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Photo Response Non-Uniformity (PRNU) is considered the most effective trace for the image source attribution task. Its uniqueness ensures that the sensor pattern noises extracted from different cameras are strongly uncorrelated, even when…

图像与视频处理 · 电气工程与系统科学 2021-04-13 Massimo Iuliani , Marco Fontani , Alessandro Piva

Source camera identification tools assist image forensic investigators to associate an image in question with a suspect camera. Various techniques have been developed based on the analysis of the subtle traces left in the images during the…

计算机视觉与模式识别 · 计算机科学 2021-11-04 Manisha , Chang-Tsun Li , Xufeng Lin , Karunakar A. Kotegar

The photoresponse non-uniformity (PRNU) is a camera-specific pattern, widely adopted to solve multimedia forensics problems such as device identification or forgery detection. The theoretical analysis of this fingerprint customarily relies…

图像与视频处理 · 电气工程与系统科学 2022-02-28 Samuel Fernández-Menduiña , Fernando Pérez-González , Miguel Masciopinto

Camera fingerprints are precious tools for a number of image forensics tasks. A well-known example is the photo response non-uniformity (PRNU) noise pattern, a powerful device fingerprint. Here, to address the image forgery localization…

计算机视觉与模式识别 · 计算机科学 2018-08-30 Davide Cozzolino , Luisa Verdoliva

PRNU-based image processing is a key asset in digital multimedia forensics. It allows for reliable device identification and effective detection and localization of image forgeries, in very general conditions. However, performance impairs…

计算机视觉与模式识别 · 计算机科学 2020-01-20 Davide Cozzolino , Francesco Marra , Diego Gragnaniello , Giovanni Poggi , Luisa Verdoliva

iPhone portrait-mode images contain a distinctive pattern in out-of-focus regions simulating the bokeh effect, which we term Apple's Synthetic Defocus Noise Pattern (SDNP). If overlooked, this pattern can interfere with blind forensic…

计算机视觉与模式识别 · 计算机科学 2026-03-05 David Vázquez-Padín , Fernando Pérez-González , Pablo Pérez-Miguélez

The principle of Photo Response Non Uniformity (PRNU) is often exploited to deduce the identity of the smartphone device whose camera or sensor was used to acquire a certain image. In this work, we design an algorithm that perturbs a face…

计算机视觉与模式识别 · 计算机科学 2020-09-21 Sudipta Banerjee , Arun Ross

Photo Response Non-Uniformity (PRNU) based camera attribution is an effective method to determine the source camera of visual media (an image or a video). To apply this method, images or videos need to be obtained from a camera to create a…

多媒体 · 计算机科学 2019-09-11 Samet Taspinar , Manoranjan Mohanty , Nasir Memon

In the field of forensic imaging, it is important to be able to extract a 'camera fingerprint' from one or a small set of images known to have been taken by the same camera. Ideally, that fingerprint would be used to identify an individual…

图像与视频处理 · 电气工程与系统科学 2023-03-29 Fernando Martin-Rodriguez

This communication is about an application of image forensics where we use camera sensor fingerprints to identify source camera (SCI: Source Camera Identification) in webcam/smartphone videos. Sensor or camera fingerprints are based on…

图像与视频处理 · 电气工程与系统科学 2022-01-28 Fernando Martín-Rodríguez , Fernando Isasi-de-Vicente

Forensic analyses of digital images rely heavily on the traces of in-camera and out-camera processes left on the acquired images. Such traces represent a sort of camera fingerprint. If one is able to recover them, by suppressing the…

计算机视觉与模式识别 · 计算机科学 2018-08-28 Davide Cozzolino , Luisa Verdoliva

The PNU is an essential and reliable tool to perform SCI and, during the years, became a standard de-facto for this task in the forensic field. In this paper, we show that, although strategies exist that aim to cancel, modify, replace the…

图像与视频处理 · 电气工程与系统科学 2020-08-31 Andrea Bruno , Giuseppe Cattaneo , Paola Capasso

In the era of AIGC, the fast development of visual content generation technologies, such as diffusion models, bring potential security risks to our society. Existing generated image detection methods suffer from performance drop when faced…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Zheling Meng , Bo Peng , Jing Dong , Tieniu Tan

Photo Response Non-Uniformity (PRNU) based source camera attribution is an effective method to determine the origin camera of visual media (an image or a video). However, given that modern devices, especially smartphones, capture images,…

多媒体 · 计算机科学 2020-04-21 Samet Taspinar , Manoranjan Mohanty , Nasir Memon

We assess the variability of PRNU-based camera fingerprints with mismatched imaging pipelines (e.g., different camera ISP or digital darkroom software). We show that camera fingerprints exhibit non-negligible variations in this setup, which…

图像与视频处理 · 电气工程与系统科学 2020-10-13 Sharad Joshi , Pawel Korus , Nitin Khanna , Nasir Memon

Camera fingerprints based on sensor PhotoResponse Non-Uniformity (PRNU) have gained broad popularity in forensic applications due to their ability to univocally identify the camera that captured a certain image. This fingerprint of a given…

图像与视频处理 · 电气工程与系统科学 2020-02-27 Samuel Fernández-Menduiña , Fernando Pérez-González

Patch-Match is an efficient algorithm used for structural image editing and available as a tool on popular commercial photo-editing software. The tool allows users to insert or remove objects from photos using information from similar scene…

图像与视频处理 · 电气工程与系统科学 2019-07-01 Ahmet Karaküçük , Ahmet Emir Dirik

Source device identification is an important topic in image forensics since it allows to trace back the origin of an image. Its forensics counter-part is source device anonymization, that is, to mask any trace on the image that can be…

多媒体 · 计算机科学 2021-10-19 Francesco Picetti , Sara Mandelli , Paolo Bestagini , Vincenzo Lipari , Stefano Tubaro

Image sensors are integral to a wide range of safety- and security-critical systems, including surveillance infrastructure, autonomous vehicles, and industrial automation. These systems rely on the integrity of visual data to make…

密码学与安全 · 计算机科学 2025-07-11 Youqian Zhang , Xinyu Ji , Zhihao Wang , Qinhong Jiang

Artificial Intelligence (AI) tools have become incredibly powerful in generating synthetic images. Of particular concern are generated images that resemble photographs as they aspire to represent real world events. Synthetic photographs may…

计算机与社会 · 计算机科学 2024-08-14 Melanie Mathys , Marco Willi , Raphael Meier
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