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Proceedings ArticleDOI

Hardware software co-design of a fast bilateral filter in FPGA

TLDR
This paper provides an efficient Field Programmable Gate Array (FPGA) based implementation of an edge preserving fast bilateral filter on a hardware software co-design environment of a most recent algorithm preserving the boundaries, spikes and canyons in presence of noise.
Abstract
Bilateral filters are widely used in computer vision and digital imaging applications such as denoising, video abstraction, demosaicing, optical-flow estimation etc. to name a few. Its smoothing and edge preserving characteristics suites perfectly for image and video processing applications, yet its high computational complexity makes real-time hardware implementation a challenging task. This paper provides an efficient Field Programmable Gate Array (FPGA) based implementation of an edge preserving fast bilateral filter on a hardware software co-design environment of a most recent algorithm preserving the boundaries, spikes and canyons in presence of noise. Further, the four stage parallel pipelined architecture greatly improves the speed of operation. Moreover, our separable kernel implementation of the filtering hardware increases the speed of execution by almost five times than the traditional convolution filtering, while utilizing less hardware resource.

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Citations
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Posted Content

A Brief Survey of Recent Edge-Preserving Smoothing Algorithms on Digital Images.

TL;DR: This paper provides a concrete introduction to edge preserving filters starting from the heat diffusion equation in olden to recent eras, an overview of its numerous applications, as well as mathematical analysis, various efficient and optimized ways of implementation and their interrelationships.
Journal ArticleDOI

An Efficient FPGA Implementation of Optimized Anisotropic Diffusion Filtering of Images

TL;DR: This paper presents the FPGA implementation of an edge-preserving anisotropic diffusion filter for digital images, which completely replaced the convolution operation and implemented the same using simple arithmetic subtraction of the neighboring intensities within a kernel.
Proceedings ArticleDOI

An FPGA-Based Fully Pipelined Bilateral Grid for Real-Time Image Denoising

TL;DR: In this paper, a real-time image denoising system using an FPGA based on the bilateral grid (BG) is proposed, where a 2D image consisting of x- and y-axes is projected onto a 3D space called a "grid", which consists of axes that correlate to the x-component, y-component and intensity value of the input image.
Patent

Edge-aware spatio-temporal filtering and optical flow estimation in real time

TL;DR: In this paper, an approach for edge-aware spatio-temporal filtering is presented, which estimates a sparse optical flow from the guiding video sequence using a novel binary feature descriptor integrated into the Coarse-to-fine PatchMatch method to compute a quasi-dense nearest neighbor field.
Proceedings ArticleDOI

An FPGA-Based Fully Pipelined Bilateral Grid for Real-Time Image Denoising

TL;DR: In this paper, a real-time image denoising system using an FPGA based on the bilateral grid (BG) has been proposed, where a 2D image consisting of x- and y-axes is projected onto a 3D space called a “grid, which consists of axes that correlate to the x-component, y-component and intensity value of the input image.
References
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Proceedings ArticleDOI

Fast bilateral filtering for the display of high-dynamic-range images

TL;DR: A new technique for the display of high-dynamic-range images, which reduces the contrast while preserving detail, is presented, based on a two-scale decomposition of the image into a base layer, encoding large-scale variations, and a detail layer.
Proceedings ArticleDOI

Real-time edge-aware image processing with the bilateral grid

TL;DR: A new data structure---the bilateral grid, that enables fast edge-aware image processing that parallelize the algorithms on modern GPUs to achieve real-time frame rates on high-definition video.
Journal ArticleDOI

Recursive implementation of the Gaussian filter

TL;DR: This implementation yields an infinite impulse response filter that has six MADDs per dimension independent of the value of σ in the Gaussian kernel.
Proceedings ArticleDOI

Constant time O(1) bilateral filtering

TL;DR: Three novel methods that enable bilateral filtering in constant time O(1) without sampling are presented and it is shown that Gaussian range and arbitrary spatial bilateral filters can be expressed by Taylor series as linear filter decompositions without any noticeable degradation of filter response.
Book ChapterDOI

Non-Linear Gaussian Filters Performing Edge Preserving Diffusion

TL;DR: The method uses simple non-linear modifications of Gaussian filters, thus avoiding iteration steps and convergence problems and providing excellent smoothing of fine image details without destroying the coarser structures.
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