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相关论文: Efficient Unified Demosaicing for Bayer and Non-Ba…

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Camera sensors have color filters arranged in a mosaic layout, traditionally following the Bayer pattern. Demosaicing is a critical step camera hardware applies to obtain a full-channel RGB image. Many smartphones now have multiple sensors…

图像与视频处理 · 电气工程与系统科学 2025-07-08 SaiKiran Tedla , Abhijith Punnappurath , Luxi Zhao , Michael S. Brown

Demosaicking is standardly the first step in today's Image Signal Processing (ISP) pipeline of digital cameras. It reconstructs image RGB values from the spatially and spectrally sparse Color Filter Array (CFA) samples, which are the…

计算机视觉与模式识别 · 计算机科学 2020-04-23 Niu Yan , Jihong Ouyang

Deep learning-based image signal processor (ISP) models for mobile cameras can generate high-quality images that rival those of professional DSLR cameras. However, their computational demands often make them unsuitable for mobile settings.…

图像与视频处理 · 电气工程与系统科学 2023-05-08 Minhyeok Cho , Haechang Lee , Hyunwoo Je , Kijeong Kim , Dongil Ryu , Albert No

Polarisation Filter Array (PFA) cameras allow the analysis of light polarisation state in a simple and cost-effective manner. Such filter arrays work as the Bayer pattern for colour cameras, sharing similar advantages and drawbacks. Among…

计算机视觉与模式识别 · 计算机科学 2022-11-28 Mara Pistellato , Filippo Bergamasco , Tehreem Fatima , Andrea Torsello

The demosaicking provokes the spatial and color correlation of noise, which is afterwards enhanced by the imaging pipeline. The correct removal previous or simultaneously with the demosaicking process is not usually considered in the…

计算机视觉与模式识别 · 计算机科学 2019-01-01 Antoni Buades , Joan Duran

Denoising is one of the fundamental steps of the processing pipeline that converts data captured by a camera sensor into a display-ready image or video. It is generally performed early in the pipeline, usually before demosaicking, although…

图像与视频处理 · 电气工程与系统科学 2024-12-02 Marco Sánchez-Beeckman , Antoni Buades , Nicola Brandonisio , Bilel Kanoun

In this paper, we present new data pre-processing and augmentation techniques for DNN-based raw image denoising. Compared with traditional RGB image denoising, performing this task on direct camera sensor readings presents new challenges…

计算机视觉与模式识别 · 计算机科学 2019-08-01 Jiaming Liu , Chi-Hao Wu , Yuzhi Wang , Qin Xu , Yuqian Zhou , Haibin Huang , Chuan Wang , Shaofan Cai , Yifan Ding , Haoqiang Fan , Jue Wang

Microsatellites and drones are often equipped with digital cameras whose sensing system is based on color filter arrays (CFAs), which define a pattern of color filter overlaid over the focal plane. Recent commercial cameras have started…

图像与视频处理 · 电气工程与系统科学 2023-06-05 Matthieu Muller , Daniele Picone , Mauro Dalla Mura , Magnus O Ulfarsson

Bayer-patterned color filter array (CFA) has been the go-to solution for color image sensors. In augmented reality (AR), although color interpolation (i.e., demosaicing) of pre-demosaic RAW images facilitates a user-friendly rendering, it…

多媒体 · 计算机科学 2025-04-30 Yongxuan Han , Shengzhong Liu , Fan Wu , Guihai Chen

This paper presents a comprehensive study of applying the convolutional neural network (CNN) to solving the demosaicing problem. The paper presents two CNN models that learn end-to-end mappings between the mosaic samples and the original…

计算机视觉与模式识别 · 计算机科学 2018-02-13 Nai-Sheng Syu , Yu-Sheng Chen , Yung-Yu Chuang

Digital cameras that use Color Filter Arrays (CFA) entail a demosaicking procedure to form full RGB images. As today's camera users generally require images to be viewed instantly, demosaicking algorithms for real applications must be fast.…

计算机视觉与模式识别 · 计算机科学 2019-03-27 Yan Niu , Jihong Ouyang , Wanli Zuo , Fuxin Wang

Pixel binning is considered one of the most prominent solutions to tackle the hardware limitation of smartphone cameras. Despite numerous advantages, such an image sensor has to appropriate an artefact-prone non-Bayer colour filter array…

计算机视觉与模式识别 · 计算机科学 2021-04-20 SMA Sharif , Rizwan Ali Naqvi , Mithun Biswas

The emergence of the single-chip polarized color sensor now allows for simultaneously capturing chromatic and polarimetric information of the scene on a monochromatic image plane. However, unlike the usual camera with an embedded…

计算机视觉与模式识别 · 计算机科学 2021-04-14 Sijia Wen , Yinqiang Zheng , Feng Lu

Pixel binning based Quad sensors have emerged as a promising solution to overcome the hardware limitations of compact cameras in low-light imaging. However, binning results in lower spatial resolution and non-Bayer CFA artifacts. To address…

计算机视觉与模式识别 · 计算机科学 2023-03-27 Haijin Zeng , Kai Feng , Jiezhang Cao , Shaoguang Huang , Yongqiang Zhao , Hiep Luong , Jan Aelterman , Wilfried Philips

Color artifacts of demosaicked images are often found at contours due to interpolation across edges and cross-channel aliasing. To tackle this problem, we propose a novel demosaicking method to reliably reconstruct color channels of a Bayer…

计算机视觉与模式识别 · 计算机科学 2017-05-19 Rui Chen , Huizhu Jia , Xiange Wen , Xiaodong Xie

Compared to DSLR cameras, smartphone cameras have smaller sensors, which limits their spatial resolution; smaller apertures, which limits their light gathering ability; and smaller pixels, which reduces their signal-to noise ratio. The use…

计算机视觉与模式识别 · 计算机科学 2021-02-18 Bartlomiej Wronski , Ignacio Garcia-Dorado , Manfred Ernst , Damien Kelly , Michael Krainin , Chia-Kai Liang , Marc Levoy , Peyman Milanfar

An unfocused plenoptic light field (LF) camera places an array of microlenses in front of an image sensor in order to separately capture different directional rays arriving at an image pixel. Using a conventional Bayer pattern, data…

图像与视频处理 · 电气工程与系统科学 2022-02-23 Yung-Hsuan Chao , Haoran Hong , Gene Cheung , Antonio Ortega

A capturing system with multispectral filter array (MSFA) technology is proposed for shortening the capture time and reducing costs. Therein, a mosaicked image captured using an MSFA is demosaicked to reconstruct multispectral images…

图像与视频处理 · 电气工程与系统科学 2018-07-05 Kazuma Shinoda , Maru Kawase , Madoka Hasegawa , Masahiro Ishikawa , Hideki Komagata , Naoki Kobayashi

This paper work directly towards the improving the quality of the image for the digital cameras and other visual capturing products. In this Paper, the authors clearly defines the problems occurs in the CFA image. A different methodology…

计算机视觉与模式识别 · 计算机科学 2012-04-25 Manoj Kumar , Vikas Kaushik , Pradeep Singla

The method of a linear high dynamic range imaging using solid-state photosensors with Bayer colour filters array is provided in this paper. Using information from neighbour pixels, it is possible to reconstruct linear images with wide…

计算机视觉与模式识别 · 计算机科学 2008-03-24 Mikhail V. Konnik
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