The Library
Random subspace method for source camera identification
Tools
Tools
Tools
Li, Ruizhe, Kotropoulos, Constantine, Li, Chang-Tsun and Guan, Yu (2015) Random subspace method for source camera identification. In: 2015 IEEE 25th International Workshop on Machine Learning for Signal Processing (MLSP), Boston, MA, 17-20 Sep 2015. Published in: 2015 IEEE 25th International Workshop on Machine Learning for Signal Processing (MLSP) pp. 1-5. doi:10.1109/MLSP.2015.7324339
Research output not available from this repository.
Request-a-Copy directly from author or use local Library Get it For Me service.
Official URL: http://dx.doi.org/10.1109/MLSP.2015.7324339
Abstract
Sensor pattern noise is an inherent fingerprint of imaging devices, which has been widely used for source camera identification, image classification, and forgery detection. In a previous work, we proposed a feature extraction method based on the principal component analysis denoising concept, which can enhance the performance of conventional SPN extraction methods. However, this method is vulnerable, because the training samples are seriously affected by the image content. Accordingly, it is difficult to train a reliable feature extractor by using such a training set. To address this problem, a camera identification framework based on the random subspace method and majority voting is proposed in this work. The experimental results show that the proposed solution can suppress the interference from scene details and enhance the performance in terms of the receiver operating characteristic curve.
| Item Type: | Conference Item (Paper) | ||||||
|---|---|---|---|---|---|---|---|
| Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||||
| Journal or Publication Title: | 2015 IEEE 25th International Workshop on Machine Learning for Signal Processing (MLSP) | ||||||
| Book Title: | 2015 IEEE 25th International Workshop on Machine Learning for Signal Processing (MLSP) | ||||||
| Official Date: | 2015 | ||||||
| Dates: |
|
||||||
| Page Range: | pp. 1-5 | ||||||
| DOI: | 10.1109/MLSP.2015.7324339 | ||||||
| Status: | Peer Reviewed | ||||||
| Publication Status: | Published | ||||||
| Conference Paper Type: | Paper | ||||||
| Title of Event: | 2015 IEEE 25th International Workshop on Machine Learning for Signal Processing (MLSP) | ||||||
| Type of Event: | Workshop | ||||||
| Location of Event: | Boston, MA | ||||||
| Date(s) of Event: | 17-20 Sep 2015 |
Request changes or add full text files to a record
Repository staff actions (login required)
 |
View Item |
