A Classification Engine for Image Ballistics of Social Data

被引:43
作者
Giudice, Oliver [1 ]
Paratore, Antonino [2 ]
Moltisanti, Marco [1 ]
Battiato, Sebastiano [1 ]
机构
[1] Univ Catania, Image Proc Lab, Catania, Italy
[2] Univ Catania, Spin Off, iCTLab Srl, Catania, Italy
来源
IMAGE ANALYSIS AND PROCESSING (ICIAP 2017), PT II | 2017年 / 10485卷
关键词
Social networks; Image forensics; JPEG; Digital ballistic;
D O I
10.1007/978-3-319-68548-9_57
中图分类号
TP18 [人工智能理论];
学科分类号
140502 [人工智能];
摘要
Image Forensics has already achieved great results for the source camera identification task on images. Standard approaches for data coming from Social Network Platforms cannot be applied due to different processes involved (e.g., scaling, compression, etc.). In this paper, a classification engine for the reconstruction of the history of an image, is presented. Specifically, machine learning techniques and a-priori knowledge acquired through image analysis, we propose an automatic approach that can understand which Social Network Platform has processed an image and the software application used to perform the image upload. The engine makes use of proper alterations introduced by each platform as features. Results, in terms of global accuracy on a dataset of 2720 images, confirm the effectiveness of the proposed strategy.
引用
收藏
页码:625 / 636
页数:12
相关论文
共 24 条
[1]
Battiato S., 2009, P 1 ACM WORKSHOP MUL, P37
[2]
Multimedia Forensics: discovering the history of multimedia contents [J].
Battiato, Sebastiano ;
Giudice, Oliver ;
Paratore, Antonino .
COMPUTER SYSTEMS AND TECHNOLOGIES, COMPSYSTECH'16, 2016, :5-16
[3]
Robust Image Alignment for Tampering Detection [J].
Battiato, Sebastiano ;
Farinella, Giovanni Maria ;
Messina, Enrico ;
Puglisi, Giovanni .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2012, 7 (04) :1105-1117
[4]
Bruna AR, 2011, LECT NOTES COMPUT SC, V6978, P650, DOI 10.1007/978-3-642-24085-0_66
[5]
Image Origin Classification Based on Social Network Provenance [J].
Caldelli, Roberto ;
Becarelli, Rudy ;
Amerini, Irene .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2017, 12 (06) :1299-1308
[6]
Castiglione A., 2011, Proceedings of the 2011 Third International Conference on Intelligent Networking and Collaborative Systems (INCoS 2011), P679, DOI 10.1109/INCoS.2011.17
[7]
Photodegradation of Malachite Green by Nanostructured Bi2WO6 Visible Light-Induced Photocatalyst [J].
Chen, Yijie ;
Zhang, Yaqin ;
Liu, Chen ;
Lu, Aimin ;
Zhang, Weihua .
INTERNATIONAL JOURNAL OF PHOTOENERGY, 2012, 2012
[8]
Forensic use of photo response non-uniformity of imaging sensors and a counter method [J].
Dirik, Ahmet Emir ;
Karakucuk, Ahmet .
OPTICS EXPRESS, 2014, 22 (01) :470-482
[9]
DJPEG-LibJPEG open-source project on GITHUB, LIBJPEG OP SOURC PRO
[10]
Farid H., 2008, Tech. Rep. TR2008-638