Radial Based Analysis of GRNN in Non-Textured Image Inpainting

机译：非纹理图像染色中GRNN的径向分析

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Image inpainting algorithms are used to restore some damaged or missing information region of an image based on the surrounding information. The method proposed in this paper applies the radial based analysis of image inpainting on GRNN. The damaged areas are first isolated from rest of the areas and then arranged by their size and then inpainted using GRNN. The training of the neural network is done using different radii to achieve a better outcome. A comparative analysis is done for different regression-based algorithms. The overall results are compared with the results achieved by the other algorithms as LS-SVM with reference to the PSNR value.

机译：图像批量算法用于基于周围信息恢复图像的一些损坏或丢失的信息区域。本文提出的方法适用于GRNN上的图像染色的基于径向分析。损坏的区域首先从区域的剩余部分隔离，然后按其尺寸排列，然后使用GRNN染色。使用不同的半径完成神经网络的培训以实现更好的结果。对不同回归的算法进行了比较分析。将整体结果与其他算法作为LS-SVM的结果进行比较，参考PSNR值。

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《IEEE International Conference on Recent Trends in Electronics, Information and Communication Technology》|2018年|1 v.|共5页
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R Karthik; Anvita Dwivedi; M. Haripriya; Rajesh Kumar M;
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中图分类 TP391.76;
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Training; Neural networks; Data models; Signal processing algorithms; Image restoration; Kernel; Support vector machines;

机译：培训;神经网络;数据模型;信号处理算法;图像恢复;内核;支持矢量机器;

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1. Application of GRNN neural network in non-texture image inpainting and restoration [J] . Alilou Vahid K., Yaghmaee Farzin Pattern recognition letters . 2015,第sepa1期

机译：GRNN神经网络在非纹理图像修复中的应用
2. Exemplar-based image inpainting using svd-based approximation matrix and multi-scale analysis [J] . Alilou Vahid K., Yaghmaee Farzin Multimedia Tools and Applications . 2017,第5期

机译：基于SVD的近似矩阵和多尺度分析的基于样本的图像修复
3. Markov random field-based image inpainting with direction structure distribution analysis for maintaining structure coherence [J] . Cheng Jixiang, Li Zhidan Signal processing . 2019,第JANa期

机译：基于马尔可夫随机场的图像修复与方向结构分布分析，保持结构一致性
4. Radial Based Analysis of GRNN in Non-Textured Image Inpainting [C] . R Karthik, Anvita Dwivedi, M. Haripriya, IEEE International Conference on Recent Trends in Electronics, Information and Communication Technology . 2018

机译：基于径向神经网络的GRNN在非纹理图像修复中的应用
5. Image Restoration Using Automatic Damaged Regions Detection and Machine Learning-Based Inpainting Technique [D] . Martin-King, Chloe Furness. 2019

机译：使用自动损坏区域检测和基于机器学习的初始技术的图像恢复
6. Global and Local Attention-Based Free-Form Image Inpainting [O] . S. M. Nadim Uddin, Yong Ju Jung 2020

机译：基于全局和局部注意的自由形式图像修复
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Radial Based Analysis of GRNN in Non-Textured Image Inpainting

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