Facies-Mark: A Machine Learning Benchmark for Facies Classification

The recent interest in using deep learning for seismic interpretation tasks, such as facies classification, has been facing a significant obstacle, namely the absence of large publicly available annotated datasets for training and testing models. As a result, researchers have often resorted to annotating their own training and testing data. However, different researchers may annotate different classes, or use different train and test splits.

Dataset Files

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Documentation: 
[1] Ghassan Alregib, Yazeed Alaudah, Patrycja Michalowicz, Motaz Alfarraj, "Facies-Mark: A Machine Learning Benchmark for Facies Classification ", IEEE Dataport, 2019. [Online]. Available: http://dx.doi.org/10.21227/yxwe-d468. Accessed: May. 28, 2020.
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doi = {10.21227/yxwe-d468},
url = {http://dx.doi.org/10.21227/yxwe-d468},
author = {Ghassan Alregib; Yazeed Alaudah; Patrycja Michalowicz; Motaz Alfarraj },
publisher = {IEEE Dataport},
title = {Facies-Mark: A Machine Learning Benchmark for Facies Classification },
year = {2019} }
TY - DATA
T1 - Facies-Mark: A Machine Learning Benchmark for Facies Classification
AU - Ghassan Alregib; Yazeed Alaudah; Patrycja Michalowicz; Motaz Alfarraj
PY - 2019
PB - IEEE Dataport
UR - 10.21227/yxwe-d468
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Ghassan Alregib, Yazeed Alaudah, Patrycja Michalowicz, Motaz Alfarraj. (2019). Facies-Mark: A Machine Learning Benchmark for Facies Classification . IEEE Dataport. http://dx.doi.org/10.21227/yxwe-d468
Ghassan Alregib, Yazeed Alaudah, Patrycja Michalowicz, Motaz Alfarraj, 2019. Facies-Mark: A Machine Learning Benchmark for Facies Classification . Available at: http://dx.doi.org/10.21227/yxwe-d468.
Ghassan Alregib, Yazeed Alaudah, Patrycja Michalowicz, Motaz Alfarraj. (2019). "Facies-Mark: A Machine Learning Benchmark for Facies Classification ." Web.
1. Ghassan Alregib, Yazeed Alaudah, Patrycja Michalowicz, Motaz Alfarraj. Facies-Mark: A Machine Learning Benchmark for Facies Classification [Internet]. IEEE Dataport; 2019. Available from : http://dx.doi.org/10.21227/yxwe-d468
Ghassan Alregib, Yazeed Alaudah, Patrycja Michalowicz, Motaz Alfarraj. "Facies-Mark: A Machine Learning Benchmark for Facies Classification ." doi: 10.21227/yxwe-d468