一级黄色片免费播放|中国黄色视频播放片|日本三级a|可以直接考播黄片影视免费一级毛片

高級搜索

留言板

尊敬的讀者、作者、審稿人, 關(guān)于本刊的投稿、審稿、編輯和出版的任何問題, 您可以本頁添加留言。我們將盡快給您答復(fù)。謝謝您的支持!

姓名
郵箱
手機(jī)號碼
標(biāo)題
留言內(nèi)容
驗(yàn)證碼

基于多尺度分解的k鄰域隨機(jī)查找快速圖像修復(fù)

廖斌 蘇濤 劉斌

廖斌, 蘇濤, 劉斌. 基于多尺度分解的k鄰域隨機(jī)查找快速圖像修復(fù)[J]. 電子與信息學(xué)報, 2015, 37(9): 2097-2102. doi: 10.11999/JEIT150033
引用本文: 廖斌, 蘇濤, 劉斌. 基于多尺度分解的k鄰域隨機(jī)查找快速圖像修復(fù)[J]. 電子與信息學(xué)報, 2015, 37(9): 2097-2102. doi: 10.11999/JEIT150033
Liao Bin, Su Tao, Liu Bin. Multi-scale Decomposition Based k-nearest-neighbor Random Search for Fast Image Completion[J]. Journal of Electronics & Information Technology, 2015, 37(9): 2097-2102. doi: 10.11999/JEIT150033
Citation: Liao Bin, Su Tao, Liu Bin. Multi-scale Decomposition Based k-nearest-neighbor Random Search for Fast Image Completion[J]. Journal of Electronics & Information Technology, 2015, 37(9): 2097-2102. doi: 10.11999/JEIT150033

基于多尺度分解的k鄰域隨機(jī)查找快速圖像修復(fù)

doi: 10.11999/JEIT150033
基金項(xiàng)目: 

國家自然科學(xué)基金(61300125, 61471160)

Multi-scale Decomposition Based k-nearest-neighbor Random Search for Fast Image Completion

  • 摘要: 該文提出一種基于多尺度分解的k鄰域隨機(jī)查找快速圖像修復(fù)方法?;陔p邊濾波下采樣分解圖像,從圖像最粗糙層開始,對每一粗糙層采用基于最小堆的k鄰域隨機(jī)查找算法快速搜索最佳匹配塊,利用魯棒優(yōu)先級函數(shù)確定下一待修復(fù)塊。每一粗糙層修復(fù)后用雙邊濾波上采樣重建下一粗糙層,迭代得到最終的修復(fù)結(jié)果。與相關(guān)工作比較,所提方法的修復(fù)結(jié)果能夠保持圖像的細(xì)節(jié)和邊緣信息,取得更高的修復(fù)質(zhì)量。利用客觀指標(biāo)評價修復(fù)結(jié)果。實(shí)驗(yàn)結(jié)果表明該方法有效易行,修復(fù)的圖像具有良好的可視效果。
  • He Kai-ming and Sun Jian. Image completion approaches using the statistics of similar patches[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2014, 36(12): 2423-2435.
    許建樓, 馮象初, 郝巖. 改進(jìn)的TV-Stokes圖像修復(fù)模型及其算法[J]. 電子與信息學(xué)報, 2012, 34(5): 1142-1147.
    Xu Jian-lou, Feng Xiang-chu, and Hao Yan. Improved TV-Stokes model and algorithm for image inpainting[J]. Journal of Electronics Information Technology, 2012, 34(5): 1142-1147.
    Guillemot C and Le Meur O. Image inpainting: overview and recent advances[J]. IEEE Signal Processing Magazine, 2014, 31(1): 127-144.
    Criminisi A, Prez P, and Toyama K. Region filling and object removal by exemplar-based image inpainting[J]. IEEE Transactions on Image Processing, 2004, 13(9): 1200-1212.
    Sun Jian, Yuan Lu, Jia Jia-ya, et al.. Image completion with structure propagation[J]. ACM Transactions on Graphic, 2005, 24(3): 861-868.
    Wexler Y, Shechtman E, and Irani M. Space-time completion of video[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2007, 29(3): 463-476.
    白鍵, 馮象初, 王旭東. 圖像分解的多尺度變分模型[J]. 電子與信息學(xué)報, 2013, 35(5): 1190-1195.
    Bai Jian, Feng Xiang-chu, and Wang Xu-dong. A multiscale variational model for image decomposition[J]. Journal of Electronics Information Technology, 2013, 35(5): 1190-1195.
    Barnes C, Goldman D B, Shechtman E, et al.. The PatchMatch randomized matching algorithm for image manipulation[J]. Communications of the ACM, 2011, 54(11): 103-110.
    Zheng E, Dunn E, Jojic V, et al.. PatchMatch based joint view selection and depthmap estimation[C]. Computer Vision and Pattern Recognition (CVPR), Ohio, 2014: 1510-1517.
    Cozzolino D, Poggi G, and Verdoliva L. Copy-move forgery detection based on PatchMatch[C]. IEEE International Conference on Image Processing (ICIP), Paris, 2014: 5312-5316.
    He Kai-ming and Sun Jian. Computing nearest-neighbor fields via Propagation-Assisted KD-Trees[C]. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Judith, 2012: 111-118.
    Gieseke F, Heinermann J, Oancea C, et al.. Buffer k-d trees: processing massive nearest neighbor queries on GPUs[C]. Proceedings of the 31st International Conference on Machine Learning, Beijing, 2014: 172-180.
    Zhang H, Berg A C, Maire M, et al.. SVM-KNN: discriminative nearest neighbor classification for visual category recognition[C]. IEEE Computer Society Conference on Computer Vision and Pattern Recognition, New York, 2006: 2126-2136.
    Ran Ling-qiang and Meng Xiang-xu. Fast seam carving using Gaussian pyramid[C]. Intelligent Human-Machine Systems and Cybernetics (IHMSC), Hangzhou, 2014: 59-63.
    Ren Shuai, Lei Jing-xiang, Zhang Tao, et al.. Research of high performance information hiding scheme based on Gaussian pyramid and CARDBAL2 multi-wavelet for secret communication[J]. International Journal of Applied Mathematics and Statistics, 2014, 52(6): 234-251.
    Yang Q, Tan K H, and Ahuja N. Real-time O(1) bilateral filtering[C]. IEEE Conference on Computer Vision and Pattern Recognition, Florida, 2009: 557-564.
  • 加載中
計量
  • 文章訪問數(shù):  1495
  • HTML全文瀏覽量:  111
  • PDF下載量:  708
  • 被引次數(shù): 0
出版歷程
  • 收稿日期:  2015-01-06
  • 修回日期:  2015-04-08
  • 刊出日期:  2015-09-19

目錄

    /

    返回文章
    返回