairwise F-measure0.8732
Adjusted Rand Index (ARI)0.6166
MelodyContour DTW Similarity0.7871
Motif n-gram Recall0.6606
Original
Edited
HarmonyChroma DTW Similarity0.9902
Chroma Similarity0.9996
Circle-of-fifths (CoF) Distance0.0000
Rhythm & MeterBeat F-measure0.0000
Information Gain0.6949
Δ BPM0.0000
StructureStructural Pairwise F-measure0.8851
Adjusted Rand Index (ARI)0.8269
MelodyContour DTW Similarity0.7885
Motif n-gram Recall0.6053

Tempo +50 BPM

Original
Edited
HarmonyChroma DTW Similarity0.7895
Chroma Similarity0.9965
Circle-of-fifths (CoF) Distance0.0000
Rhythm & MeterBeat F-measure0.2147
Information Gain0.2001
Δ BPM33.4961
StructureStructural Pairwise F-measure0.5965
Adjusted Rand Index (ARI)0.1836
MelodyContour DTW Similarity0.6681
Motif n-gram Recall0.6183
Original
Edited
HarmonyChroma DTW Similarity0.8042
Chroma Similarity0.9954
Circle-of-fifths (CoF) Distance0.0000
Rhythm & MeterBeat F-measure0.3569
Information Gain0.0805
Δ BPM41.0156
StructureStructural Pairwise F-measure0.4933
Adjusted Rand Index (ARI)0.0964
MelodyContour DTW Similarity0.6875
Motif n-gram Recall0.5556
04

Structure

Checks whether large-scale form (section boundaries, repetition patterns) is maintained after structural rearrangement.

AAA (Repeat First Section)

Original
Edited
HarmonyChroma DTW Similarity0.9655
Chroma Similarity0.9983
Circle-of-fifths (CoF) Distance0.0000
Rhythm & MeterBeat F-measure0.3295
Information Gain0.5236
Δ BPM0.0000
StructureStructural Pairwise F-measure0.5763
Adjusted Rand Index (ARI)0.1060
MelodyContour DTW Similarity0.7447
Motif n-gram Recall0.6426
Original
Edited
HarmonyChroma DTW Similarity0.7988
Chroma Similarity0.9802
Circle-of-fifths (CoF) Distance0.1667
Rhythm & MeterBeat F-measure0.5621
Information Gain0.2755
Δ BPM0.0000
StructureStructural Pairwise F-measure0.5461
Adjusted Rand Index (ARI)0.2131
MelodyContour DTW Similarity0.7867
Motif n-gram Recall0.5897

ABA (Recapitulation)

Original
Edited
HarmonyChroma DTW Similarity0.9535
Chroma Similarity0.9990
Circle-of-fifths (CoF) Distance0.1667
Rhythm & MeterBeat F-measure0.7798
Information Gain0.5297
Δ BPM0.0000
StructureStructural Pairwise F-measure0.5753
Adjusted Rand Index (ARI)0.3084
MelodyContour DTW Similarity0.8329
Motif n-gram Recall0.7080
Original
Edited
HarmonyChroma DTW Similarity0.9532
Chroma Similarity0.9985
Circle-of-fifths (CoF) Distance0.1667
Rhythm & MeterBeat F-measure0.6992
Information Gain0.5342
Δ BPM0.0000
StructureStructural Pairwise F-measure0.5508
Adjusted Rand Index (ARI)0.3607
MelodyContour DTW Similarity0.8340
Motif n-gram Recall0.7069