Saturday, November 04, 2006

Obstacle detector using webcam and laser pointer



Hi everyone! I’m back with another webcam project, as usual. :) I’ve been having a lot of fun making cool things using my webcam over the last couple of months. This time, I’ve created an obstacle detector which uses a cheap laser pointer and a webcam to determine how far an object is from the camera. I worked with my cousins, Anuj Karpatne and Prateek Raj on this project.
There are all sorts of range finding devices available in the market like ultrasonic and infrared range finders. All these devices work well, but where portability and cost are of primary concern, this technique could be more desirable.

So, here’s how it works. A laser pointer is fixed below the camera at a known distance (as you can see in the picture above). The pointer is kept parallel to the optical axis of the camera. Then, a laser-beam is projected on an obstacle which is supposedly in the camera’s field of vision. The scene, along with laser dot is captured by the camera. Then, the image is scanned for the brightest pixels (we are assuming that the laser dot is the brightest point in the scene). Then, we calculate how far along the y-axis the laser dot is from the center of the image. The farther from the center, the closer we are to the obstacle. So, the distance from the object (D) is inversely proportional to the number of pixels from the center of the image (y):

D = hY/2y * cot (A/2)
Where the constants used are:
h = the actual distance between the laser pointer and the optical axis of the camera.
Y = total number of pixels along the y-axis
A = angle of view of the camera

As these values are constants, we obtain,
D α 1/y
Or, D = k/y (where k is the proportionality constant for all the constants used above)

We used an experimental approach to determine the value of k. We wrote a simple program in C# to do the entire image processing work and for finding the position of the laser dot in the scene. We calibrated the apparatus by placing an obstacle at known distances from the center of the camera and noting down the number of pixels the laser dot is from the center of the image along the y-axis. After taking several readings, we obtained the value of k. By using this value, we were actually able to determine how far an obstacle is, from the camera.
Well, we had a lot of fun working on this project! I hope you find it interesting. I’d love to hear your comments and ideas. :)

145 comments:

Unknown said...

Hey Ashish,

Question on the derivation of the distance equation. Was the idea behind that using tan(A/2) = opposite/adjacent and solving for inverse of adjacent (being the distance)? Where X/2 is equal to opposite?

Ashish Derhgawen said...

Hey Paul,

I made a silly mistake while writing the equation on my blog. I've edited my post..check it out..'X' and 'x' have been changed to 'Y' and 'y' because we were not measuring the number of pixels along the x-axis..we were measuring them along the y-axis.

Here's the derivation:

tan(A/2) = H/D (where H = half of the actual distance, along the y-axis, on the obstacle, in the camera's field of view.

Since the optical axis of the camera is parallel the laser beam, the distance between the laser dot and the optical axis of the camera on the obstacle is also h which can be obtained from the pixels counted on the y-axis as h = 2yH/Y. Solving these equations, we get the working formula.

Thanks for the message. If you still have questions...let me know. :)

Ashish

mlewis said...

Hi! I'm trying to make programs using a webcam right now, but I have no idea where to start. I'm using VB Express 2005, but I can switch and learn a new language if I need to.
What language do you use for your laser programs, and where can I find info on programming using webcams?

Ashish Derhgawen said...

Hey Mathew,

I entered the world of webcams after reading a Coding4Fun article by Scott Hanselman: http://msdn.microsoft.com/coding4fun/hardware/video/article.aspx?articleid=912546

Then, I moved on to motion detection: http://ashishrd.blogspot.com/2006/10/motion-detection.html
I really enjoyed creating the motion detector..It unlocked a new world of machine vision for me :)

I usually use C# 2005 Express..but you don't have to learn a new language at this point. You can do awesome webcam projects with VB 2005 Express! :)

Regards,
Ashish

Bernardo Kyotoku said...

Wow!! that was really a nice application done with so little!!! Really Fascinating

Unknown said...

can you email me the program to johndear101@gmail.com

Anonymous said...

Hey aashish!
this is avik...
i really liked your project...
can you please send me the compiled project?
My email:
a_d777@yahoo.co.in
www.techjugaad.com

Anonymous said...

Hey aashish!
i'm andy...
i really liked your project...
can you please send me the compiled project?
My email:
kurniawan_andi@yahoo.com

I really want to try that:)
thx

Anonymous said...

Hello Ashish i have a project with an robot that must avoid obstacles. Could you sent your code to zlog2005@gmail.com to not reinventing the wheel. :) and also to test your code :P ?
Thank you ! And Keep going on because is nice what you do.

Unknown said...

Hey Ashish!
i'm Vladimir....
i have a project with a robot that must avoid obstacles. can you send me your code to not reinvent the wheel and also test your code :P
My email:
zlog2005@gmail.com

I really want to try that:)

ALMOBDE3 said...

please send to me this project
because very very nice .

please send to >
\/

\/


majde_issa@yahoo.com

Or

alaa_mcp@yahoo.com

Or

majde_underground@yahoo.com

Unknown said...

Hey ashish,
Could u tel me how to disassemble a laser pointer to mount it on my custom built RC car?

Vivan

vivangkumar@gmail.com

Anonymous said...

i'm doing a project to detect obstacle using stereo images from 2 webcams. Processing stereo image to derive distance is tricky since image correspondance is a big problem. I was planning to use a Laser beam of type in the robot, so that the spot beam in the 2 images can be used to derive distance. U have any idea about Laser LEDs.. How much it will cost. wheather the differnt color led s can be distinguished as differnt color pixels..., I'm doing the project in VC++. Could u also send the source code of u'r project using webcam for obstacle detection??? Or can u suggest any links were related information will be available....

regards
***************
ranjithknmbr@yahoo.com
***********

Unknown said...

Hi ashish,

First of all this is amazing what you've accomplished! My upmost respect for your work!
Currently I'm working on a pan/tilt construction made from old HP-printer stepper motors.
I've made it with a wireless control.
So far so good, now I'm trying to boost it up a little bit.
I could really use your project you've made here for the distance measurement. Could you please email me the project?


Kind regards and keep up the good work!!

Kristof

thetekguy said...

Wow. Pretty cool. I assume this is a wireless camera, and all the calculations are performed on a "base station" pc? I am working on a robot using a OV6620 color cmos camera sensor hooked up to a Philips LPC 2106 micro with 128k flash and 64k ram. I am communicating via wireless RS232 link at 115.2kbaud back to a PC, where I am trying to get some useful code running in C#. I've played with a few sensors, and have landed on the laser pointer/ov6620 (filtering out all but red, finding brightest spot). Can you e-mail me your code? I will share in return when I am finished. Thanks again, and very impressive work!

Ashish Derhgawen said...

@davidsherwood: Hi David,
Yes..all calculations are performed on a base statjion PC. How can I send you the code? Send me an email and I'll reply back with all the details.

Anonymous said...

hi Ashish,

Im Ashish Nair. I am doing a project with robots which requires image processing.wil u kindly sen me the program codes to ashishnair@hotmail.com
or
kutts1986@yahoo.com.
thanks

Anonymous said...

Hi Ashish,
amazing project. Is it possible, that you can send me your code,please?

Thanks a lot
bamba
newsletttersucks[-AT-]gmx.de

thetekguy said...

Thanks Ashish. You can e-mail me the source code at davidsherwood@rogers.com

Anonymous said...

I wonder if placing the laser further from the camera would increase the long range accuracy.

Eric said...

Nice Project.
Please email me the compiled project.
My email is airman00@gmail.com

Thank You

kris said...

hey ashis do you have any minituare camera circuit pls send me ok ............i love your project very much ..........
ok bye.....and keep doing...............................................from nepal

Anonymous said...

If you are willing email source code. thanks
marc1234lv@aol.com

Anonymous said...

hi guy, it is an excellent project, really really i appreciate ur efforts, me too in the hardware side, if u dont mine , would u pls send me the code
my email krishnkrishna@gmail.com

Unknown said...

Hi Ashish
Very interesting blog. Could you send me as much or as little information on the obstacle detector as possible to davidablake@hotmail.com, BTW which software did you use to scan the picture for the brightest point and to find where this pixel is. Cheers Dave

Unknown said...

hi ashish,
tats really great yar!!!!!! such a innovative idea,never&no chance.can i know wat is ur next project.

Unknown said...

hi ashish,
tats really great yar!!!!!! such a innovative idea,never&no chance.can i know wat is ur next project.

Anonymous said...

hi ashish,
Tats really great yar.UR PROJECT IS WONDERFUL.can i know wat is ur next project.


cheers,
saran

Shreesh Chhabbi said...

hey i am able to control LEDs via parallel port now,.. i started this all after seeing your blog.. now i ve setup webcam, i know just C.. can i do this with C ? reply soon..

Olenhad said...

Hi again Ashish-thanks for sending me your codes...This project is extremely marvellous; can u mail me it's source code...
Thanks alot
You can reach me at m_omer_iqbal@yahoo.co.uk or momeriqbal2@gmail.com

José Jorge (Geo) said...

I was just working on the same project and found your site, however, I just can't figure out your equation.

At the moment I'm working with two approaches (I'll try to use your notation):
D = h / tan( y * k ), where k is a constant derived from experimentation, it's a relation between pixels from the center of focus and the angles for every known distance.

The second is D = r / y, where r is a relation between pixels from the center and the distance, it's calculated through experimentation/calibration. This one is just the same as yours D = k/y.

But, I tried your first version, and I can't make it work since it gives wrong results, also, I can't figure out how you got the first one and how you got to the last from there.

Could you please give a little more detail on your math process? Thanks a lot, you have a great site with lots of useful/interesting information :).

Anonymous said...

Hi Ashish

Great Project can you please also email any coded or help information in regards to this Project tony811@hotmail.com

Cheers

Anonymous said...

hi Ashish ,
can i have ur email add?
i am interested in this project u did
anyway my email add

jasonlimwk@gmail.com

thanks

Anonymous said...

hi...m working on a project how to detect a object using webcam...m frm mech bckgrnd..can u help m to proceed further..!!
my id is harmansinghgrover@hotmail.com

Charles said...

Hi Ashish!

Would you be able to send me the source code for your Obstacle Detector to me at: charleslo77 at gmail.com

Anonymous said...

hei mr paul,

im hester.and i am orking on a project that is so related with your new discovery so i hope you can really help me.i am thinking of a obstacle detector for blind people.so i thought of 'using' your idea then adding some alarm/sound whenever the detector is x-units away from an obstacle so that the blind person will be able to be alarmed about the said obstacle.

Anonymous said...

o yeah, can you email me. i am really looking forward for your reply.umayam_hestermana@yahoo.com

Anonymous said...

hi asish
this is saurav
can u please send me the compiled project
my id is:- f22raptor_commache@yahoo.com

Anonymous said...

hi ashish,
You can e-mail me the source code
Thanks Ashish.
my e-mail
mina.alfy@yahoo.com
eng_mina.alfy@hotmail.com

Anonymous said...

Hi Ashish
Its a nice project can u mail me the program on nitin_1700@yahoo.com
and i would like to know which port you used to connect the remote to the PC. It would be really nice if u can explain the whole method of connecting the remote to Pc..
Thank you.

Anonymous said...

Hi Ashish,

Great work, could you email me your code? noormuhyi@gmail.com

Thank you

Anonymous said...

hey ashish derhgawen,

i'm studing about this your suject. Can you please send me the program to mail:bocautrang2583@yahoo.com.
Thanks!

Jai Sundriyal said...

hi ,sir
i am working on robotics.i want to make a robot base fire extinguisher to put off a candle.for this i need a web cam for image processing.please help me by sending the program codes as i don't know how to program a web cam

Unknown said...

hey .. can u help me by answering a few ques... how can u find which pixel is having max intensity ???

Anonymous said...

hello ashish,

Nice project. I'm really interested in integrating your project with my group's project proposal. I'm actually planning to propose a security system that uses webcams and stuff that needs to track some moving objects. Can I have a copy of your program? Please send it to mayurisama@yahoo.com.ph, I'd be happy to add you on the credits page.

thanks

Unknown said...

hey ashish can u please give me the code for ur project. i really need it. my mail id is anandv_20022yahoo.com

Unknown said...

hey ashish can u please give me the code for ur project. i really need it. my mail id is anandv_2002@yahoo.com

mayoush said...

i want the stages of this project because i want to practice this one...and i want the detailed programm for this project...and plz facilitate the distances(physic)

Unknown said...

Hello Ashis!!
I loking for something about lasertracking and I found your project: "Obstacle detector using webcam and laser pointer". It´s very interesting and I would like to try this project. Because I am a biginner in C# and programming at all. I ask for help me, please send me this project.
very very thanks Martin

Prabhasa K L said...

hey ashish,
well hope u can send me ur compiled project including the code...because i am not a progrmmer..so i need the code....and very well done on all ur projects.....hope to c a reply asap..this is ma id prabhasakl@yahoo.com
thanx and regards.

jroyal said...

hey ashish,
can u plz send my a copy of the source code or giv me a link to somewhere i can get it. my email is: joshroyal@hotmail.com

thx so much

Albert Cheng said...

Hi ashish, can you send me this program to my email?

My email is cheng_alb@hotmail.com

I find that this is a very simple program that runs a very complex form. It is very admirable.

Please help me out...I am doing a project for my school and I need some help. Thank you ^^

Regards
Albert

Unknown said...

Hi Ashish, Can you send me the code to this project as i am currently bulding a robot of my own and range finding would be perfect. thanks
Chris
Chris@Malyon.co.uk

Unknown said...

HI ASHISH , I'M SAKSHI ,I AM MAKING A PROJECT " FIRE EXTINGUISHER USING IMAGE PROCESSING".
CAN YOU HELP ME WITH ITS PROGRAMMING AND ITS CIRCUIT DAIGRAM.
Since I have to submit project report on this project by 4th of Sept. 2009 so will it be possible for u to send me the details as soon as possible..
SAKSHIDHINGRA15@GMAIL.COM

anwar said...

hello ashish ,

can i have the code for the same please i am trying to do the same excercise but with more then 1 laser .

Anwar said...

Hello Ashish, can you please send me the code for Obstacle detector using webcam and laser pointer my email id is vanekar01@hotmail.com.

Atomic Chimp said...

Hi Ashish,

Could you also send the source code to me.

thanks!

Michael Girard
atomicchimp@hotmail.com

Riaan Deyzel said...

please send me the source for this awesome app to riaan.deyzel@gmail.com

Unknown said...

Hey Ashish!

this project is so fantastic , could you send me the code @
ms_soft89@hotmail.com


thanks

Anonymous said...

Thats what im just searching for my similar project, can u please send me the files.
asterixrix@hotmail.com

Anonymous said...

You need to correct for the lens. In particular with such a simple thing as a webcam, which has a crap lens, after all. This correction will then eliminate a significant part of the calibration hassles, and extend the useful spacing between.

It's a good start, though.

Next to do the same thing for a line laser source, so you can get several points per frame. Pulsing the laser while the shutter is open will also give a shorter effective shutter time, and you can simply increase the pulse duration to increase the light accumulated in a frame when the distances are very large. Using an interference filter will also give significant improvements, and the bulk of CCD chips without built in NIR filtering are more sensitive to 900nm or so, outside the visible range (but still an eye hazard at high powers, so be sure to check the power you use).

The addition of a second camera is useful in seeing the beam when it's been obscured by an object, and gives visual information in stereoscopy.

Finally, if you project a grid and not a line, with a displacement that is diagonal, then you will be able to collect near field spatial information with greater resolution (the far field will be obscured as the lines become too small to distinguish from each other, unless you stick the lens on a voice coil to "scope" for the far field).

Just some thoughts.

Anonymous said...

Hey Ashish!

I like this fantastic project, nice work Ashish.
Could you send me the code @
atlas_29@hotmail.com.

Anonymous said...

hi ,
Ashish
This is really nice ......
and i need to use this project in my final year project so can u send it for me please .........
my email id is vikas007uttam@gmail.com
thank you.

eatabean said...

Great idea Asish. What is the resulution of this typ of measuring device? Can I measure parts of a millimeter from close distance? I measure the application of silicone gaskets, and need a no-contact method which will not damage the gasket before it has hardened... this may be adaptable!

Thank you for sharing.
Jim in Sweden

Anonymous said...

Hi Ashish,

i'm doing the same project and i just completed the project(contolling CAR using Keyboard).

Now, i lik to use wireless Cam and IR for my project.

But i dnt kno , how to send IR signals frm car to Port...

and also i lik to use sum sensors lik temp,Fire..

if it is possible..hw i can send the datas(temp) to the port...


am using vb.net for the development....


Hope .. u will help me....

thanks in advance
mishal
mohdmishal@hotmail.com

Anonymous said...

hey ashish,can u provide me the code for obstacle detection
my email is:wadekar.rahul12@gmail.com

Anonymous said...

Hi Ashish,
I'm doing a similar kind of project. I'm stuck with a problem, can you help me please?Can you detail how the detection of spot is made possible in your software?Did you process on RGB image? Is it by setting a threshold for any one of intensity/saturation/hue or for all the three?

Anybody doing laser spot processing,
please give me an answer.
Pls answer to electroinnovate@hotmail.com

Riaan Deyzel said...

Please send me the source for the Laser range finder project, You have previously told me to modify another projects code to be able to do this, but I am a begginer at Coding, & only wish I had your knowlege.
Please help me out with this source code. thank you.
To: riaan.deyzel@gmail.com

Unknown said...

hey ashish ...pls send me obstacle detector using webcam and laser pointer in vb8...pls yar madad kar de.....muche BE ka project submit karna hai.......pls yar....
ma email-id-sagarjain37@gmail.com

Unknown said...

hey ashish
can u send me detail abt this project...
on my id akshaiduduskar@gmail.com

Unknown said...

Hello,
I have read your documentation, could you sent me the pure source code to examine it???My mail address ,s lets.make.chaos@gmail.com

It is quite emergency :( I have to examine your project and modify it according to my project... Please touch in connect as soon as possible...

Sincerely.

Anonymous said...

Hey Ashish,

This is way cool! could you please send me the app? I would really appreciate it.

Thanks,

Tony

bigdatapimp@gmail.com
www.diycondensermics.com

Anonymous said...

hey ashish,

i am planning to work on something similar can you please send me the code and the design details
my id is lbamar@gmail.com

thank you

lenin said...

hiiiiii ashish can u please send me the full info about designing the obstacle detector,hope to see from u soon

Anonymous said...

Hi Ashish,
Can u plz send me the project code on vikashsinghcse@gmail.com

Blasphemous Aesthete said...

hey Ashish, could you help me with the calibration part.
I don't quite get the working theory behind this.
In physical sense it uses the law of similar triangles. The formula is pretty straightforward. But what then.
How is the relation between the pixel distance from center of image and actual distance related. How is the central pixel pointing to the farthest distance.

I am searching for detailed explanation for this for quite sometime now and have also mailed the authors of related papers like Todd Danko. But they don't seem to take much interest in answering me.

Do reply me at anshulthakurjourneyendless@gmail.com

hitesh ahuja said...

hello ashish,
really it seems now that i was searching for you only..
actually i want to access my webcam
remotely .like many websites ask us to open ur webcam and when we click tha button ,immediately webcam get on and the one sitting anywhere can peep into my room..
i m having a basic knowledge of c#,now plz tell me from where should i start.

hitesh ahuja said...

hello ashish,
really it seems now that i was searching for you only..
actually i want to access my webcam
remotely .like many websites ask us to open ur webcam and when we click tha button ,immediately webcam get on and the one sitting anywhere can peep into my room..
i m having a basic knowledge of c#,now plz tell me from where should i start.

Anonymous said...

Hey Ashish,

I'm Andrew from Chile. I'm a student of mathematical engineer and i'm working on a project to obtain points of a surface, and i have to implement sth to read distance. So, could you give the program please!?!?!?
I'll realy thank you

andres.jablonski@gmail.com

regards

Anonymous said...

hey ashish could you pls send me the code to reuben_boy21@rediffmail.com,
i'd really like to try it out for my robot

J said...

Hey, Ashish

actually im on a project on creating a laser pointed gun turret using image processing,
the thing is i'm interested on your laser code,
i'm having a trouble on processing the laser-pointer dot,

my questions are
How you process the image?
Did u you an openCv?
can you share me your code?

any help will be very helpful
thanks in advance
my address is;
jemmy_dianto@gmail.com

Anonymous said...

why the fcuk evry bdy asking for code?... cant see its clearly written logic.!!!!

Unknown said...

Please!!!

could you give it to me????
andres.jablonski@gmail.com

dalton said...

hey its really a wonderfull project...m really interested in learning hw it works.......can u plz send me the source code....
daltonelvis@gmail.com
thanks in advance...

santosh said...

Hey Ashish

wonderful job
can u plz mail me the design and program at santosh_kc81@yahoo.com

Thanks in advance!!!

adeem said...

hi ashish
i liked your concept but i am looking for a different approach wherein there is an obstacle detection mechanism by the laser through a buzzer sound.Do you have any knowledge on this?..kindly give me the details if you do.thankyou.
adeem
email id- adeem.khader@gmail.com

Anonymous said...

Hey Ashish,

hey its really a wonderfull project...n really interested in learning hw it works for use this concept for final year project.......can u plz send me the source code n details about this project.... at email -->pyanmaster@gmail.com
hope u cam help me... tq:)

Anonymous said...

Hi Ashish,
This is a very useful stuff... Could you please email me how did you make this work? I'm doing a robot project which uses webcam to capture video to connect wireless to my laptop.. I'm pretty confuse what should I do... This might be helpful for me. Please email me when you see this.. chanhocknam@yahoo.com Thanks alot !

Anonymous said...

HEY ASHISH. M DOING A PROJECT ON OBSTACLE DETECTION USING STEREO VISION. PLEASE NEED A GUIDANCE. PLEASE CAN U MAIL ME THE SOURCE CODE OF UR PROJECT. THANKING YOU. MY EMAIL ID IS

ppatil20591@yahoo.co.in

Khairul said...

Hi Ashish,
This is nice. can i have the source code. send to my email khairulnizam786@gmail.com

Anonymous said...

Hi Ashish,
We are working on a robot which climbs starirs. So we plan to use a similar method for staircase detection. Can you please mail this code on 787aditi@gmail.com Thanx a lot.. :)

nanni said...

can you please mail me the code

Anonymous said...

really nice work can u plz send me the source code..(mukund200761@gmail.com)
and which languages are preferred to do same.

Anonymous said...

Nice project can you e-mail me details

m_hafizali@yahoo.com

thank you so much

Anonymous said...

Hi Ashish,


Good work on your project. Can you send me the source coed, as i'm trying to do it. Thanks.

Email : twlwilliam@gmail.com

TSS said...

Good work on your project. Can you send me the source coed, as i'm trying to do it.
if you need?
thanks

TSS said...

I am sorry
this my Email :t.s.s734@hotmail.com

Unknown said...

Hey Ashish!

I like this project, nice work Ashish.
Could you send me the code please..
at amaliapuspitasari_ifundip08@yahoo.com

Anonymous said...

Hey Ashish ,i lykd ur project a lot ,can u please give me an idea on how to make it a real time application n can u please e-mail me this project details on fires4@yahoo.com

Ruben Alvarez said...

can i have the code that you used on this proyect? i'd love try it out, i love your post btw.

chinocr3@hotmail.com

Unknown said...

hey ashish... i really liked ur project... could u please send me the code and other details at my id....kumod784@yahoo.com

Unknown said...

could you please the SW to andrei.kudryavtsev@gmail.com

Unknown said...

Great job there, I am really impressed by the work you're doing.
I am starting a project with similar problematic. The problem is that I am not sure of the way I can detect the brightest point detected by the camera. Can you help with that?

Here is my email: khouja_houssem@yahoo.fr

Anonymous said...

i like your project idea.Please send me Project code at

qasimabdani5@gmail.com

Unknown said...

I really like your project can you send me the project pls

jorgealb0101@gmail.com

nano said...

hi Ashish,,
could u please send me the coding to my e mail
yahmoom@gmail.com

Anonymous said...

HI Ashish,

This is really a great project. I am wondering if I can get the code from you and I will try to modify it to work on something that I could put into my raspberry attached to a robot and see how will it do. Jan.Dadole@comcast.net

Thanks in advance

Unknown said...


Hello I would like to know if you could collaborate with your project code this is my email : alvarofabianaltovezchacon@gmail.com
regards

الماسة said...
This comment has been removed by the author.
حاتم النجار said...

شركة تنظيف منازل بتبوك

على محمد said...


شركة رش مبيدات بالدمام
شركة رش مبيدات بالقطيف
شركة مكافحة حشرات بالخبر
شركة مكافحة حشرات بالجبيل
شركة مكافحة حشرات بالاحساء
شركة مكافحة حشرات بالقطيف

شركة كشف تسربات المياه بالدمام
شركة كشف تسربات المياه بالخبر
شركة كشف تسربات المياه بالجبيل
شركة كشف تسربات المياه بالاحساء
شركة كشف تسربات المياه بالقطيف



على محمد said...



شركة تسليك مجارى بالدمام
شركة تسليك مجارى بالخبر
شركة تسليك مجارى بالقطيف
شركة تسليك مجارى بالاحساء

شركة تنظيف بجدة said...

شركة نظافة بجدة شركة نظافة بجدة تعد من افضل شركات النظافة الموجودة في المملكة العربية السعودية التي تعمل في جميع المجالات وخاصة مجالات النظافة وبافضل

Anonymous said...

Shadow Creation is the process to change the color of an image or video..Shadow Creation It means correcting the lighting, white color balance, red or blue color balance, so that the image looks more clear or natural

البيت الخليجي said...

شركة تنظيف بالاحساء
شركة تنظيف بالاحساء

مركز الاختيار للطب النفسي said...


نقل عفش

شركة نقل عفش بجدة

تخفيضات ايكيا

نقل عفش جدة

نقل عفش بجده

شركة نقل عفش

شركة نقل عفش بجدة نقلتك

شركات نقل العفش بجدة

ارخص شركة شحن سيارات داخل السعودية

William said...

Good information. Thanks for sharing.
Visit us: https://www.orbitgraphics.com/background-remove/

Unknown said...

NEED A LOAN?
Ask Me.

Here comes an Affordable and Legit Loan that will change your life for ever, I am Dave Logan a certified loan lender, I offer loan to individual and public sector that are in need of financial Assistance in a low interest rate of 2%. Bad credit acceptable,The Terms and Conditions are very simple and considerate.You will never regret anything in this loan transaction because i will make you smile. Email: (daveloganloanfirm@gmail.com) have you been looking for a quick and legit loan online why don't you try Dr. Dave Logan loan company and be free from debts note getting a loan from this company is 100% assured and guaranteed. for the bible says””Luke 11:10 Everyone who asks receives; he who seeks finds; and to him who knocks, the door will be opened”.so do not let these opportunity pass you by because Jesus is the same yesterday, today and forever more.


We have provided over $50 Billion in business loans to over 25,000 business owners just like you. We use our own designated risk technology to provide you with the right business loan so you can grow your business. Our services are fast and reliable, loans are approved within 48 hours of successful application. We offer loans from a minimum range of $10,000 to a maximum of $800 million.

Do you find yourself in a bit of trouble with unpaid bills and don't know which way to go or where to turn? What about finding a reputable Debt Consolidation firm that can assist you in reducing monthly installment so that you will have affordable repayment options as well as room to breathe when it comes to the end of the month and bills need to get paid? Dr. Dave Logan Loan Home is the answer. Reduce your payments to ease the strain on your monthly expenses. contact us via Call/Text: +1(501)800-0690 Email: daveloganloanfirm@gmail.com

Our services include the following;
Truck Loan
Personal Loan
Debt consolidation loan
Car Loans
Business Loan
Student Loan
Mortgage Loan
Refinancing Loan
Home Loan
Improvement loan
Construction Loan

Please if you are interested in our financial offer and delighted, do not hesitate to contact us if urgently in need of our service as they will be required to complete the following information to begin with the process of your loan therefore ultimately.

Yours Sincerely,
Dr. Dave Logan
Call/Text: +1(501)800-0690

Rebecca C. Whittle said...

What an Spanking post and commendable also . I appreciated this well published .

Rock john said...

I really benefited from this good article, thanks

Akash said...

Clipping path service is highly essential for any online based ecommerce.

Mrs. McCarthy Juan said...

TESTIMONY ON HOW I GOT MY LOAN FROM A GENUINE FINANCE COMPANY LAST WEEK. Email for immediate response: drbenjaminfinance@gmail.com

I am Mrs,Leores J Miguel by name, I live in United State Of America, who have been a scam victim to so many fake lenders online between November last year till July this year but i thank my creator so much that he has finally smiled on me by directing me to this new lender who put a smile on my face this year 2020 and he did not scam me and also by not deceiving or lying to me and my friends but however this lending firm is BENJAMIN LOAN INVESTMENTS FINANCE (drbenjaminfinance@gmail.com) gave me 2% loan which amount is $900,000.00 united states dollars after my agreement to their company terms and conditions and one significant thing i love about this loan company is that they are fast and unique. {Dr.Benjamin Scarlet Owen} can also help you with a legit loan offer. He Has also helped some other colleagues of mine. If you need a genuine loan without cost/stress he his the right loan lender to wipe away your financial problems and crisis today. BENJAMIN LOAN INVESTMENTS FINANCE holds all of the information about how to obtain money quickly and painlessly via Call/Text: +1(415)630-7138 Email: drbenjaminfinance@gmail.com

When it comes to financial crisis and loan then BENJAMIN LOAN INVESTMENTS FINANCE is the place to go please just tell him I Mrs. Leores Miguel direct you Good Luck....

Anonymous said...

HOW I GO MY DESIRED LOAN AMOUNT FROM A RELIABLE AND TRUSTED LOAN COMPANY LAST WEEK. Email for immediate response: drbenjaminfinance@gmail.com Call/Text: +1(415)630-7138 Whatsapp +19292227023

Hello everyone, My name is Mr.Justin Riley Johnson, I am from Texas, United State, am here to testify of how i got my loan from BENJAMIN LOAN INVESTMENTS FINANCE(drbenjaminfinance@gmail.com) after i applied Two times from various loan lenders who claimed to be lenders right here this forum,i thought their lending where real and i applied but they never gave me loan until a friend of mine introduce me to {Dr.Benjamin Scarlet Owen} the C.E.O of BENJAMIN LOAN INVESTMENTS FINANCE who promised to help me with a loan of my desire and he really did as he promised without any form of delay, I never thought there are still reliable loan lenders until i met {Dr.Benjamin Scarlet Owen}, who really helped me with my loan and changed my life for the better. I don't know if you are in need of an urgent loan also, So feel free to contact Dr.Benjamin Scarlet Owen on his email address: drbenjaminfinance@gmail.com BENJAMIN LOAN INVESTMENTS FINANCE holds all of the information about how to obtain money quickly and painlessly via Whatsapp +19292227023 Email: drbenjaminfinance@gmail.com and consider all your financial problems tackled and solved. Share this to help a soul right now, Thanks

Unknown said...

Private Lender Bentex Funding Group Ltd.
Greetings to you by (BFGL).
We are a France-Paris based investment company known as Bentex Funding
Group Ltd working on expanding its portfolio globally and financing
projects.
We would be happy to fund and invest with you in any profitable
project if you have any viable project we can finance by making mutual
investment with you. If you are interested, kindly contact us
on:bentexgroup@gmail.com for more details.
Looking forward hearing from you soonest.
Yours truly,
Mrs Rose Larsson.
(Personal Assistant)
Bentex Funding Group Ltd(BFGL)
509 Rue Jacques Coeur,75008 Paris-France
Paris-France.Bentex Funding Group Ltd (BFGL)

Jane wembli said...

My name is Jane Wembli Josh and i live in the USA California and life is worth living right now for me and my family and all this is because of one man sent by GOD to help me and my family, i once had a life filled with sorrow because my first SON needed a kidney transplant and all our savings were going towards his medications and this normally leaves us with no money to pay our bills or even put enough food on our table and our rent was due and no funds to pay these bills and life felt so unfair to me and every night my wife will cry herself to sleep every night until one day, i was browsing through yahoo answers and i saw a striking advert of a man that gives out personal loans and that the offer is opened to all and i have heard so many things about internet scams but at this point of my life, i was very desperate and ready to take any risk and at the end of the day, i applied for this loan and from one step to another, i got my loan within 12 hours through bank transfer and you know, it was all like a dream and i called Rev. Fr. Kevin Doran A Man who is the GOD sent lender i found and said, i have received my loan and he smiled stating that to GOD be the glory and i was so shocked as i have never ever seen anyone with such a GOD fearing and kind heart and today, i am the happiest man on earth because by GOD’S grace, my SON kidney transplant was successful and today he is healthy, i and my family are living very comfortable and happy and if you are in my former situation or in serious and legitimate need of a loan, you can reach this GOD sent lender via consumerloanfirm@gmail.com

Anonymous said...

DO YOU NEED AN URGENT LOAN???
INSTANT AFFORDABLE PERSONAL/BUSINESS/HOME/INVESTMENT LOAN OFFER WITHOUT COST/STRESS CONTACT US TODAY VIA Whatsapp +19292227023 Email drbenjaminfinance@gmail.com

Hello, Do you need an urgent loan to support your business or in any purpose? we are certified and legitimate and international licensed loan Company. We offer loans to Business firms, companies and individuals at an affordable interest rate of 2% , It might be a short or long term loan or even if you have poor credit, we shall process your loan as soon as we receive your application. we are an independent financial institution. We have built up an excellent reputation over the years in providing various types of loans to thousands of our customers. We Offer guaranteed loan services of any amount to people all over the globe, we offer easy Personal loans,Commercial/business loan, Car Loan Leasing/equipment finance, Debt consolidation loan, Home loan, ETC with either a good or bad credit history. If you are in need of a loan do contact us via Whatsapp +19292227023 Email drbenjaminfinance@gmail.com
®Capital Managements Inc™ 2021.
Share this to help a soul right now, Thanks

افضل شركة تسويق الكتروني السعودية said...

افضل شركة تسويق الكتروني السعودية

شركة تسويق الكتروني said...

شركة تسويق الكتروني

Rebecca Michaelson said...

HELLO, I am Rebecca Michaelson by name living in Europe. Here is a good news for those interested. There is away you can earn money without stress contact (THOMAS FREDDIE) for a blank [ATM CARD] today and be among the lucky once who are benefiting from this cards. This PROGRAMMED blank ATM card is capable of hacking into any ATM machine anywhere in the world. I got my master card from a good Hacker on the internet, with this ATM Card I am able to collect $5000 dollars every day via contacts:
+1 (985)-465-8370 {thomasunlimitedhackers@gmail.com}
I was very poor but this card have made me rich and happy, If you want to get this opportunity to become rich and establish your business then apply for this Master card, I am so happy about this because i got mine last week and I have used it to get $240,000.00 dollars from THOMAS FREDDIE UNLIMITED Hackers is giving out the card just to help the poor and needy and they ALSO OFFER FINANCIAL ASSISTANCE. get yours from THOMAS FREDDIE UNLIMITED HACKERS today. Kindly contact them by Email thomasunlimitedhackers@gmail.com

Thank You and God bless

sohila said...


الزيت - هناك عدة علامات على أن الزيت يحتاج إلى التغيير ، إذا قمت بفحصه فعليًا ، يجب أن يظل اللون داخل العسل ، بمجرد أن يصبح أسودًا ، فأنت بحاجة إلى تغييره. إذا قررت تخطي الفحص والانتقال مباشرة إلى قيادة سيارتك ، فاستمع إلى بدء التشغيل والتشغيل ، وإذا كان الصوت أعلى من المعتاد ، فإما أن الزيت قد استهلكه محرك سيارتك أو أنه قديم جدًا.
ورشة متنقلة بالرياض





مركز صيانة اودي بالرياض


مركز صيانة مرسيدس بالرياض




مركز صيانة بي ام دبليو بالرياض



مركز صيانة بنتلي يالرياض



مركز صيانة بورش بالرياض

williampeter said...

We offer private, commercial and personal loans with an annual interest rate of very low temperatures up to 2% per year with a maturity of 50 years, anywhere in the world. We offer loans between US $ 5,000 and US $ 100 million.
Lender Email Address: Garryjonesloanfirm@hotmail.com

Sincerely,
Mr. Garry Jones.
Garryjonesloanfirm@hotmail.com

رسم مجوهرات said...

رسم المجوهرات
دورات خياطة
رسم مجوهرات
دورات تصميم ازياء
الموضة والازياء
عالم الازياء والموضة
دورة تطريز

alshamelwarsha said...


أفضل مكان للبحث عن توصيات تغيير الزيت لمركبتك الخاصة والطراز هو دليل المالك. هذا هو ثاني أفضل مورد للعثور على معلومات حول فترات الصيانة المجدولة من المصنع المقترحة. يوجد دليل المالك بشكل عام في حجرة القفازات أو علبة القفازات في سيارتك. إذا لم يكن لديك واحد ، فيمكنك دائمًا البحث عن الطراز والطراز والسنة عبر الإنترنت وتنزيل نسخة من دليل سيارتك على جهاز الكمبيوتر الخاص بك.

ولكن هل تريد معرفة أفضل مصدر على الإطلاق للحصول على معلومات ونصائح حول صيانة السيارات؟ الجواب هو ميكانيكي مرخص محلي. ثق بفني سيارات مرخص لتقديم التشخيصات المناسبة لسيارتك وتقييم دقيق للصيانة والخدمة الموصى بها. إنهم يحتفظون بالتدريب المناسب والأدوات والموارد والخبرة لتقييم احتياجات صيانة سيارتك في المصنع بدقة.



صيانة بي ام دبليو

صيانة بيجو

صيانة تويوتا

Anonymous said...

DO YOU NEED A PERSONAL/BUSINESS/INVESTMENT LOAN? CONTACT US TODAY VIA WhatsApp +19292227023 Email drbenjaminfinance@gmail.com

HELLO
Loan Offer Alert For Everyone! Are you financially down and you need an urgent credit/financial assistance? Or are you in need of a loan to start-up/increase your business or buy your dream house. Are you in search of a legit loan? Tired of Seeking Loans and Mortgages? Have you been turned down by your banks? Have you also been scammed once? Have you lost money to scammers or to Binary Options and Cryptocurrency Trading, We will help you recover your lost money and stolen bitcoin by our security FinanceRecovery Team 100% secured, If you are in financial pains consider your financial trauma over. We Offer LOANS from $3,000.00 Min. to $30,000,000.00 Max. at 2% interest rate NO MATTER YOUR CREDIT SCORE. GET YOUR INSTANT LOAN APPROVAL 100% GUARANTEED TODAY VIA WhatsApp:+19292227023 Email: drbenjaminfinance@gmail.com

Admin said...

افضل شركات نقل العفش مع الفك وتركيب والتغليف بافضل الخامات بالاضافة الى تعقيم الاثاث والسيارات المجهزة لنقل العفش من خلال شركة انوار الحرمين المتميزة فى هذا المجال من سنوات طويلة اكسبتها الخبرة والمصداقية
اهم الخدمات التى تقدمها شركة انوار الحرمين فى مجالات نقل العفش

شركة نقل عفش بالطائف

شركة نقل عفش بتبوك

شركة نقل عفش بالرياض

شركة نقل عفش بخميس مشيط

شركة نقل عفش بالقطيف

شركة نقل عفش بحفر الباطن

Zonahobisaya said...

Arti Lambang terkenal di eropa
Kekuatan dari Karakter One Piece
Arti Logo terkenal di eropa
Resep untuk bekel anak
kumpulan hal paling banyak di benua eropa
Biografi artis terkenal di Indonesia
kumpulan hal paling dalam di benua eropa

eddielydon said...

This blog was very nicely formatted; it maintained a flow from the first word to the last. Devil May Cry 5 Nero Coat

Robert Lewis said...

Detecting and avoiding frontal obstacles using monocular camera is considered a challenging problem because of the absence of the optical flow or the motion parallax. However, size expansion provides useful information for detecting the obstacles that are moving towards the UAV. I think the proposed algorithm was evaluated by performing real indoor and outdoor flights, and the obtained results show the accuracy of the proposed algorithm compared with other related works.

Here my blog: Clipping Path Service for Professional Image editing company.

Karolinax said...

sohbet hattı
telde sohbet
sohbet hattı
sohbet hattı
sohbet hattı
sohbet hattı

Adrian Blog said...

Builders specializes in developing or renovating your basement. We are the #1 basement developers in Toronto Area and we pride ourselves in providing exceptional quality for affordable prices. And if you need financing we have you covered! We hope to hear from you soon! perfect-basements
There's plenty of companies in Toronto Area that will develop your basement... all we ask is that you give us a call or fill in the form on our website so that we can meet you and provide a quote. We have the ability to sit down with you and right there give you a real-time estimate based on everything you want in your basement. perfect-basements-renovations Plus, as we mentioned above, we can provide financing options to help you get the basement you've always dreamed of! blogspot next
   smbhomeonline next
   businessdataindex next
   provenexpert Renovations basement really are a chance for that you let your current personality glow.

siana said...


صيانة هوفر
صيانة هوت بوينت
صيانة هاير
صيانة هايسنس
صيانة ميلا

صيانة كاريير
صيانة كلفينيتور
صيانة كاندي
صيانة فريجيدير
صيانة فاجور

Clipping Path Action said...

Great post. Thanks for your great efforts

Meghla said...

Great important post, where you make the main focus, really makes me happy for its necessary of importance.

USA Jacket Store said...

Your writing style is so accessible. This post was exactly what I was looking for.

USA Jacket Store

Zack Nilsson said...

I learn something new every time I read your work thank you for that

Visit Here: photo retouching services