arXiv:2502.05425cs.CRcs.CL2025-02中稿 · publication in IEE…被引 8

为智能交通系统设计可验证版权完整性的多比特水印方案

Toward Copyright Integrity and Verifiability via Multi-Bit Watermarking for Intelligent Transportation Systems

  • 用版权信息构建多比特空间,分段分配给数据令牌实现水印嵌入
  • 实验显示水印提取准确率高、抗伪造性强,且能追踪篡改位置
  • 支持按需定制嵌入位置与比例,适合对数据安全要求高的场景

智能交通系统(ITS)利用人工智能等先进技术显著提升交通流管理效率,推动交通行业智能化发展。然而,若其数据遭篡改或伪造,将威胁公共安全并造成社会损失。为此,本文提出一种可验证版权完整性的水印方案ITSmark,具备水印提取、权限验证和篡改定位功能。该方案利用版权信息构建多比特空间,将其划分为多个段,并将这些段分配给数据令牌,下一令牌由包含版权信息的段决定,从而生成带有自定义水印的数据。为确保授权,嵌入版权时加密关键参数以生成密文数据,只有持有正确密文和私钥者才能完整提取水印。实验表明,ITSmark在数据质量、提取准确率和抗伪造性方面优于基线方法,且具备权限验证与篡改位置追踪的独特能力,保障了提取安全性和版权验证可靠性。此外,用户可按需定制水印嵌入位置与比例,提升嵌入灵活性。

原文摘要 · Abstract (English)

Intelligent transportation systems (ITS) use advanced technologies such as artificial intelligence to significantly improve traffic flow management efficiency, and promote the intelligent development of the transportation industry. However, if the data in ITS is attacked, such as tampering or forgery, it will endanger public safety and cause social losses. Therefore, this paper proposes a watermarking that can verify the integrity of copyright in response to the needs of ITS, termed ITSmark. ITSmark focuses on functions such as extracting watermarks, verifying permission, and tracing tampered locations. The scheme uses the copyright information to build the multi-bit space and divides this space into multiple segments. These segments will be assigned to tokens. Thus, the next token is determined by its segment which contains the copyright. In this way, the obtained data contains the custom watermark. To ensure the authorization, key parameters are encrypted during copyright embedding to obtain cipher data. Only by possessing the correct cipher data and private key, can the user entirely extract the watermark. Experiments show that ITSmark surpasses baseline performances in data quality, extraction accuracy, and unforgeability. It also shows unique capabilities of permission verification and tampered location tracing, which ensures the security of extraction and the reliability of copyright verification. Furthermore, ITSmark can also customize the watermark embedding position and proportion according to user needs, making embedding more flexible.

水印智能交通版权保护数据安全

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