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Advanced conjugate gradient technique for image restoration | ||
| Computational Methods for Differential Equations | ||
| مقالات آماده انتشار، پذیرفته شده، انتشار آنلاین از تاریخ 15 فروردین 1405 اصل مقاله (1.29 M) | ||
| نوع مقاله: Research Paper | ||
| شناسه دیجیتال (DOI): 10.22034/cmde.2026.70442.3504 | ||
| نویسندگان | ||
| Basim Abbas Hassan* 1؛ SAIF A. HUSSEIN2؛ AYAD ABDULAZIZ MAHMOOD3 | ||
| 1Department of Mathematics, College of Computers Sciences and Mathematics University of Mosul, IRAQ | ||
| 2Mathematics | ||
| 3math. | ||
| چکیده | ||
| In this study, a novel conjugate coefficient that is especially intended to address picture restoration issues is presented within the context of the conjugate gradient approach. Stability and dependability are ensured throughout the iterative process by the suggested method, which not only ensures global convergence but also upholds the crucial descent feature. The results of extensive numerical studies show that the new method regularly performs better than conventional tactics. Significant gains in computing efficiency and restoration accuracy are particularly evident when compared to the traditional Fletcher-Reeves (FR) conjugate gradient approach. With better performance in iteration reduction, function evaluations, and feature retention, our results show that the improved conjugate gradient approach is a reliable and efficient tool for high-quality picture reconstruction. | ||
| کلیدواژهها | ||
| Advanced Conjugate Gradient Formula؛ Convergence Analysis؛ Impulse Noise Removal in Images | ||
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آمار تعداد مشاهده مقاله: 22 تعداد دریافت فایل اصل مقاله: 51 |
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