{"title":"Reversible Data Hiding Using Improved Gradient Based Prediction and Adaptive Histogram Bin Shifting","authors":"Ravi Uyyala, R. Pal","doi":"10.1109/SPIN48934.2020.9071246","DOIUrl":null,"url":null,"abstract":"In this paper, a novel reversible data hiding method is proposed using an improved gradient based prediction. The gradients are computed across horizontal, vertical, diagonal and anti-diagonal directions using 5 × 5 neighborhood. The final predicted value is obtained as a weighted average of two linearly predicted values in the directions of the smallest two gradients. An adaptive prediction error histogram bin shifting method is also proposed to insert either 1 bit or 2 bits in the prediction error of a pixel. It is experimentally observed that the proposed reversible data hiding technique using an improved gradient based prediction and adaptive prediction error histogram bin shifting outperforms several other existing techniques.","PeriodicalId":126759,"journal":{"name":"2020 7th International Conference on Signal Processing and Integrated Networks (SPIN)","volume":"66 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 7th International Conference on Signal Processing and Integrated Networks (SPIN)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SPIN48934.2020.9071246","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 7
Abstract
In this paper, a novel reversible data hiding method is proposed using an improved gradient based prediction. The gradients are computed across horizontal, vertical, diagonal and anti-diagonal directions using 5 × 5 neighborhood. The final predicted value is obtained as a weighted average of two linearly predicted values in the directions of the smallest two gradients. An adaptive prediction error histogram bin shifting method is also proposed to insert either 1 bit or 2 bits in the prediction error of a pixel. It is experimentally observed that the proposed reversible data hiding technique using an improved gradient based prediction and adaptive prediction error histogram bin shifting outperforms several other existing techniques.