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Chief Analytics Officer 金金 金金 金金 IoT 金金金金金金金金金金 金金金金金金金金金金金金金金金金金金金金金金金金 #TokyoWebmining 55th

物体認識 IoT サービスを支える技術 〜クラウドアーキテクチャから組込み深層学習まで〜

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Summit_1-PowerPoint-Template

Chief Analytics Officer

IoT

#TokyoWebmining 55th

.comVASILY20166 @kndt842

3

4

6

FuturestandardWebGPS

7

:

8

9

SCORER

10

123

1

56

50

8

11FS

+++

12

IP

S3

DynamoDBNoSQL DB

14

14

Raspberry Pi2 OS / HW 15

Raspberry Pi USBOpenCV HOG16

16

HWOSVersionPCPCIaaS PaaS SaaS 17

FluentdMQTT3.1Mosquitto18

MQTTFluentdMQTT3.1Mosquitto

(CMS)(CN)(IPS)UI(UIS)

(UMS)

Token

DBIDToken

19

19

MQTTAWS

(CN)

MQTT

MQTT

Token

DBIDToken

API Gateway

Cognito

AWS IoT

AWS IoT

S3

DynamoDB

Lambda

Lambda

Elastic Beanstalk

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Dynqmo Stream Lambda BigQuery Redshift

20

OpenCV +HOG

22

Faster R-CNN 23

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64bit 4CPU256 CUDA GTX 1080 25604GBGPUTK12GBOSUbuntu 14.04 LTS NVIDIA Jetson TX1

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24

Faster R-CNN

Faster R-CNN 25

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PVCR2015 Tutorial: Convolutional Feature Maps

Fast R-CNN & Faster R-CNN26

R-CNN

Selective Search 27

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MatlabGitHubPythonVGG16: 13ZF: 5Forward propagation 300 Jetson Qiita Jetson TX1 Faster R-CNN 28

28

29VGG 163.01230ZF0.91233

TK1TX1

ZF0.930

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