Application of Improved Image Hash Algorithm in Image Tamper Detection
Title | Application of Improved Image Hash Algorithm in Image Tamper Detection |
Publication Type | Conference Paper |
Year of Publication | 2018 |
Authors | Deng, Juan, Zhou, Bing, Shi, YiLiang |
Conference Name | 2018 International Conference on Intelligent Transportation, Big Data Smart City (ICITBS) |
Keywords | Annular Segmentation, Big Data, compositionality, compressed sensing, Conferences, cryptography, detection, feature extraction, hash algorithm, hash algorithms, hash value, image, image hashing technique, image segmentation, image tamper detection, image tampering detection, improved image hashing algorithm, measurement vector, pubcrawl, random vector, resilience, Resiliency, ring region, ring segment, ring segmentation, ROC curve, smart cities, Transportation |
Abstract | In order to study the application of improved image hashing algorithm in image tampering detection, based on compressed sensing and ring segmentation, a new image hashing technique is studied. The image hash algorithm based on compressed sensing and ring segmentation is proposed. First, the algorithm preprocesses the input image. Then, the ring segment is used to extract the set of pixels in each ring region. These aggregate data are separately performed compressed sensing measurements. Finally, the hash value is constructed by calculating the inner product of the measurement vector and the random vector. The results show that the algorithm has good perceived robustness, uniqueness and security. Finally, the ROC curve is used to analyze the classification performance. The comparison of ROC curves shows that the performance of the proposed algorithm is better than FM-CS, GF-LVQ and RT-DCT. |
URL | https://ieeexplore.ieee.org/document/8332848/ |
DOI | 10.1109/ICITBS.2018.00164 |
Citation Key | deng_application_2018 |
- image tamper detection
- Transportation
- smart cities
- ROC curve
- ring segmentation
- ring segment
- ring region
- Resiliency
- resilience
- random vector
- pubcrawl
- measurement vector
- improved image hashing algorithm
- image tampering detection
- Annular Segmentation
- image segmentation
- image hashing technique
- image
- hash value
- hash algorithms
- hash algorithm
- feature extraction
- detection
- Cryptography
- Conferences
- compressed sensing
- Compositionality
- Big Data