2. Problem Statement / Executive Summary
Problem Statement
•
人
員進出廠區，需要配發
門
禁卡，有磁卡感應不良、毀損、回收或忘記
攜帶的問題。
• 出勤與加班時間統計，無法即時有效的掌握，與其他 Enterprise System
整合度不
高
。
Executive Summary
•
一
般員
工
進出廠區，透過刷臉微笑，紀錄進出時間。
• 後台系統即時統計進出廠時間，配合政府法規，給予加班統計，超時警
示
。
• 發放
一
般員
工
QR Code 與
一
次性 QR Code，輔助給予通
行
權限。
• 紀錄、保存通過系統時的驗證圖像，作為
日
後追蹤與查驗的數位證據。
3. Technical Infrastructure
SBC
Panel
SBC
Panel
Public Cloud
• Inference
• Mgmt.
SBC
Panel
SBC
Panel
InwinStack Cloud
• Inference
• Mgmt.
In-house Server SOHO/SMB Server
• Inference
• Mgmt.
SBC
Panel
SBC
Panel
SBC
Panel
SBC
Panel
• Mgmt.
• Inference
Internet Internet Intranet Intranet
4. Physical Layout of the prototype
IR Proximity Sensor
Main Camera
Second Camera
WIFI
Power cord Touch Panel
5. Software Solution Sketch
Events
Delay
HMI
Mgmt. Portal
UIs Processes Rules Data
DBs &
Applications
User Interface
System Admin
Employee
Continuous
working days
Overtime
Handle Overtime
Handle Delay
Rest Day
Invader
Handle Invader
Employee pro
fi
les
Historical Records
Face Recognition
QR Code Decode
6. End User HMI Mockups
Current Time: 2018 Jun 28 10:02 AM
Employee Name: Elizabeth Lin
QR Code
Current Time:
Employee Name:
Face ID
Face ID Mode QR Code Mode
19. SERVICEFEATURE DETECTION LANDMARKS RECOGNITION AGE/GENDER EMOTION HEAD POSE OTHER CLASSIFIERS
BETAFACE API Yes 123 Yes Yes Smile/Neutral No Facial hair, Glasses
FACE++ Yes 83 or 106 Yes Yes 7 classes Yes
Face quality
Blur
Eye status
Ethnicity
Beauty
AMAZON AWS REKOGNITION Yes 23 Yes Yes
3 Classes +
Smile intensity
Yes
Beard
Mustache
Sunglasses
EyesOpen
Mouth Open
MICROSOFT Yes 27 Yes Yes Smile Intensity Yes Facial hair, glasses
GOOGLE CLOUD PLATFORM Yes No No No Smile/Neutral No Headwear
IBM WATSON FACE Yes No Yes Yes No No None
ANIMETRICS FACER API Yes 24 Yes Yes No Yes None
KAIROS API Yes 49 Yes Yes 6 classes Yes
Ethnicity
Eye status
MEERKAT FR Yes 68 Yes No No Yes None
Cloud API
Reference
20. SERVICEFEATURE PLATFORMS DETECTION LANDMARKS RECOGNITION AGE/GENDER EMOTION
HEAD
POSE
OTHER
CLASSIFIERS
BETAFACE SDK Win/Lin Yes 123 Yes Yes Smile/Neutral No Facial hair, Glasses
COGNITEC VACS Win/Lin/ARM Yes unknown Yes Yes No Yes
Glasses
Eye status
Lighting, Color
Image and face geometry
Full-frontal image check as
LUXAND FACESDK Win/Lin/ARM Yes 70 Yes Yes Smile/Neutral Yes Eye status
NEUROTECH VERILOOK
SDK
Win/Lin/ARM Yes No Yes No No No None
SIGHTCORP INSIGHT SDK Win/Lin/ARM Yes unknown No Yes 7 classes Yes None
ANIMETRICS FACER API Win/Lin Yes 24 Yes Yes No Yes None
VISAGE SDK Win/Lin/ARM Yes 68 Yes Yes 6 classes Yes
Eye status,
Gaze tracking
AFFECTIVA SDK Win/Lin/ARM Yes No FALSE Yes 7 classes Yes Ethnicity
DEEPSIGHT SDK Win/Lin Yes 68 Yes Yes soon soon None
Commercial SDKs
Reference
24. Training vs. Inference
Large N
Forward
Backward
“car”
?
Error
TRANING
Reference: Discover the Difference Between Deep Learning Training and Inference
25. Training vs. Inference
Large N
Forward
Backward
“car”
?
Error
TRANING
Smaller,
varied N
Forward
“car”
INFERENCE
Reference: Discover the Difference Between Deep Learning Training and Inference
