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專題資料筆記

tags: fjuMLDL

臉部表情

資料集(重要)

http://cvfiasd.pixnet.net/blog/post/179250644-人臉表情辨識資料庫

https://www.kaggle.com/c/challenges-in-representation-learning-facial-expression-recognition-challenge/overview

http://www.whdeng.cn/RAF/model1.html

pretrain model

https://github.com/JostineHo/real-time_emotion_analyzer

https://github.com/gitshanks/fer2013

建構神經網路教學

https://blog.csdn.net/walilk/article/details/58709611

農場文: https://www.itread01.com/content/1546298662.html

https://blog.csdn.net/sinat_26917383/article/details/72885715

https://zhuanlan.zhihu.com/p/33021960

paper

  1. http://140.119.115.26/bitstream/140.119/37112/9/100309.pdf 臉部表情識別系統 喔喔喔
  2. https://www.ctolib.com/IcedDoggie-Micro-Expression-with-Deep-Learning.html CVPR 2018 微表情识别论文实现代码
  3. https://ictjournal.itri.org.tw/Content/Messagess/contents.aspx?&MmmID=654304432061644411&CatID=654313611255143006&MSID=1002354340410301105

http://shuoyang1213.me/WIDERFACE/ widerface dataset

  1. http://tanet2014.kuas.edu.tw/ezfiles/28/1028/img/686/SS01-04.pdf 以區域為基礎之表情辨識系統
  2. http://oplab.im.ntu.edu.tw/csimweb/system/application/views/files/ICIM/20110147
  3. https://ndltd.ncl.edu.tw/cgi-bin/gs32/gsweb.cgi/login?o=dnclcdr&s=id="098CYU05392003".&searchmode=basic#XXX
  4. https://tanet2019.nsysu.edu.tw/assets/TANET2019_thesis/B1_008.pdf VV

報導

  1. https://technews.tw/2019/03/17/emotional-recognition-business/
    讓機器了解人類的表情含義,情緒辨識價值逾 6 千億元的產業 還不錯

https://www.paulekman.com/product-category/facs/

  1. https://www.viatech.com/tw/2018/08/things-you-can-do-with-facial-recognition-tw/ 人臉辨識技術的五大驚人應用
  2. https://www.most.gov.tw/most/attachments/f682d042-5d85-4373-bfda-256eb3fe85d1
  3. https://www.ithome.com.tw/tech/121694 人臉辨識的應用
  4. https://tw.news.yahoo.com/ai辨識情緒還是監視情緒-071714442.html

api

  1. https://cloud.google.com/vision/?hl=zh-tw Vision AI
  2. https://azure.microsoft.com/zh-tw/services/cognitive-services/face/ 臉部API ohohoho太神啦

有關於api的報導

  1. https://3c.yipee.cc/63167/google-cloud-vision-圖像識別-api-正式上線囉!?fb_comment_id=1156131377804022_1156132667803893
  2. https://technews.tw/2015/11/12/microsoft-emotion-apis/ ohohoho太神啦

api使用教學

  1. https://docs.microsoft.com/zh-tw/azure/cognitive-services/face/quickstarts/python

無關聯的paper

  1. http://ip.csie.ncu.edu.tw/research/research-c21.htm

無關的報導

  1. https://www.ithome.com.tw/news/122006
  2. https://www.mile.cloud/zh-hant/face-detection-for-future/

比較沒有相關的資料

  1. https://www.futuretech.org.tw/futuretech/index.php?action=product_detail&prod_no=P0008700001928

dlib

https://tpu.thinkpower.com.tw/tpu/articleDetails/950 大推
https://blog.csdn.net/suibianshen2012/article/details/41451287
https://ithelp.ithome.com.tw/articles/10212669
http://hjwang520.pixnet.net/blog/post/404096783-在anaconda成功安裝opencv、dlib和face_recognition
https://blog.gtwang.org/programming/python-opencv-dlib-face-detection-implementation-tutorial/
https://chtseng.wordpress.com/2016/12/23/dlib-好用的的machine-learning工具-一/
https://chtseng.wordpress.com/2016/12/31/dlib-好用的的machine-learning工具-二/
https://www.cnblogs.com/qsyll0916/p/8893790.html 大推

opencv

https://blog.gtwang.org/tag/opencv/
https://blog.gtwang.org/programming/opencv-basic-image-read-and-write-tutorial/
https://blog.gtwang.org/programming/python-opencv-dlib-face-detection-implementation-tutorial/ 極度大推
https://blog.gtwang.org/programming/opencv-drawing-functions-tutorial/ 大推

https://zhuanlan.zhihu.com/p/52344534
https://www.jianshu.com/p/dd08418c306f
https://www.cnblogs.com/skyfsm/p/8276501.html

compare

  1. opencv 速度快 但他的通道是BGR
  2. PIL load圖片是img類別 但其他的是numpy矩陣

opencv
matplotlib
skimage x
PIL x

部落格

https://chtseng.wordpress.com/
https://blog.gtwang.org/
http://hemingwang.blogspot.com/2019/08/ai-2020.html
http://hemingwang.blogspot.com/

android

http://tw.gitbook.net/android/android_mediaplayer.html

音樂推薦

https://zhuanlan.zhihu.com/p/44188154
https://speakerdeck.com/fukuball/machine-learning-and-the-intelligent-music-application
https://speakerdeck.com/fukuball/machine-learning-and-the-intelligent-music-application
https://36kr.com/p/5098074
https://buzzorange.com/techorange/2018/01/24/how-ai-find-spotify-weekly-discovery/

https://www.managertoday.com.tw/articles/view/53369

https://ithelp.ithome.com.tw/articles/10196130
https://jerrynest.io/recommender-system/

與資料科學家合作

https://medium.com/@irischenblog/ai時代的數位產品經理-與資料科學家合作的10個關鍵-1b4eb80a2c93

airtable

https://support.airtable.com/hc/en-us/articles/206452848-Linked-record-fields
https://support.airtable.com/hc/en-us/articles/218734758-A-beginner-s-guide-to-many-to-many-relationships 多對多關聯
https://support.airtable.com/hc/en-us/articles/203255215-Formula-field-reference 使用formula
https://support.airtable.com/hc/en-us/articles/202576519

if 中間表有欄位:
另建中間表&&將兩者pk使用formula組合成中間表的pk
else:
不須另建中間表
end

小demo

https://www.storm.mg/lifestyle/440350 情緒辨識應用在汽車(疲勞)駕駛
https://ictjournal.itri.org.tw/Content/Messagess/contents.aspx?&MmmID=654304432061644411&CatID=654313611255143006&MSID=1002354340410301105 情緒辨識應用在醫療上
https://www.most.gov.tw/most/attachments/f682d042-5d85-4373-bfda-256eb3fe85d1 情緒辨識應用在廣告投放(行銷)
https://technews.tw/2019/03/17/emotional-recognition-business/ 讓機器了解人類的表情含義,情緒辨識價值逾 6 千億元的產業 還不錯
https://3smarket-info.blogspot.com/2016/05/blog-post_30.html 很宏觀的精闢講解!不錯!!

心理學佐證

  1. https://cindytaiwan.com/em/Types_of_Emotions.htm
  2. https://pansci.asia/archives/14171 跟我們的主題契合
  3. https://3smarket-info.blogspot.com/2016/05/blog-post_30.html 不錯