Object recognition in the city...Object recognition in the city Sparked November 14th 2016 Dave Kiwi...

Object

recognition

in the city

Sparked

November 14th 2016

Dave Kiwi

Smart City Expo

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

We used to write programs to solve a

problem (role based)

Now we write programs that learn how

to solve a problem through examples

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

https://youtu.be/aXV

-yaFmQNk

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

Neutron networks are really good at

recognizing patterns, but are slow

students

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

Deep learning in practice

Object recognition in the city – Copyright Sparked B.V.

OxygenAlgortmic apps

Developer Portal

Publisher Portal

Proxy

Large Scale Machine Learning

Advanced Data Analytics &

Machine Learning Platform

Object recognition in the city – Copyright Sparked B.V.

Object recognition in the city – Copyright Sparked B.V.

A real example

Iteration 50 Iteration 1500 Iteration 150000

Inp

ut

Pre

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nfig

ure

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ura

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etw

ork

Object recognition in the city – Copyright Sparked B.V.

OxygenForm factors

HoloLens CCTV Cams & IoT Mobile & Web Apps

Sparked provides an API or Client Library to any type of supported device or application

You focus on the relevant end-user scenario

Object recognition in the city – Copyright Sparked B.V.

Demo

Object recognition in the city – Copyright Sparked B.V.

OxygenData set of objects

10.000

pictures

150.000

iterations

Object recognition in the city – Copyright Sparked B.V.

TM 42