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High-level python implementation

The Python OpenCV library exposes an API for the entire Canny edge detection algorithm. The Canny algorithm issimilar to, but more nuanced than, our algorithm, substituting our selective thresholding procedure for hysteresis. However,the end results are very similar. As is evident from Listing 5, the procedure is very straightforward.

Listing 5. python implementation of canny edge detection with opencv


Motion detection algorithm

Our motion detection algorithm compares the edges from two frames temporally separated by a small interval of time and attempts to estimate regions of the frame that exhibitmovement or motion. This process is then repeated continuously to provide a real-time visualization of the regions ofmovement in a continuous video stream. The motion detection algorithm we present is composed of the following steps:

  1. Given two frames F1 and F2 separated by a time interval of Δt, compute its edges E1 and E2.
  2. Create a strict binary difference matrix D0 between E1 and E2 whose value is high at locations at which anedge is present in frame but not the other, and low at locations at which both frames have an edge or no edge.
  3. Apply a parameter-controlled movement tolerance thresholding operation to the matrix D0 to obtainmatrix D, in order to suppress potential false positives of detected motion from incidental camera movement.

F1 and F2 are obtained by sampling frames from a continuous video stream, a task aided by the OpenCV C library.Thus, the time interval Δt will be small enough for a realtime algorithm. The edges E1 and E2 are computed with theedge detection algorithm of Section II. Below, we explore, in greater depth, the procedures for building a thresholdeddiffrence matrix and finally estimating the motion area by analyzing a spatial difference density map.

Thresholded frame-by-frame difference map

The preliminary requirement in determining areas of motion from two frames is a systematic method of determining andquantifying the differences between two frames separated by a small Δt. Intuitively, areas of motion within the time intervalΔt should exist at locations at which the difference between the two frames is large. This process is then continuouslyrepeated for every pair of input frames in order to create a realtime motion detector. In our algorithm, we quantify differenceson a binary basis using edge data from our edge detection algorithm, then determine motion locations from a thresholdeddensity map of the difference matrix D. More formally, we begin with a matrix D0 created from asimple comparison of E1 and E2. Then, for each location (i, j) in D0, a thresholded differencematrix D is created by considering a box of constant size b x b around that pixel and suppressing the value of the surroundingpixels to 0 if its value matches that at D0[i,j]. This step isdesigned to reduce false positives of motion detection arising from stray movement of the frame (e.g. camera shake). Thecomputation of D is demonstrated in Algorithm 2. The output matrix is then used as input to building a spatial differencedensity map, from which we estimate motion locations.

Questions & Answers

do you think it's worthwhile in the long term to study the effects and possibilities of nanotechnology on viral treatment?
Damian Reply
absolutely yes
how to know photocatalytic properties of tio2 nanoparticles...what to do now
Akash Reply
it is a goid question and i want to know the answer as well
characteristics of micro business
Do somebody tell me a best nano engineering book for beginners?
s. Reply
what is fullerene does it is used to make bukky balls
Devang Reply
are you nano engineer ?
fullerene is a bucky ball aka Carbon 60 molecule. It was name by the architect Fuller. He design the geodesic dome. it resembles a soccer ball.
what is the actual application of fullerenes nowadays?
That is a great question Damian. best way to answer that question is to Google it. there are hundreds of applications for buck minister fullerenes, from medical to aerospace. you can also find plenty of research papers that will give you great detail on the potential applications of fullerenes.
what is the Synthesis, properties,and applications of carbon nano chemistry
Abhijith Reply
Mostly, they use nano carbon for electronics and for materials to be strengthened.
is Bucky paper clear?
so some one know about replacing silicon atom with phosphorous in semiconductors device?
s. Reply
Yeah, it is a pain to say the least. You basically have to heat the substarte up to around 1000 degrees celcius then pass phosphene gas over top of it, which is explosive and toxic by the way, under very low pressure.
Do you know which machine is used to that process?
how to fabricate graphene ink ?
for screen printed electrodes ?
What is lattice structure?
s. Reply
of graphene you mean?
or in general
in general
Graphene has a hexagonal structure
On having this app for quite a bit time, Haven't realised there's a chat room in it.
what is biological synthesis of nanoparticles
Sanket Reply
what's the easiest and fastest way to the synthesize AgNP?
Damian Reply
types of nano material
abeetha Reply
I start with an easy one. carbon nanotubes woven into a long filament like a string
many many of nanotubes
what is the k.e before it land
what is the function of carbon nanotubes?
I'm interested in nanotube
what is nanomaterials​ and their applications of sensors.
Ramkumar Reply
what is nano technology
Sravani Reply
what is system testing?
preparation of nanomaterial
Victor Reply
Yes, Nanotechnology has a very fast field of applications and their is always something new to do with it...
Himanshu Reply
good afternoon madam
what is system testing
what is the application of nanotechnology?
In this morden time nanotechnology used in many field . 1-Electronics-manufacturad IC ,RAM,MRAM,solar panel etc 2-Helth and Medical-Nanomedicine,Drug Dilivery for cancer treatment etc 3- Atomobile -MEMS, Coating on car etc. and may other field for details you can check at Google
anybody can imagine what will be happen after 100 years from now in nano tech world
after 100 year this will be not nanotechnology maybe this technology name will be change . maybe aftet 100 year . we work on electron lable practically about its properties and behaviour by the different instruments
name doesn't matter , whatever it will be change... I'm taking about effect on circumstances of the microscopic world
how hard could it be to apply nanotechnology against viral infections such HIV or Ebola?
silver nanoparticles could handle the job?
not now but maybe in future only AgNP maybe any other nanomaterials
I'm interested in Nanotube
this technology will not going on for the long time , so I'm thinking about femtotechnology 10^-15
how did you get the value of 2000N.What calculations are needed to arrive at it
Smarajit Reply
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