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離散小波變換耦合靜電場(chǎng)理論的圖像快速偽造檢測算法
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(1.重慶交通大學(xué) 機電與汽車(chē)工程學(xué)院,重慶 400074;2.攀枝花學(xué)院 機械工程學(xué)院,四川 攀枝花 617000)

作者簡(jiǎn)介:

劉 歡(1978-),女,四川富順人,碩士,講師,主要從事算法設計方向的研究。 [FQ)]

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四川省教育廳理工科重點(diǎn)項目(14ZA0339)。


Image Fast Forgery Detection Algorithm Based on Discrete Wavelet Transform Coupled Electrostatic Field Theory
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(1.College of Mechatronics and Automotive Engineering, Chongqing Jiaotong University, Chongqing 400074,China; ;2.College of Mechanical Engineering, Panzhihua University, Panzhihua 617000, China)

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    摘要:

    為了解決當前圖像偽造檢測算法主要是在圖像空域中定位偽造區域,難以降低圖像維數,使其復雜度大;且不能有效檢測幾何變換篡改形式的偽造區域,導致其魯棒性不佳的不足,提出了離散小波變換耦合靜電場(chǎng)理論的圖像偽造檢測算法;首先,引入離散小波變換,提取偽造圖像的低頻子帶,降低圖像空間;再基于靜電場(chǎng)理論,將提取子帶映射到虛擬電場(chǎng)中,提取魯棒性較強的特征,利用Radix排序算法對特征完成重組,形成特征矩陣;最后,定義相同仿射變換,并用其處理排序矩陣,完成偽造區域檢測;實(shí)驗測試結果顯示:與當前的移動(dòng)復制偽造檢測技術(shù)相比,所提算法具有更高的定位效率與檢測精度;同時(shí)擁有較強的魯棒性,有效抗擊幾何變換篡改;該算法能夠高效精確檢測幾何變換偽造形式的圖像內容。

    Abstract:

    In order to solve the problems such as big complexity induced by difficultly reducing the image dimension mainly in the space domain for locating forged regions, and the poor robustness caused by difficultly detecting geometric transform tamper form the forged areas in current image forgery detection algorithm, the image fast forgery detection algorithm is proposed based on discrete wavelet transform coupled electrostatic field theory. Firstly, the low frequency subbands of forged images were extracted by introducing the discrete wavelet transform for reducing the image space. Then the strong robustness feature was extracted based on electrostatic field theory for mapping the extracted subbands to virtual electric field, as well as these features were ordered by Raster scanning to form feature matrix. Finally, the affine transformation was used to deal with the matrix for finishing the forgery detection. Test results show that:this algorithm had higher location efficiency and detection precision, as well as strong robustness to effectively against geometric transform tampering compared with the current move-copy forgery detection technology. This algorithm can efficiently and accurately detect the image content of forgery image with geometric transformation.

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引用本文

劉歡,劉朝濤,黃麗.離散小波變換耦合靜電場(chǎng)理論的圖像快速偽造檢測算法計算機測量與控制[J].,2016,24(3):44-47.

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  • 收稿日期:2015-09-25
  • 最后修改日期:2015-11-12
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  • 在線(xiàn)發(fā)布日期: 2016-07-27
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