Inpainting Technique for Removing Vehicle Logos Using Haar-Like and Fast Marching Methods

Inpainting is the process of removing an unwanted object or region in an image without degrading the image quality. Inpainting offers a solution to problems such as repairing damaged images or removing unwanted parts of the image. In this study, we focus on the detection of brand logos in vehicle images and the removal of these regions using inpainting. The study consists of two main phases: First, the Haar-like features method is used to detect vehicle logos. Then, the detected logos are removed from the image by applying inpainting with the Fast Marching Method. As a result of the experimental studies, it was found that the methods successfully detected and removed the logos with an accuracy of 98%, and the PSNR value ranged between 25.36 dB and 25.41 dB, and the SSIM value ranged between 0.96692 and 0.96994 while maintaining the image quality. These results show that the proposed method exhibits high performance in removing vehicle logos efficiently.

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Published
2024-09-21
DOI
https://doi.org/10.1109/idap64064.2024.10711082
Primary Topic
Metal Forming Simulation Techniques
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article
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article

Inpainting Technique for Removing Vehicle Logos Using Haar-Like and Fast Marching Methods

Burhan Ergen, Ferhat Atasoy, Ömer Durmuş, Meryem Durmuş
Metal Forming Simulation Techniques
article

Inpainting Technique for Removing Vehicle Logos Using Haar-Like and Fast Marching Methods

Burhan Ergen, Ferhat Atasoy, Ömer Durmuş, Meryem Durmuş
article en

Abstract

Inpainting is the process of removing an unwanted object or region in an image without degrading the image quality. Inpainting offers a solution to problems such as repairing damaged images or removing unwanted parts of the image. In this study, we focus on the detection of brand logos in vehicle images and the removal of these regions using inpainting. The study consists of two main phases: First, the Haar-like features method is used to detect vehicle logos. Then, the detected logos are removed from the image by applying inpainting with the Fast Marching Method. As a result of the experimental studies, it was found that the methods successfully detected and removed the logos with an accuracy of 98%, and the PSNR value ranged between 25.36 dB and 25.41 dB, and the SSIM value ranged between 0.96692 and 0.96994 while maintaining the image quality. These results show that the proposed method exhibits high performance in removing vehicle logos efficiently.

Vol. 4
Fırat University (TR), Karabük University (TR), Samsun University (TR)
Openalex Percentile: Top 82%
Metal Forming Simulation Techniques
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Inpainting Technique for Removing Vehicle Logos Using Haar-Like and Fast Marching Methods — Burhan Ergen, Ferhat Atasoy, et al. · (2024) | TGRS Research Map | TGRS