Combating Deepfake Videos Using Blockchain and Smart Contracts

被引:147
作者
Hasan, Haya R. [1 ]
Salah, Khaled [1 ]
机构
[1] Khalifa Univ, Dept Elect & Comp Engn, Abu Dhabi 127788, U Arab Emirates
来源
IEEE ACCESS | 2019年 / 7卷
关键词
AI; deepfake; blockchain; Ethereum; smart contracts;
D O I
10.1109/ACCESS.2019.2905689
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the rise of artificial intelligence (AI) and deep learning techniques, fake digital contents have proliferated in recent years. Fake footage, images, audios, and videos (known as deepfakes) can be a scary and dangerous phenomenon and can have the potential of altering the truth and eroding trust by giving false reality. Proof of authenticity (PoA) of digital media is critical to help eradicate the epidemic of forged content. Current solutions lack the ability to provide history tracking and provenance of digital media. In this paper, we provide a solution and a general framework using Ethereum smart contracts to trace and track the provenance and history of digital content to its original source even if the digital content is copied multiple times. The smart contract utilizes the hashes of the interplanetary file system (IPFS) used to store digital content and its metadata. Our solution focuses on video content, but the solution framework provided in this paper is generic enough and can be applied to any other form of digital content. Our solution relies on the principle that if the content can be credibly traced to a trusted or reputable source, the content can then be real and authentic. The full code of the smart contract has been made publicly available at Github.
引用
收藏
页码:41596 / 41606
页数:11
相关论文
共 17 条
  • [1] [Anonymous], LAWMAKERS WARN DEEPF
  • [2] [Anonymous], 2017, 2017465 CRYPT EPRINT
  • [3] [Anonymous], 2019, SEEING IS NO LONGER
  • [4] MedRec: Using Blockchain for Medical Data Access and Permission Management
    Azaria, Asaph
    Ekblaw, Ariel
    Vieira, Thiago
    Lippman, Andrew
    [J]. PROCEEDINGS 2016 2ND INTERNATIONAL CONFERENCE ON OPEN AND BIG DATA - OBD 2016, 2016, : 25 - 30
  • [5] Biswas K, 2016, PROCEEDINGS OF 2016 IEEE 18TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS
  • [6] IEEE 14TH INTERNATIONAL CONFERENCE ON SMART CITY
  • [7] IEEE 2ND INTERNATIONAL CONFERENCE ON DATA SCIENCE AND SYSTEMS (HPCC/SMARTCITY/DSS), P1392, DOI [10.1109/HPCC-SmartCity-DSS.2016.178, 10.1109/HPCC-SmartCity-DSS.2016.0198]
  • [8] Breitinger C., 2016, MCIS 2016 P, P51
  • [9] Blockchains and Smart Contracts for the Internet of Things
    Christidis, Konstantinos
    Devetsikiotis, Michael
    [J]. IEEE ACCESS, 2016, 4 : 2292 - 2303
  • [10] Floridi L., 2018, Philosophy and Technology, V31, P317, DOI DOI 10.1007/S13347-018-0325-3