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Piano Concerto Dataset (PCD): A Multitrack Dataset of Piano Concertos Cover

Piano Concerto Dataset (PCD): A Multitrack Dataset of Piano Concertos

Open Access
|Sep 2023

Figures & Tables

tismir-6-1-160-g1.png
Figure 1

Overview of the recording process. (a) The sheet music of measures 8–15 from Tchaikovsky’s Piano Concerto No. 1 in B Flat Minor, Op. 23, 1st movement. (b) During the recording process, the pianist is supposed to play synchronously with the backing track. In a real-life recording process, the pianist and conductor interact for optimal synchronization and cohesion between the piano and orchestra. In our scenario, however, playing along with a pre-recorded accompaniment is a difficult task for the performer. To address this challenge, they listen to metronome-like click tracks sonified using measure (solid green) and beat (dashed green) annotations in addition to the orchestral accompaniments. As the result of a final mastering step, PCD comprises dry and reverberant synchronous recordings of piano and orchestra accompaniments selected from 15 different piano concertos and their mixes.

Table 1

Multitrack instrumental datasets in the Western classical music domain, indicating the number of recordings (#R) and their total duration (Dur) in hh:mm:ss.

NAME & AUTHOR# RDUR
WWQ (Bay et al., 2009)100:09:00
TRIOS (Porter, 2012)500:03:12
PHENICX (Schedl et al., 2016)400:10:36
Bach10 (Miron and Martorell, 2017)1000:05:30
URMP (Li et al., 2019)4401:36:00
EnsembleSet (Sarkar et al., 2022)901:03:34
PCD8100:16:12
Table 2

Overview of the dataset indicating the work identifier (WorkID), composer, full name of the work, movement (Mvm), performer identifier (PID), number of versions (#V), number of excerpts (#E), and total duration in seconds (Dur). The versions here refer to distinct performances recorded under different acoustic conditions and played on different pianos.

WORKIDCOMPOSERFULL NAMEMVMPID#V#EDUR
Bach_BWV1056-01J. S. BachPiano Concerto in F Minor, BWV 10561YO210120
Beethoven_Op015-01BeethovenPiano Concerto No. 1 in C major, Op.151MM1672
Beethoven_Op019-01BeethovenPiano Concerto No. 2 in B Flat Major, Op. 191ES2448
Beethoven_Op037-01BeethovenPiano Concerto No. 3 in C Minor, Op. 371ES2448
Beethoven_Op037-02BeethovenPiano Concerto No. 3 in C Minor, Op. 372LR1112
Beethoven_Op058-02BeethovenPiano Concerto No. 4 in G Major, Op. 582ES2236
Chopin_Op021-03ChopinPiano Concerto No. 2 in F Minor, Op. 213ES1560
Grieg_Op016-01GriegPiano Concerto in A Minor, Op. 161ES1112
Mendelssohn_Op025-01MendelssohnPiano Concerto No. 1 in G Minor, Op. 251ES2224
Mozart_KV414-01MozartPiano Concerto No. 12 in A Major, KV.4141YO1224
Mozart_KV467-01MozartPiano Concerto No. 21 in C Major, KV.4671YO1560
Mozart_KV467-02MozartPiano Concerto No. 21 in C Major, KV.4672YO2672
Rachmaninov_Op018-01RachmaninovPiano Concerto No. 2 in C Minor, Op.181JL1560
Rachmaninov_Op018-02RachmaninovPiano Concerto No. 2 in C Minor, Op. 182JL1560
Rachmaninov_Op018-03RachmaninovPiano Concerto No. 2 in C Minor, Op. 183JL1560
Rachmaninov_Op030-01RachmaninovPiano Concerto No. 3 in D Minor, Op. 301ES2672
Saint_Op022-01Saint-SaënsPiano Concerto No. 2 in G Minor, Op. 221ES1224
Schumann_Op054-01SchumannPiano Concerto in A Minor, Op. 541ES2448
Tschaikovsky_Op023-01TchaikovskyPiano Concerto No. 1 in B Flat Minor, Op. 231ES2672
Σ81972
Table 3

Overview of different rooms where the recordings took place, number of excerpts recorded in each room (#E), and their total duration in seconds (Dur). Note that the piano model is different in each acoustic environment.

ROOM IDROOM DESCRIPTIONPIANO#EDUR
R1Lecture Hall (Fraunhofer IIS)Yamaha C315180
R2Private Studio (Jeremy Lawrence)Yamaha C3X15180
R3Music Academy (Emre Şen)Seiler21252
R4Saygun Concert Hall (Bilkent University)Steinway D30360
Σ81972
tismir-6-1-160-g2.png
Figure 2

Various bar plots describing the dataset. The number of selected 12-second excerpts is indicated by the horizontal axis per (a) composer, (b) performer, and (c) acoustic environment.

Table 4

PCD dimensions, encoded in filenames.

DIMENSIONDESCRIPTIONEXAMPLE
ComposerIDComposer IdentifierBach
WorkNoOp./BWV/KVBWV1056
MovementNoMovement Number01
MeasRangeMeasure Rangemm001-008
PIDPerformer IdentifierYO
VersionIDVersion IdentifierV2
StemType(O)rchestra/(P)ianoOP
ReverbPresence of Reverbreverb
tismir-6-1-160-g3.jpg
Figure 3

An impression from the recording process in R4 with stereo spot microphones (two Schoeps MK4). To play synchronously with the orchestra, the performer listens to the MMO orchestral accompaniment (superimposed by click tracks) via Beyerdynamic DT 770 Pro headphones.

tismir-6-1-160-g4.png
Figure 4

Screenshot of our web-based interface with Track Switcher (Werner et al., 2017), which comprises six tracks of dry and reverberant recordings of an excerpt from Tchaikovsky’s Piano Concerto No. 1 in B Flat Minor, Op. 23, 1st movement.

tismir-6-1-160-g5.png
Figure 5

Comparison of Signal-to-Distortion-Ratio (SDR) values for the separation of piano (red) and orchestra (blue), averaged over (a) composer, (b) performer, and (c) acoustic environment. The bar plots on top indicate the results based on reverberant recordings, on the bottom dry.

DOI: https://doi.org/10.5334/tismir.160 | Journal eISSN: 2514-3298
Language: English
Submitted on: Feb 1, 2023
Accepted on: May 17, 2023
Published on: Sep 13, 2023
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2023 Yigitcan Özer, Simon Schwär, Vlora Arifi-Müller, Jeremy Lawrence, Emre Sen, Meinard Müller, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.