Image Posterization Using Fuzzy Logic and Bilateral Filter

02/03/2018
by   Mahmoud Afifi, et al.
0

Image posterization is converting images with a large number of tones into synthetic images with distinct flat areas and a fewer number of tones. In this technical report, we present the implementation and results of using fuzzy logic in order to generate a posterized image in a simple and fast way. The image filter is based on fuzzy logic and bilateral filtering; where, the given image is blurred to remove small details. Then, the fuzzy logic is used to classify each pixel into one of three specific categories in order to reduce the number of colors. This filter was developed during building the Specs on Face dataset in order to add a new level of difficulty to the original face images in the dataset. This filter does not hurt the human detection performance; however, it is considered a hindrance evading the face detection process. This filter can be used generally for posterizing images, especially those have a high contrast to get images with vivid colors.

READ FULL TEXT

page 4

page 8

research
08/10/2020

Improved Adaptive Type-2 Fuzzy Filter with Exclusively Two Fuzzy Membership Function for Filtering Salt and Pepper Noise

Image denoising is one of the preliminary steps in image processing meth...
research
03/13/2013

A Fuzzy Logic Approach to Target Tracking

This paper discusses a target tracking problem in which no dynamic mathe...
research
01/13/2015

An Adaptive Neuro-Fuzzy Inference System Modeling for Grid-Adaptive Interpolation over Depth Images

A suitable interpolation method is essential to keep the noise level min...
research
06/30/2010

Fuzzy Classification of Facial Component Parameters

This paper presents a novel type-2 Fuzzy logic System to define the Shap...
research
12/05/2017

What's in my closet?: Image classification using fuzzy logic

A fuzzy system was created in MATLAB to identify an item of clothing as ...
research
01/30/2023

Image Contrast Enhancement using Fuzzy Technique with Parameter Determination using Metaheuristics

In this work, we have presented a way to increase the contrast of an ima...
research
01/30/2020

A Deeper Look into Hybrid Images

Hybridimages was first introduced by Olivia et al., that produced static...

Please sign up or login with your details

Forgot password? Click here to reset