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KermMartian


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Joined: 14 Mar 2005
Posts: 55764
Location: Earth, Sol, Milky Way

Posted: 24 May 2010 11:51:28 pm    Post subject: Master's Thesis Completed

Facial detection and recognition are among the most heavily researched fields of computer vision and image processing. However, the computation necessary for most facial processing tasks has historically made it unfit for real-time applications. The constant pace of technological progress has made current computers powerful enough to perform near-real-time image processing and light enough to be carried as wearable computing systems. Facial detection within an augmented reality framework has myriad applications, including potential uses for law enforcement, medical personnel, and patients with post-traumatic or degenerative memory loss or visual impairments. Although the hardware is now available, few portable or wearable computing systems exist that can localize and identify individuals for real-time or near-real-time augmented reality.

The author presents a system design and implementation that performs robust facial detection and recognition robust to variations in lighting, pose, and scale. Scouter combines a commodity netbook computer, a high-resolution webcam, and display glasses into a light and powerful wearable computing system platform for real-time augmented reality and near-real-time facial processing. A convolutional neural network performs precise facial localization, a Haar cascade object detector is used for facial feature registration, and a Fisherface implementation recognizes size-normalized faces. A novel multiscale voting and overlap removal algorithm is presented to boost face localization accuracy; a failure-resilient normalization method is detailed that can perform rotation and scale normalization on faces with occluded or undetectable facial features. The development, implementation, and positive performance results of this system are discussed at length.

Please see the project page for my thesis, http://www.cemetech.net/projects/ee/scouter/, for full details on the project, including images and videos.


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elfprince13


OVER NINE THOUSAND!


Joined: 23 May 2005
Posts: 10234
Location: A galaxy far far away......

Posted: 25 May 2010 12:06:13 am    Post subject:

Woot. Go Kerm. When do/did you present this?
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TsukasaZX


Corallian


Joined: 13 Mar 2007
Posts: 1226
Location: P4X-650

Posted: 25 May 2010 12:12:55 am    Post subject:

What does the scouter say about Kerm's awesome level?
IT'S OVER 9000!

Seriously though, this is epic! Nice job, Kerm Very Happy
I want one :O
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swivelgames


Transient Squash


Joined: 27 Sep 2005
Posts: 2345
Location: On the planet called Earth

Posted: 25 May 2010 12:14:25 am    Post subject:

Awesome! I just got done watching both videos and reading up a little bit, haha. Great material, Kerm! Very Happy
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rthprog


Expert


Joined: 21 Sep 2007
Posts: 726
Location: Pittsburgh, PA

Posted: 25 May 2010 06:40:55 am    Post subject:

THAT. IS. AWESOME.

I can haz scouter?
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KermMartian


Site Admin


Joined: 14 Mar 2005
Posts: 55764
Location: Earth, Sol, Milky Way

Posted: 25 May 2010 06:53:52 am    Post subject:

elfprince13 wrote:
Woot. Go Kerm. When do/did you present this?
I defended my thesis (a 54-minute presentation followed by 15 or 20 minutes of questioning) on May 3rd, and I gave the presentation in the video last Sunday, May 17th. Cooper Union has an End of the Year Show where they showcase mostly Art and Architecture pieces, with a few Engineering projects as well, so Scouter is there (http://cooper.edu/news-events/events/eoys-engineering/).

@Keith, @Swivel, @rthprog: Thanks! Smile
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Mapar007


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Joined: 15 Nov 2008
Posts: 168
Location: Mechelen, Belgium

Posted: 25 May 2010 10:29:36 am    Post subject:

I sorta skimmed over your paper (I'm probably nowhere near as capable enough to understand everything Smile ), and I was really impressed. Awesome job, Kerm!
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Silver Shadow


Advanced Member


Joined: 02 May 2008
Posts: 298
Location: France

Posted: 25 May 2010 01:40:56 pm    Post subject:

Nice stuff, that!
BTW, your smile on the third pic is awesome! ;D
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CyberPrime


Power User


Joined: 19 Apr 2009
Posts: 370

Posted: 25 May 2010 02:27:13 pm    Post subject:

Great stuff, Kerm! Congrats on finishing it, I'm sure it's a load off your mind.
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KermMartian


Site Admin


Joined: 14 Mar 2005
Posts: 55764
Location: Earth, Sol, Milky Way

Posted: 25 May 2010 05:47:55 pm    Post subject:

Thanks Mapar007, Silver Shadow, and CyberPrime. Mapar007, I'm sure you could understand it to at least the degree that I do with a bit of effort. Smile Silver, hopefully it's not too creepy (other than the creepiness of the project as a whole). CyberPrime, it is indeed a very big load off my mind, and having this fun little diploma indicating I'm now a Master of Electrical Engineering helps too. Laughing
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xXEpicxXXxFailXx


Expert


Joined: 21 Mar 2010
Posts: 567
Location: The 1930s.

Posted: 25 May 2010 06:37:25 pm    Post subject:

Wow, that's pretty awesome, and worth the work I bet.
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elfprince13


OVER NINE THOUSAND!


Joined: 23 May 2005
Posts: 10234
Location: A galaxy far far away......

Posted: 25 May 2010 10:55:10 pm    Post subject:

KermMartian wrote:
Thanks Mapar007, Silver Shadow, and CyberPrime. Mapar007, I'm sure you could understand it to at least the degree that I do with a bit of effort. Smile Silver, hopefully it's not too creepy (other than the creepiness of the project as a whole). CyberPrime, it is indeed a very big load off my mind, and having this fun little diploma indicating I'm now a Master of Electrical Engineering helps too. 0x5


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Silver Shadow


Advanced Member


Joined: 02 May 2008
Posts: 298
Location: France

Posted: 25 May 2010 11:12:22 pm    Post subject:

All hail to to the mighty KermM!
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marian33


Newbie


Joined: 04 Oct 2010
Posts: 1

Posted: 04 Oct 2010 11:36:12 pm    Post subject:

One of my friends who is a web developer would be very interested on your work! Actually, he is fascinated on doing system designs and working on programs. I think, your paper will hook the interests of people who love working on computers every time, so do I!
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Last edited by marian33 on 20 Oct 2010 08:01:57 am; edited 1 time in total
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KermMartian


Site Admin


Joined: 14 Mar 2005
Posts: 55764
Location: Earth, Sol, Milky Way

Posted: 04 Oct 2010 11:37:31 pm    Post subject:

marian33 wrote:
I like your thesis because it gives information which is true. Like the facial detection and recognition which are among the most heavily researched fields of computer vision and image processing. And your thesis catches my interest because you have able to presents a system design and implementation that performs robust facial detection and recognition robust to variations in lighting, pose, and scale.
This is true, thanks for saying so. However, that sounds suspiciously like automated summarization to me. Very Happy Are you a bot or a human?
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qazz42


Vampire Killer


Joined: 07 Apr 2010
Posts: 4177

Posted: 05 Oct 2010 05:49:11 am    Post subject:

cough *necroposting bot* cough

err, who said that?


BTW: Kerm, get these on the market, make millions Wink
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0rac343


Power User


Joined: 06 Jul 2010
Posts: 304
Location: Z80 Processor

Posted: 05 Oct 2010 06:41:31 am    Post subject:

woah really? cool! if it really is a bot... Razz
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^^^ or just check out some of my sketches. Check periodically for new art and updates.
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KermMartian


Site Admin


Joined: 14 Mar 2005
Posts: 55764
Location: Earth, Sol, Milky Way

Posted: 05 Oct 2010 08:58:10 am    Post subject:

qazz42 wrote:
cough *necroposting bot* cough

err, who said that?


BTW: Kerm, get these on the market, make millions Wink
Which, the bots, or my thesis Scouter? Smile There's definitely a market for both, although the market for the latter is far from mature yet.
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qazz42


Vampire Killer


Joined: 07 Apr 2010
Posts: 4177

Posted: 05 Oct 2010 09:08:27 am    Post subject:

The scouter, it will make you over a million dollars if perfected Very Happy
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KermMartian


Site Admin


Joined: 14 Mar 2005
Posts: 55764
Location: Earth, Sol, Milky Way

Posted: 05 Oct 2010 09:28:01 am    Post subject:

qazz42 wrote:
The scouter, it will make you over a million dollars if perfected Very Happy
Well, for that I'd have to find a more capable computing platform, as well as improve the face recognition accuracy more. One that I hope that I'll be able to do that, but for the most immediate future, the hardware isn't around, nor is time for me to write said software. Smile
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