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Volume 39 Issue 10
Oct.  2017
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CHEN Yong, ZHAN Di. Image Seamline Removal Method Based on JND Model[J]. Journal of Electronics & Information Technology, 2017, 39(10): 2404-2412. doi: 10.11999/JEIT170059
Citation: CHEN Yong, ZHAN Di. Image Seamline Removal Method Based on JND Model[J]. Journal of Electronics & Information Technology, 2017, 39(10): 2404-2412. doi: 10.11999/JEIT170059

Image Seamline Removal Method Based on JND Model

doi: 10.11999/JEIT170059
Funds:

The National Natural Science Foundation of China (60975008), The Science and Technology Research Project of Chongqing Education Committee (KJ1400434)

  • Received Date: 2017-01-16
  • Rev Recd Date: 2017-04-17
  • Publish Date: 2017-10-19
  • An efficient approach based on Just Noticeable Difference (JND) model is proposed to solve the seamline problem caused by illuminate difference. The seamline optimization method operates via a three-stage approach. In the first stage, the image is transformed into Hue, Saturation, Value (HSV) color space, the V weight is selected for the follow-up stage, and the width of correct region is conformed self-adaptively. The second stage is using JND model to calculate the optimize V weight. Last stage is transforming HSV into RGB to get final optimized image. Extensive experimental results using natural images indicate that the proposed method can remove the seamline efficiently. The effect of seamline removal is better even the brightness difference is great. Meanwhile, the proposed method can avoid the color cast problem caused by RGB color space.
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  • YANG L, REN Y, and ZHANG W. 3D depth image analysis for indoor fall detection of elderly people[J]. Digital Communications and Networks, 2016, 2(1): 24-34. doi: 10.1016/j.dcan.2015.12.001.
    程争刚, 张利. 一种基于无人机位姿信息的航拍图像拼接方法[J]. 测绘学报, 2016, 45(6): 698-705. doi: 10.11947/j.AGCS. 2016.20150567. CHENG Zhenggang and ZHANG Li. An aerial image mosaic method based on UAV position and attitude information[J]. Acta Geodaetica et Cartographica Sinica, 2016, 45(6): 698-705. doi: 10.11947/j.AGCS.2016.20150567.
    张宝龙, 李洪蕊, 李丹, 等. 一种针对车载全景系统的图像拼接算法的仿真[J]. 电子与信息学报, 2015, 37(5): 1149-1153. doi: 10.11999/JEIT141185.
    ZHANG Baolong, LI Hongrui, LI Dan, et al. A simulation of image mosaic algorithm based on vehicle panorama system[J]. Journal of Electronics Information Technology, 2015, 37(5): 1149-1153. doi: 10.11999/JEIT141185.
    王超, 王浩, 王伟, 等. 基于优化ROI的医学图像分割与压缩方法研究[J]. 重庆邮电大学学报自然科学版, 2015, 27(2): 279-284. doi: 10.3979/j.issn.1673-825X.2015.02.025.
    WANG Chao, WANG Hao, WANG Wei, et al. Study of optimized ROI based medical image segmentation and compression method[J]. Journal of Chongqing University of Posts and Telecommunications (Natural Science Edition), 2015, 27(2): 279-284. doi: 10.3979/j.issn.1673-825X.2015.02. 025.
    戚曹, 朱桂斌, 阳溢, 等. 基于局部自相似性的视频图像超分辨率算法[J]. 重庆邮电大学学报自然科学版, 2015, 27(5): 692-699. doi: 10.3979/j.issn.1673-825X.2015.05.019.
    QI Cao, ZHU Guibin, YANG Yi, et al. Local self-examples based video images super-resolution algorithm[J]. Journal of Chongqing University of Posts and Telecommunications (Natural Science Edition), 2015, 27(5): 692-699. doi: 10.3979/j.issn.1673-825X.2015.05.019.
    SZELISKI R. Video mosaics for virtual environments[J]. IEEE Computer Graphics Applications, 1996, 16(2): 22-30. doi: 10.1109/38.486677.
    田金炎, 段福洲, 王乐, 等. 基于Wallis 与距离权重增强的无人机影像拼接缝消除[J]. 中国图象图形学报, 2014, 19( 5) : 806-812. doi: 10.11834/jig.20140520.
    TIAN Jinyan, DUAN Fuzhou, WANG Le, et al. UAV image seam elimination method based on Wallis and distance weight enhancement[J]. Journal of Image and Graphics, 2014, 19(5): 806-812.doi: 10.11834/jig.20140520.
    SU M S, HWANG W L, and CHENG K Y. Analysis on multiresolution mosaic images[J]. IEEE Transactions on Image Processing, 2004, 13(7): 952-957. doi: 10.1109/TIP. 2004.828416.
    PALSSON F, SVEINSSON J R, ULFARSSON M O, et al. Model-based fusion of multi- and hyperspectral images using PCA and wavelets[J]. IEEE Transactions on Geoscience Remote Sensing, 2015, 53(5): 2652-2663. doi: 10.1109/TGRS. 2014.2363477.
    朱述龙, 钱曾波. 遥感影像镶嵌时拼接缝的消除方法[J]. 遥感学报, 2002, 6(3): 183-187. doi: 10.3321/j.issn:1007-4619.2002. 03.005.
    ZHU S L and QIAN Z B. The seam-line removal under mosaicking of remotely sensed images[J]. Journal of Remote Sensing, 2002, 6(3): 183-187. doi: 10.3321/j.issn:1007-4619. 2002.03.005.
    JIA J and TANG C K. Image stitching using structure deformation[J]. IEEE Transactions on Pattern Analysis Machine Intelligence, 2008, 30(4): 617-631. doi: 10.1109/ TPAMI.2007.70729.
    REZ P, GANGNET M, and BLAKE A. Poisson image editing[J]. ACM Transactions on Graphics, 2003, 22(3): 313-318. doi: 10.1145/1201775.882269.
    LI J, XU W, ZHANG J, et al. Efficient video stitching based on fast structure deformation[J]. IEEE Transactions on Cybernetics, 2015, 45(12): 2707-2719. doi: 10.1109/TCYB. 2014.2381774.
    程红, 郑悦, 孙文邦. 基于相邻像素灰度改正比的遥感图像拼接缝消除[J]. 电光与控制, 2014(5): 73-77. doi: 10.3969/j.issn. 1671-637X.2014.05.015.
    CHENG H, ZHENG Y, and SUN W B. Seamline removal for remote sensing images based on gray correction-ratio of adjoined pixels[J]. Electronics Optics Control, 2014(5): 73-77. doi: 10.3969/j.issn.1671-637X.2014.05.015.
    罗如为, 陈孝威. 低重叠度图像的拼接方法[C]. 第三届和谐人机环境联合学术会议. 济南, 2007: 186-192.
    LUO Ruwei and CHEN Xiaowei. The method of mosaicing the low overlapping images[C]. HHME: Harmonious Human Computer Environment 2007, Jinan, China, 2007: 186-192.
    YANG X K, LIN W S, LU Z K, et al. Just noticeable distortion model and its applications in video coding[J]. Signal Processing: Image Communication, 2005, 20(7): 662-680. doi: 10.1016/j.image.2005.04.001.
    SHEN J. On the foundations of vision modeling: I. Weber's law and weberized TV restoration[J]. Physica D Nonlinear Phenomena, 2003, 175(3): 241-251. doi: 10.1016/S0167-2789 (02)00734-0.
    王志芳, 刘玉红, 王颖, 等. 基于数字图像处理的人类视觉对比度分辨率限制测定[J]. 生物医学工程学杂志, 2008, 25(5): 998-1002. doi: 10.3321/j.issn:1001-5515.2008.05.004.
    WANG Zhifang, LIU Yuhong, WANG Ying, et al. Measuring the contrast resolution limits of human vision based on the modern digital image processing[J]. Journal of Biomedical Engineering, 2008, 25(5): 998-1002. doi: 10.3321/j.issn:1001- 5515.2008.05.004.
    王湘晖, 曾明. 基于视觉感知的图像增强质量客观评价算法[J]. 光电子激光, 2008, 19(2): 258-262. doi: 10.3321/j.issn: 1005-0086.2008.02.032.
    WANG Xianghui and ZENG Ming. A new metric for objectively assessing the quality of enhanced images based on human visual perception[J]. Journal of OptoelectronicsLaser, 2008, 19(2): 258-262. doi: 10.3321/j.issn:1005-00 86.2008.02.
    CHANDLER D M and HEMAMI S S. VSNR: A wavelet- based visual signal-to-noise ratio for natural images[J]. IEEE Transactions on Image Processing, 2007, 16(9): 2284-2298. doi: 10.1109/TIP.2007.901820.
    WANG Z, BOVIK A C, SHEIKH H R, et al. Image quality assessment from error visibility to structural similarity[J]. IEEE Transactions on Image Processing, 2004, 13(4): 600-612. doi: 10.1109/TIP.2003.819861.
    谢正祥, 王志芳, 熊兴良, 等. 基于视觉感知噪声模型的彩色图像质量评价和彩色图像质量最佳化[J]. 中国图象图形学报, 2010, 15(10): 1454-1464. doi: 10.11834/jig.090290.
    XIE Zhengxiang, WANG Zhifang, XIONG Xingliang, et al. Color image quality assessment based on noise model of human vision perception and color image quality optimization[J]. Journal of Image and Graphics, 2010, 15(10): 1454-1464. doi: 10.11834/jig.090290.
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