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Image Recognition

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Deep Learning Breakthroughs

• Speech Recognition

• Image Recognition

• Natural Language Processing

• Medical Drug Discovery

• Handwriting Recognition

• Satellite Image Alignment

…

• Anything with data!

TIMIT Speech Recognition

15

17

19

21

23

25

27

29

31

1998 2000 2002 2004 2006 2008 2010 2012 2014

Erro

r R

ate

Traditional Deep Learning

ImageNet Error Rate 2010-2014

ImageNet 2012classification competition results

16.4

26.227 27

29.6

0

5

10

15

20

25

30

35

SuperVision ISI Oxford INRIA Amsterdam

Top

-5 e

rro

r ra

te %

Recent Success

ImageNet Classification 2013 Results

11.2%

11.7%

13.0%

13.5% 13.6%

14.2% 14.3%

14.8%

15.2% 15.2%

16.1%

16.4%

10%

11%

12%

13%

14%

15%

16%

17%

Test

err

or

(to

p-5

)

Top-5 Error Rates (lower is better)

http://www.image-net.org/challenges/LSVRC/2013/results.php

Medical

Satellite

Ad Targeting

Brand Safety

Stock PhotosConsumer Photos Shopping

About Us

9 employees

New York Based

Seed funded: angel + VC

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Active Areas of Research

• Face Recognition

– age, gender, identity, etc

• Video

– extend to the time domain to understand more

• Logo and Brand Recognition

– easier, template matching

• Text, Audio, and other data streams

– learn more and open up new opportunities

API: developer.clarifai.com

• Built to scale on Amazon

• Nvidia gpu based

• <100 ms latency

• Supported ops:

– classification

– image similarity

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