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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

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

Demosaicking and denoising are the first steps of any camera image processing pipeline and are key for obtaining high quality RGB images. A promising current research trend aims at solving these two problems jointly using convolutional…

计算机视觉与模式识别 · 计算机科学 2019-09-11 Thibaud Ehret , Axel Davy , Pablo Arias , Gabriele Facciolo

Most digital cameras use sensors coated with a Color Filter Array (CFA) to capture channel components at every pixel location, resulting in a mosaic image that does not contain pixel values in all channels. Current research on…

计算机视觉与模式识别 · 计算机科学 2019-05-24 Ramchalam Kinattinkara Ramakrishnan , Shangling Jui , Vahid Patrovi Nia

In digital photography, two image restoration tasks have been studied extensively and resolved independently: demosaicing and super-resolution. Both these tasks are related to resolution limitations of the camera. Performing…

计算机视觉与模式识别 · 计算机科学 2018-02-20 Ruofan Zhou , Radhakrishna Achanta , Sabine Süsstrunk

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

To compose a 360 image from a rig with multiple fisheye cameras, a conventional processing pipeline first performs demosaicking on each fisheye camera's Bayer-patterned grid, then translates demosaicked pixels from the camera grid to a…

图像与视频处理 · 电气工程与系统科学 2020-06-23 Fengbo Lan , Cheng Yang , Gene Cheung , Jack Z. G. Tan

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

Color image denoising is frequently encountered in various image processing and computer vision tasks. One traditional strategy is to convert the RGB image to a less correlated color space and denoise each channel of the new space…

计算机视觉与模式识别 · 计算机科学 2022-09-20 Yiwen Shan , Dong Hu , Zhi Wang , Tao Jia

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

Denoising and demosaicking are essential yet correlated steps to reconstruct a full color image from the raw color filter array (CFA) data. By learning a deep convolutional neural network (CNN), significant progress has been achieved to…

图像与视频处理 · 电气工程与系统科学 2021-09-01 Shi Guo , Zhetong Liang , Lei Zhang

We propose a new approach for image compression in digital cameras, where the goal is to achieve better quality at a given rate by using the characteristics of a Bayer color filter array. Most digital cameras produce color images by using a…

多媒体 · 计算机科学 2009-03-16 Sang-Yong Lee , Antonio Ortega

Noise removal in the standard RGB (sRGB) space remains a challenging task, in that the noise statistics of real-world images can be different in R, G and B channels. In fact, the green channel usually has twice the sampling rate in raw data…

图像与视频处理 · 电气工程与系统科学 2024-02-14 Zhaoming Kong , Xiaowei Yang

We introduce NeRD, a new demosaicking method for generating full-color images from Bayer patterns. Our approach leverages advancements in neural fields to perform demosaicking by representing an image as a coordinate-based neural network…

计算机视觉与模式识别 · 计算机科学 2023-04-14 Tomas Kerepecky , Filip Sroubek , Adam Novozamsky , Jan Flusser

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

Medical image denoising is essential for improving the reliability of clinical diagnosis and guiding subsequent image-based tasks. In this paper, we propose a multi-scale approach that integrates anisotropic Gaussian filtering with…

图像与视频处理 · 电气工程与系统科学 2025-03-12 Arghya Pal , Sailaja Rajanala , CheeMing Ting , Raphael Phan

Compared to color images captured by conventional RGB cameras, monochrome images usually have better signal-to-noise ratio (SNR) and richer textures due to its higher quantum efficiency. It is thus natural to apply a mono-color dual-camera…

计算机视觉与模式识别 · 计算机科学 2021-08-18 Ze-Hua Sheng , Hui-Liang Shen , Bo-Wen Yao , Huaqi Zhang

Decolorization is the process to convert a color image or video to its grayscale version, and it has received great attention in recent years. An ideal decolorization algorithm should preserve the original color contrast as much as…

图形学 · 计算机科学 2014-04-23 Wei Hu , Wei Li , Fan Zhang , Qian Du

We propose a novel demosaicking method for multispectral filter arrays based on a deep convolutional neural network. The proposed method first interpolates mosaicked multispectral images utilizing a bilinear approach, then applies a…

图像与视频处理 · 电气工程与系统科学 2018-10-23 Kazuma Shinoda , Shoichiro Yoshiba , Madoka Hasegawa

A novel method of color image enhancement is proposed, in which three or four color channels of the image are transformed to one channel 2-D grayscale image. This paper describes different models of such transformations in the RGB and other…

图像与视频处理 · 电气工程与系统科学 2018-07-24 Artyom M Grigoryan , Aparna John , Sos S Agaian
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