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The widespread accessibility and ease of use of additive manufacturing (AM), widely recognized as 3D printing, has put Intellectual Property (IP) at great risk of theft. As 3D printers emit acoustic and magnetic signals while printing, the…

密码学与安全 · 计算机科学 2024-11-19 Amirhossein Jamarani , Yazhou Tu , Xiali Hei

The 3D printing market has experienced significant growth in recent years, with an estimated revenue of 15 billion USD for 2025. Cyber-attacks targeting the 3D printing process whether through the machine itself, the supply chain, or the…

密码学与安全 · 计算机科学 2026-02-03 Seyed Ali Ghazi Asgar , Narasimha Reddy

This study presents an open source method for detecting 3D printing anomalies by comparing images of printed layers from a stationary monocular camera with G-code-based reference images of an ideal process generated with Blender, a physics…

计算机视觉与模式识别 · 计算机科学 2021-11-05 Aliaksei Petsiuk , Joshua M. Pearce

The central security issue of outsourced 3D printing (aka AM: Additive Manufacturing), an industry that is expected to dominate manufacturing, is the protection of the digital design (containing the designers' model, which is their…

密码学与安全 · 计算机科学 2025-09-24 Aleksandr Dolgavin , Jacob Gatlin , Moti Yung , Mark Yampolskiy

In the context of hardware trust and assurance, reverse engineering has been often considered as an illegal action. Generally speaking, reverse engineering aims to retrieve information from a product, i.e., integrated circuits (ICs) and…

The paper describes an open source computer vision-based hardware structure and software algorithm, which analyzes layer-wise the 3-D printing processes, tracks printing errors, and generates appropriate printer actions to improve…

计算机视觉与模式识别 · 计算机科学 2021-06-22 Aliaksei L. Petsiuk , Joshua M. Pearce

Increasing malicious users have sought practices to leverage 3D printing technology to produce unlawful tools in criminal activities. Current regulations are inadequate to deal with the rapid growth of 3D printers. It is of vital importance…

计算机视觉与模式识别 · 计算机科学 2018-08-06 Zhe Li , Xiaolong Ma , Hongjia Li , Qiyuan An , Aditya Singh Rathore , Qinru Qiu , Wenyao Xu , Yanzhi Wang

Printer fingerprinting techniques have long played a critical role in forensic applications, including the tracking of counterfeiters and the safeguarding of confidential information. The rise of 3D printing technology introduces…

密码学与安全 · 计算机科学 2025-02-04 Canran Wang , Jinwen Wang , Mi Zhou , Vinh Pham , Senyue Hao , Chao Zhou , Ning Zhang , Netanel Raviv

The continued adoption of Additive Manufacturing technologies is raising concerns in the security, forensics, and intelligence gathering communities. These concerns range from identifying and mitigating compromised devices, to theft of…

密码学与安全 · 计算机科学 2019-01-23 Daniel Bradford Miller , Jacob Gatlin , William Bradley Glisson , Mark Yampolskiy , Jeffrey Todd McDonald

Examining the authenticity of images has become increasingly important as manipulation tools become more accessible and advanced. Recent work has shown that while CNN-based image manipulation detectors can successfully identify…

计算机视觉与模式识别 · 计算机科学 2023-06-27 Hailey Joren , Otkrist Gupta , Dan Raviv

Three-dimensional (3D) printing's accessibility enables rapid manufacturing but also poses security risks, such as the unauthorized production of untraceable firearms and prohibited items. To ensure traceability and accountability,…

信息论 · 计算机科学 2025-08-07 Junsheng Liu , Netanel Raviv

Automatic defect detection for 3D printing processes, which shares many characteristics with change detection problems, is a vital step for quality control of 3D printed products. However, there are some critical challenges in the current…

计算机视觉与模式识别 · 计算机科学 2023-08-04 Yushuo Niu , Ethan Chadwick , Anson W. K. Ma , Qian Yang

Human beings cannot be happy with any kind of tiredness based work, so they focused on machines to work on behalf of humans. The Internet-based latest technology provides the platforms for human beings to relax and unburden feeling. The…

网络与互联网体系结构 · 计算机科学 2017-08-16 Muhammad Bilal

Reverse engineering can be used to derive a 3D model of an existing physical part when such a model is not readily available. For parts that will be fabricated with subtractive and formative manufacturing processes, existing reverse…

计算工程、金融与科学 · 计算机科学 2026-03-24 Jannatul Bushra , Md Habibor Rahman , Mohammed Shafae , Hannah D. Budinoff

Additive Manufacturing (AM, or 3D printing) is a novel manufacturing technology that is being adopted in industrial and consumer settings. However, the reliance of this technology on computerization has raised various security concerns. In…

密码学与安全 · 计算机科学 2017-05-19 Sofia Belikovetsky , Yosef Solewicz , Mark Yampolskiy , Jinghui Toh , Yuval Elovici

Nowadays, every organization might be attacked through its network printers. The malicious exploitation of printing protocols is a dangerous and underestimated threat against every printer today, as highlighted by recent published…

密码学与安全 · 计算机科学 2018-06-29 Asaf Hecht , Adi Sagi , Yuval Elovici

Precise 3D measurements of rigid surfaces are desired in many fields of application like quality control or surgery. Often, views from all around the object have to be acquired for a full 3D description of the object surface. We present a…

光学 · 物理学 2014-01-10 Oliver Arold , Svenja Ettl , Florian Willomitzer , Gerd Häusler

Designers use third-party intellectual property (IP) cores and outsource various steps in the integrated circuit (IC) design and manufacturing flow. As a result, security vulnerabilities have been rising. This is forcing IC designers and…

密码学与安全 · 计算机科学 2023-03-07 Hammond Pearce , Ramesh Karri , Benjamin Tan

In recent years, printable graphical codes have attracted a lot of attention enabling a link between the physical and digital worlds, which is of great interest for the IoT and brand protection applications. The security of printable codes…

密码学与安全 · 计算机科学 2019-03-19 Olga Taran , Slavi Bonev , Slava Voloshynovskiy

Deep neural networks used for human detection are highly vulnerable to adversarial manipulation, creating safety and privacy risks in real surveillance environments. Wearable attacks offer a realistic threat model, yet existing approaches…

计算机视觉与模式识别 · 计算机科学 2025-12-16 Dingkun Zhou , Patrick P. K. Chan , Hengxu Wu , Shikang Zheng , Ruiqi Huang , Yuanjie Zhao
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