Downloads provided by UsageCounts
Overview The dataset provides (soft) segmentation/delineation masks for the PTB-XL ECG dataset. The underlying original dataset (v1.0.1) is available from PhysioNet (doi.org/10.13026/kfzx-aw45) For further details on the orginal dataset, consult the dataset descriptor (Wagner, P., Strodthoff, N., Bousseljot, RD. et al. PTB-XL, a large publicly available electrocardiography dataset. Sci Data 7, 154 (2020). https://doi.org/10.1038/s41597-020-0495-6). Dataset The dataset was obtained by training a U-net segmentation model using ECGDeli (Pilia, N., Nagel, C., et al. ECGdeli - An open source ECG delineation toolbox for MATLAB. SoftwareX 13, 100639 (2021). https://doi.org/10.1016/j.softx.2020.100639.). as initial labels increased by adding intermediate segments. Details on the model architecture will be described in a forthcoming article (Wagner, P., Mehari, T. et al.). Dataset format In the folder ptbxl_segmentations_8bit, we provide files in numpy format (8 bit unsigned integer) with filenames corresponding to the ECG ID of the corresponding sample in PTB-XL. Each file contains an array of shape 1000x12x24, where the first axis corresponds to time steps in the sequence (10s at 100 Hz), the second refers to the 12 ECG leads (['I', 'II', 'III', 'aVR', 'aVL', 'aVF', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6']) and the third axis refers to ['P-Onset', '(p', 'P-Peak', 'p)', 'P-Offset', 'pq', 'QRS-Onset', '(q', 'Q-Peak', 'qr', 'R-Peak', 'rs', 'S-Peak', 'q)', 'QRS-Offset', 'qj', 'J-point', 'jt', 'T-Onset', '(t', 'T-Peak', 't)', 'T-Offset', 'tp']. For every time step and channel it provides a soft output distribution over the 24 output classes of the segmentation model.
delineation, ECG, segmentation
delineation, ECG, segmentation
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
| views | 66 | |
| downloads | 7 |

Views provided by UsageCounts
Downloads provided by UsageCounts