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從一開始的光學研發設計，經歷過模具製造，產線生產到量產，而後因為工作接觸到軟體設計，進而接觸到與光學相關更多更廣的影像軟體應用與機器視覺的設計。
希望可以將過去軟硬體的經驗貢獻在與影像，機器視覺，以及AI  的演算法領域開發或是應用上。

NCUE

AICV影像工程師

Danny Liu

Cresclab

資料與AI演算法軟體工程師

ML  and  AI  algorithm:(  All  of  them  are  already  in  production.)
1).  Using  images  to  classify  member’s  gender.
2).  Using  people’s  line  ID  to  predict  member’s  gender.
3).  Using  images  &  behavior’s  log  to  design  recommendation
system.(SVD,  Deep).

Optical-Signal  algorithm  and  analysis:
1).  Using  smart  phone’s  front  camera  as  optical-analysis  device  to
observe  color  signal  change.
2.)  Color  signal  change  is  based  on  the  blood  reacts  with  strips.  By
those  signal  change,  trying  to  figure  out  a  curve  line  to  represent  the
bio-reacts  on  strips  and  use  those  feature  to  construct  a  measurement
system.
3.)  Find  solution  for  cross-validation  whether  signal  impact  or  not.
4.)  Trying  to  improve  the  bias,  accuracy  and  precision.
5.)  Issues  fixed.
Image  process  algorithm:
1.)  Image  Recognition:  Analysis  the  image  to  make  sure  whether  the
optical  device’s  uniformity  is  qualified  or  not.
2.)  Design:  white-balance  algorithm  for  our  measuring  device
3.)  Anomaly  detection  with  strips  and  uniformity.
Experiment  Data  Build:
1.)  Using  MySQL  to  build  Database  for  Experiment  data.
2.)  Producing  API  for  co-workers  to  access  and  get  some  data  source,
reducing  the  data  collecting  time.
3.)  Maintaining  database  and  trying  to  improve  data  schemas.

iXensor

光學影像演算法工程師

1).  Camera  lens  optical  specifications  define  and  analysis  optical  issue,  likes  the
Flare,  MTF(SFR),  Alignment,  Optical  Center,  and  NG-sample  analysis.
2).  Lens  focusing  image  recognition:  Programming  an  application  for  machine  to
recognize  the  image  and  focusing  lens.
3).  Optical  center  uniformity  simulating  confirm  and  testing.
4).  SFR  signal  plot  and  simulating.
5).  Con-call  and  report  to  customer,  and  vendor  management.

Primax

資深光學工程師

1).  All  kinds  of  LED  lighting  lens  design  (e.g  Camera’s  Flash  lighting  lens),
LED  module  development  and  spec  define.
2).  Lighting  Signal  and  uniformity  simulating.
3).  Optical  analysis  of  LED  lighting  lens,  jigs  design,  and  help  the  factory  to
  solve  the  process  problems.
4).  Precision  process  development,  new  materials  analysis.
5).  New  patent  application.

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