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Lensless imaging can provide visual privacy due to the highly multiplexed characteristic of its measurements. However, this alone is a weak form of security, as various adversarial attacks can be designed to invert the one-to-many scene…

计算机视觉与模式识别 · 计算机科学 2022-11-24 Eric Bezzam , Martin Vetterli , Matthieu Simeoni

Lensless imaging seeks to replace/remove the lens in a conventional imaging system. The earliest cameras were in fact lensless, relying on long exposure times to form images on the other end of a small aperture in a darkened room/container…

图像与视频处理 · 电气工程与系统科学 2022-06-06 Eric Bezzam , Sepand Kashani , Martin Vetterli , Matthieu Simeoni

Lensless cameras replace traditional optics with thin masks, leading to highly multiplexed measurements akin to encryption. However, static masks in conventional designs leave systems vulnerable to simple attacks. This work explores the use…

图像与视频处理 · 电气工程与系统科学 2025-07-15 Eric Bezzam , Martin Vetterli

Lensless cameras, innovatively replacing traditional lenses for ultra-thin, flat optics, encode light directly onto sensors, producing images that are not immediately recognizable. This compact, lightweight, and cost-effective imaging…

计算机视觉与模式识别 · 计算机科学 2024-06-07 Xin Cai , Hailong Zhang , Chenchen Wang , Wentao Liu , Jinwei Gu , Tianfan Xue

Lensless cameras multiplex the incoming light before it is recorded by the sensor. This ability to multiplex the incoming light has led to the development of ultra-thin, high-speed, and single-shot 3D imagers. Recently, there have been…

图像与视频处理 · 电气工程与系统科学 2023-12-05 Salman S. Khan , Xiang Yu , Kaushik Mitra , Manmohan Chandraker , Francesco Pittaluga

By replacing the lens with a thin optical element, lensless imaging enables new applications and solutions beyond those supported by traditional camera design and post-processing, e.g. compact and lightweight form factors and visual…

计算机视觉与模式识别 · 计算机科学 2022-06-06 Eric Bezzam , Martin Vetterli , Matthieu Simeoni

Lensless imaging protects visual privacy by capturing heavily blurred images that are imperceptible for humans to recognize the subject but contain enough information for machines to infer information. Unfortunately, protecting visual…

计算机视觉与模式识别 · 计算机科学 2023-02-07 Thuong Nguyen Canh , Trung Thanh Ngo , Hajime Nagahara

Lensless imaging is an important and challenging problem. One notable solution to lensless imaging is a single pixel camera which benefits from ideas central to compressive sampling. However, traditional single pixel cameras require many…

计算机视觉与模式识别 · 计算机科学 2017-03-31 Guy Satat , Matthew Tancik , Ramesh Raskar

Security monitoring via ubiquitous cameras and their more extended in intelligent buildings stand to gain from advances in signal processing and machine learning. While these innovative and ground-breaking applications can be considered as…

密码学与安全 · 计算机科学 2026-05-06 Mehmet Yamac , Mete Ahishali , Nikolaos Passalis , Jenni Raitoharju , Bulent Sankur , Moncef Gabbouj

RGB camera-based surveillance systems enable human action recognition for public safety and healthcare, yet raise serious privacy concerns. Existing methods rely on post-capture algorithms, which fail to protect privacy during data…

计算机视觉与模式识别 · 计算机科学 2026-05-22 Mengyuan Liu , Ziyi Wang , Peiming Li , Junsong Yuan

Bio-inspired neuromorphic cameras sense illumination changes on a per-pixel basis and generate spatiotemporal streaming events within microseconds in response, offering visual information with high temporal resolution over a high dynamic…

信号处理 · 电气工程与系统科学 2024-03-22 Pei Zhang , Shuo Zhu , Edmund Y. Lam

Lensless cameras relax the design constraints of traditional cameras by shifting image formation from analog optics to digital post-processing. While new camera designs and applications can be enabled, lensless imaging is very sensitive to…

图像与视频处理 · 电气工程与系统科学 2025-01-22 Eric Bezzam , Stefan Peters , Martin Vetterli

Multimodal hearing aids (HAs) aim to deliver more intelligible audio in noisy environments by contextually sensing and processing data in the form of not only audio but also visual information (e.g. lip reading). Machine learning techniques…

The preservation of image privacy during storage and transmission is of paramount importance in several areas including healthcare, military, safe communication, and video conferencing. Protecting data privacy demands the use of robust…

密码学与安全 · 计算机科学 2024-09-24 Shadman R. Kareem

Mask-based lensless cameras can be flat, thin, and light-weight, which makes them suitable for novel designs of computational imaging systems with large surface areas and arbitrary shapes. Despite recent progress in lensless cameras, the…

图像与视频处理 · 电气工程与系统科学 2023-01-11 Yucheng Zheng , M. Salman Asif

Mask-based lensless imaging uses an optical encoder (e.g. a phase or amplitude mask) to capture measurements, then a computational decoding algorithm to reconstruct images. In this work, we evaluate and design lensless encoders based on the…

光学 · 物理学 2026-02-13 Leyla A. Kabuli , Henry Pinkard , Eric Markley , Clara S. Hung , Laura Waller

We develop a lensless compressive imaging architecture, which consists of an aperture assembly and a single sensor, without using any lens. An anytime algorithm is proposed to reconstruct images from the compressive measurements; the…

计算机视觉与模式识别 · 计算机科学 2015-08-17 Xin Yuan , Hong Jiang , Gang Huang , Paul Wilford

Recently, DNN models for lossless image coding have surpassed their traditional counterparts in compression performance, reducing the previous lossless bit rate by about ten percent for natural color images. But even with these advances,…

图像与视频处理 · 电气工程与系统科学 2025-07-23 Xi Zhang , Xiaolin Wu

In this paper, we propose a lensless compressive imaging architecture. The architecture consists of two components, an aperture assembly and a sensor. No lens is used. The aperture assembly consists of a two dimensional array of aperture…

计算机视觉与模式识别 · 计算机科学 2016-11-17 Gang Huang , Hong Jiang , Kim Matthews , Paul Wilford

Photography usually requires optics in conjunction with a recording device (an image sensor). Eliminating the optics could lead to new form factors for cameras. Here, we report a simple demonstration of imaging using a bare CMOS sensor that…

计算机视觉与模式识别 · 计算机科学 2018-05-23 Ganghun Kim , Kyle Isaacson , Racheal Palmer , Rajesh Menon
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