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Heartbeat β PASCAL Classifying Heart Sounds Challenge 2011 (CHSC2011)
Heart sound recordings collected for the PASCAL Classifying Heart Sounds Challenge 2011, organized by Peter Bentley (UCL), Glenn Nordehn, Miguel Coimbra and Shie Mannor.
Source: http://peterjbentley.com/heartchallenge/index.html
Contents
Dataset A β 176 files (WAV), classes: normal / murmur / extra heart sound / artifact
| File | Size | Files | Description |
|---|---|---|---|
Atraining_normal.zip |
~14 MB | 31 | Normal, healthy heart sounds ("lub dub" pattern) |
Atraining_murmur.zip |
~17.3 MB | 34 | Heart murmurs (whooshing/turbulent noise between lubβdub or dubβlub) |
Atraining_extrahs.zip |
~6.9 MB | 19 | Extra heart sounds ("lub-lub dub" / "lub dub-dub") |
Atraining_artifact.zip |
~22.5 MB | 40 | Artifacts: feedback, speech, music, noise β no discernible heart sounds |
Aunlabelledtest.zip |
~24.6 MB | 52 | Unlabelled test set |
Atraining_normal_seg.csv |
β | β | Segmentation data: locations of S1 and S2 sounds in Atraining_normal (updated 23 March 2012) |
Dataset B β 656 files (WAV), classes: normal / murmur / extrasystole (+ noisy variants)
| File | Size | Files | Description |
|---|---|---|---|
Btraining_normal.zip |
~13.8 MB | 320 | Normal heart sounds; includes Btraining_noisynormal/ subdirectory (noisy normal) |
Btraining_murmur.zip |
~5.3 MB | 95 | Heart murmurs; includes Btraining_noisymurmur/ subdirectory (noisy murmur) |
Btraining_extrasystole.zip |
~1.9 MB | 46 | Extrasystole: occasional out-of-rhythm extra/skipped beats |
Bunlabelledtest.zip |
~9.2 MB | 195 | Unlabelled test set |
Btraining_normal_seg.csv |
β | β | Segmentation data: locations of S1 and S2 sounds in Btraining_normal |
Evaluation
Evaluation.zipβ evaluation scripts plus full details of the metrics and test procedure for measuring method effectiveness.
Recordings are 1β30 seconds long. Most heart-sound information is in low frequencies; the challenge authors recommend a 195 Hz low-pass filter as common preprocessing.
The same data is also available from the source page in AIF format; only the WAV versions are mirrored here.
The challenges
- Challenge 1: segment the audio files in
Atraining_normal.zipandBtraining_normal.zipusing the provided training segmentations. - Challenge 2: correctly label the sounds in
Aunlabelledtest.zipandBunlabelledtest.zip.
Citation
If you use this data, please cite:
@misc{pascal-chsc-2011,
author = "Bentley, P. and Nordehn, G. and Coimbra, M. and Mannor, S.",
title = "The {PASCAL} {C}lassifying {H}eart {S}ounds {C}hallenge 2011 {(CHSC2011)} {R}esults",
howpublished = "http://www.peterjbentley.com/heartchallenge/index.html"
}
License / provenance
Files are mirrored from the public challenge page above. Please respect the original terms of the challenge and cite the work as requested.
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