License(s): Creative Commons Attribution Share-Alike 4.0 (CC BY-SA 4.0)

0 Introduction

The datasets are stored in HDF5 files, with each file containing 20,000 upgoing and downgoing labels for a size of 128x128, or 40,000 labels for a size of 128x48. The dataset and code can be downloaded from Google Drive. In the HDF5 files, the patche order has been randomly shuffled. Using HDF5 VirtualLayout, a virtual file is generated to merge all sub-files for model training.

1 Convolutional seismic datasets

Number of label pairs	Patch size	Upgoing example	Downgoing example	Download
822448	128x128			Google Drive

2 Wave equation simulation

2.1 VSP

Eqution：Acoustic wave； Ricker wavelet

Time Sampling Rate: 1ms 2ms 4ms

Spatial Sampling Rate: 1m 5m 10m 20m

Model (Number of velocity models)	Number of label pairs	Patch size	Upgoing examples	Downgoing examples	Download
BP (2)	486200	128x128			Google Drive
SEAM (2)	732774	128x128			Google Drive
Marmousi (3)	1279434	128x128			Google Drive
Sigsbee (3)	1333391	128x128			Google Drive
Hess (2)	402082	128x128			Google Drive

2.2 Surface

Eqution：Acoustic Wave and elastic wave； Ricker wavelet

Time Sampling Rate: 1ms 2ms 4ms

Spatial Sampling Rate: 2m 4m 5m 8m 10m 20m

Model (Number of velocity models)	Number of label pairs	Patch size	Upgoing examples	Downgoing examples	Download
BP (3)	566326	128x128			Google Drive
1994 BP statics(1)	349245	128x128			Google Drive
SEAM (4)	930695	128x128			Google Drive
Marmousi (5)	877704	128x128			Google Drive
Sigsbee (3, sigsbee2 is validation set)	668483	128x128			Google Drive
Hess (3)	621952	128x128			Google Drive

3 Field data

3.1 Shot gathers (VSP)

Data name	Number of label pairs	Patch size	Upgoing example	Downgoing example	Download
Cranfield 3DVS (validation set)	107823	128x48			Google Drive
TR McMillen2 2DVSP	49078	128x48			Google Drive
Private data(11 sets)	2813597	128*128			Not available
Private data(2 sets)	296660	128*48			Not available
Private data(4 sets)	1078603	128x128			Not available

3.2 Shot gathers (surface)

Data name	Number of label pairs	Patch size	Upgoing example	Downgoing example	Download
USGS (validation set)	512765	128x48			Google Drive
Private data(6 sets)	1826351	128x48			Not available
Private data(2 sets)	84567	128x128			Not available

3.3 CDP/CRP/CMP

Data name	Number of label pairs	Patch size	Upgoing example	Downgoing example	Download
Penobscot 3D (validation set)	666493	128x48			Google Drive
Private data(9 sets)	4296183	128x48			Not available

3.4 Post-stack

Data name	Number of label pairs	Patch size	Upgoing example	Downgoing example	Download
F3 Netherlands	110704	128x128			Google Drive
Waihapa-3D	249652	128x128			Google Drive
Opunake-3D	318780	128x128			Google Drive
Parihaka-3D	241902	128x128			Google Drive
Kerry-3D (validation set)	139924	128x128			Google Drive
Tui-3D	385207	128x128			Google Drive
Kahu-3D	290843	128x128			Google Drive
Waka-3D	478230	128x128			Google Drive