Crowd density estimation Using Fuzzy Inference System in Monitoring CCTV
Soheil Tehranipour and Hamidreza Rashidy Kanan
Electrical Engineering Department, Qazvin Azad University, Qazvin, IRAN
{s.tehranipour, h.rashidykanan}@qiau.ac.ir
Abstract
Crowd Density Estimation is one of main method of automatic attention control to enhance security of people in public. Despite the beneficial previous works in the literature, reliable detection of number of people in a real-time platform is still a challenging issue. In this paper we focus on crowd density and people counting concentrating on automatic background subtraction and ……
In addition, temporal and spatial criteria of each frame of video have been considered to control the operator’s attention
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Violence is very often in public places such as universities and schools, shopping malls and public transport. The analysis of crowd and its densities and flows, can show potential risks and suggest appropriate actions. Therefore, there is a great interest in crowd analysis by computer-vision methods.
Automatic crowd analysis was considered by many researchers and numerous studies. A survey by Jacques and colleagues [4] have survived and classified a wide range of studies in the field of crowd analysis using machine vision techniques. To predict behavior of the crowd, many parameters can be considered and studied, for instance speed of the crowd movement, crowd density and movement of persons against the mass movement of the crowd [5]. In some studies, abnormal behavior of the crowd is recognized by presenting a model [6].
One of the most important factors to evaluate the risk in the public is the crowd density. There are many articles on different methods of crowd density estimation [3, 4, 5, 7, 8]. These methods can be divided in three categories: pixel-based, texture-based and object-based methods which will be explained in details in related works
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This fuzzy decision making system considers not only crowd density but also critical parameters such as temporal and spatial importance of crowd image as fuzzy membership functions. We consider temporal and spatial criteria due to biology concepts of attention control and so our system acts more similar to human decision making. In addition, in image processing steps of crowd density estimation, modified pixel-based methods have been used. We improved results of crowd density estimation using pixel-based method by calculating compactness of crowd using a fuzzy Inference system. Risk probability is computed in each method and resulted alarm is compared with each other. Also A simple hue, saturation, and value (HSV) histogram-based color model was used to develop our
The wavelength of light emitted by sodium light sources is made up of yellow wavelengths from 589.0 - 589.6nm so no colour version is possible. These lights may not be ideal at night time this is because, the human eye cannot function fully in the photopic state, and its colour sensitivity shifts to the scotopic night vision conditions. This phenomenon is known as the Purkinje shift. Herein lies a deficiency of our measure of light because it is based on the normal daylight sensitivity curve of the eye.
1) Read all the input images and load the images into the database. I =imread(name of the image) imshow(I) set the position of image set(gcf,"position",[1,1,500,500]) Only the position and directions of these features are stored. 2) Enhancement of the features The enhancement of the image depends upon the quality of the input image to ensure the identification and verification system.
After, the color space transformation we are going to extracts the texture vector from that image using sparse texture model. The texture vectors are represented as a set of distributions which is used to cluster the texture data using K-means clustering algorithm. Finding the number of clusters which consists set of texture distributions used to calculate TD metric. After, calculating the TD metric, the image is over segmented using SRM algorithm, which results the image being divided into large number of regions. Next, each region is independently classified as representing normal skin or lesion based on the textural contents of that region.
Big Fish follows the distant relationship between father and son after years without communication. William Bloom, without hesitation, travels to his hometown of Ashton, Alabama along with his expectant wife after receiving news of his dying father, Edward. William’s issue with his father is derived from the fanciful tales Edward has told of his life, not only to William, but the entire world. William has one goal in mind: to discover the truth. In order to fully understand his father, William must determine fact from fiction, either directly from his father and/or from other sources, allowing a heart-wrenching, yet compelling story.
The idea of local color can be found in the three locations
Racial invariance positions and sociological viewpoints on race and race contrasts in conditions and should account for the racial composition or black effect on level violence rates. Examination led in 1990 gives blended or opposite confirmation to this position, demonstrating that greater concentrations of blacks are connected to increased violence after accounting for racial differences in socioeconomic conditions. Black violent crimes is highly relevant in today’s society. Most crimes are committed by African Americans due to many factors but where are these factors taking place and who else is taking place in these crimes other than the targeted ethnicity.
When this is known to the violent person they have knowledge of that no one will fight back, schools have to be protected by a safety code, which would let them fight back in order to protect the students. Persons who are violent usually make clear signs before a shooting but
Pedestrians are menaced every minute of the days and nights by a wanton recklessness of
Therefore, preventative measures should include information on conflict management, as well, training students and faculty to watch for any warnings signs that could prevent any future shootings (Jablonski, 2008, p. 11). According to an U.S Secret Service study, about half of the attacks of thirty-seven school shootings were resolved and ended before police forces responded to the scene (“Students for Concealed” n.d.). Violence on college campuses is something that can be prevented by increasing awareness and offering training opportunities, students should take a huge role in this prevention since they have a stronger interaction with their peers more than with any other faculty of
A conventional artwork and drawing can be converted into graphic by scanning into digital form. Graphic can be categorized into two types, Bitmap Graphic and Vector Graphic. Bitmap graphic is made up of many dots arranged in matrix and specific order while Vector graphic is stored as a mathematical formula. Thus, Bitmap graphic does not require special software to read because no processing is require before displaying it. However, due to this reason, it occupies more space compared to Vector graphic and take longer time to transfer over network.
putting cameras or lockdown the main doors is good method but isn't mean that violence end it started to increase the school has new students and they create new ways to do something in
The population of this place is not crowded but most of the people have to pass by before they can go into shopping
Color scheming is not just about choosing colors that you like, but choosing likable, livable colors that produce dramatic
Because of this, locals and immigrants often flock to promising urban developments. The levels of overcrowding differ depending on factors such as housing supply and affordability, income, and immigrant concentrations (Myers & Baer, 2007). Subsequently, many cities are overwhelmed and struggle to deal with surging population sizes. Although highly populated cities bring together many different cultures and resources, they simultaneously lead to overcrowding. Overcrowding severely impacts society as it inevitably leads to many issues, including poverty, higher crime rates, and inadequate educational systems.
Visualization Regarding this, I want you to imagine a CCTV monitored playground with kids playing on it. Although some people might find it creepy that someone is watching them, picture out the sense of security provided by the CCTVs to the parents of these children. Now, let’s look at the bigger picture. Visualize the country where every intersection, road and public areas are monitored by CCTVs. Imagine that every road accident, crime can be recorded and all offenders can be traced and put to justice.