Enhanced subsurface edge detection using a 3D integration operator

Abstract Orientation analysis is widely employed in edge and line detection and is an important step in object detection and illumination. The direct application of a 3D integration orientation operator to a seismic image is proposed to enhance efficiency and improve delineation of subsurface edges. The primary objective in doing so is to overcome the weaknesses associated with gradient operator-based edge detections, namely, noise sensitivity due to using a fixed smoothing window and orientation bias of the gradient operators. Our study shows that the application of a 3D integration operator to a seismic data volume results in more coherent edges than the gradient-based Sobel operator. In addition, the computation efficiency improves significantly in comparison to a direct 2D integration operator.

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Publication Details

Journal
The Leading Edge
Published
2024-12-01
DOI
https://doi.org/10.1190/tle43120822.1
Primary Topic
Image and Object Detection Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

Enhanced subsurface edge detection using a 3D integration operator

Jinsong Wang, Saleh Al‐Dossary
The Leading Edge
Image and Object Detection Techniques
article

Enhanced subsurface edge detection using a 3D integration operator

Jinsong Wang, Saleh Al‐Dossary
article en

Abstract

Abstract Orientation analysis is widely employed in edge and line detection and is an important step in object detection and illumination. The direct application of a 3D integration orientation operator to a seismic image is proposed to enhance efficiency and improve delineation of subsurface edges. The primary objective in doing so is to overcome the weaknesses associated with gradient operator-based edge detections, namely, noise sensitivity due to using a fixed smoothing window and orientation bias of the gradient operators. Our study shows that the application of a 3D integration operator to a seismic data volume results in more coherent edges than the gradient-based Sobel operator. In addition, the computation efficiency improves significantly in comparison to a direct 2D integration operator.

The Leading EdgeVol. 43(12)
Saudi Aramco (Saudi Arabia) (SA)
Openalex Percentile: Top 79%
Image and Object Detection Techniques
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