Difference between revisions of "Image Recognition"

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<ref>IBM didn’t inform people when it used their Flickr photos for facial recognition training: https://www.theverge.com/2019/3/12/18262646/ibm-didnt-inform-people-when-it-used-their-flickr-photos-for-facial-recognition-training</ref>
 
<ref>IBM didn’t inform people when it used their Flickr photos for facial recognition training: https://www.theverge.com/2019/3/12/18262646/ibm-didnt-inform-people-when-it-used-their-flickr-photos-for-facial-recognition-training</ref>
 
<ref>Reverse engineering generative models from a single ''deepfake'' image (to detect real/authentic .vs. fake/doctored): https://ai.facebook.com/blog/reverse-engineering-generative-model-from-a-single-deepfake-image/</ref>
 
<ref>Reverse engineering generative models from a single ''deepfake'' image (to detect real/authentic .vs. fake/doctored): https://ai.facebook.com/blog/reverse-engineering-generative-model-from-a-single-deepfake-image/</ref>
<ref>Japanese firms to jointly develop facial recognition payment system: https://japantoday.com/category/tech/japan-firms-to-jointly-develop-facial-recognition-payment-system</ref>
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<ref>Japanese firms to jointly develop "facial recognition payments" system: https://japantoday.com/category/tech/japan-firms-to-jointly-develop-facial-recognition-payment-system</ref>
 +
<ref>Consumers Have Questions About Apple's Facial Recognition Software: https://www.youtube.com/watch?v=2owPsEONw7Y</ref>
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<ref>Trudeau wants to use facial recognition digital ID for travel: https://thecountersignal.com/trudeau-proposes-facial-recognition-digital-id-for-travel/</ref>
  
  
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* [[wikipedia: Object detection]]
 
* [[wikipedia: Object detection]]
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* Azure -- Cognitive Services - ComputerVision API https://azure.microsoft.com/en-us/services/cognitive-services/computer-vision/#overview | [https://github.com/AnkitSharma-007/Angular-Computer-Vision-Azure-Cognitive-Services Angular SDK]
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== Motion Detection ==
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* [[wikipedia: Motion detection]]
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== LiDAR ==
 +
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* [[wikipedia: LiDAR]]
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<ref>Your iPhone Pro Has LiDAR - 7 cool things you can do with it: https://www.howtogeek.com/759121/your-iphone-pro-has-lidar-7-cool-things-you-can-do-with-it/</ref>
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* TinEye: http://www.tineye.com (leading & opriginal "reverse image search" service)
 
* TinEye: http://www.tineye.com (leading & opriginal "reverse image search" service)
 +
* PimEyes: https://pimeyes.com/en (reverse image search & facial matching to find images of you uploaded online)<ref>This Simple Facial Recognition Search Engine Can Track You Down Across the Internet: https://onezero.medium.com/this-simple-facial-recognition-search-engine-can-track-you-down-across-the-internet-518c7129e454</ref>
 
* Google Images - Reverse Image Search: http://www.google.com/images (click on Camera icon)
 
* Google Images - Reverse Image Search: http://www.google.com/images (click on Camera icon)
 
* Emgu CV is a cross platform .Net wrapper for OpenCV: http://sourceforge.net/projects/emgucv/
 
* Emgu CV is a cross platform .Net wrapper for OpenCV: http://sourceforge.net/projects/emgucv/
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* Viewdle - Video Facial Recognition and AR: http://www.viewdle.com
 
* Viewdle - Video Facial Recognition and AR: http://www.viewdle.com
 
* '''SURF library - Image Recognition & Feature Extraction for Adobe Flash Platform: http://code.google.com/p/in-spirit/wiki/ASSURF'''<ref>FlashSURF – moving further: http://blog.inspirit.ru/?p=386</ref> (more [[AR]] focused)
 
* '''SURF library - Image Recognition & Feature Extraction for Adobe Flash Platform: http://code.google.com/p/in-spirit/wiki/ASSURF'''<ref>FlashSURF – moving further: http://blog.inspirit.ru/?p=386</ref> (more [[AR]] focused)
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* PlateRecognizer: https://app.platerecognizer.com/accounts/login/?next=/
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* OpenALP: https://github.com/openalpr/openalpr
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* Tesseract-OCR: https://github.com/tesseract-ocr
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* Android OCR: https://github.com/rmtheis/android-ocr
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* OpenCV bindings in Android: http://bytedeco.org/
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* Java ANPR: https://github.com/oskopek/javaanpr
  
  
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* javacv -- Java interface to OpenCV: http://code.google.com/p/javacv/
 
* javacv -- Java interface to OpenCV: http://code.google.com/p/javacv/
 
* OpenCV-for-PHP -- An OpenCV binding for PHP: https://github.com/mgdm/OpenCV-for-PHP<ref>PHP face detect extension: http://www.xarg.org/project/php-facedetect/</ref><ref>Running OpenCV 2.2 using PHP on Amazon Cloud Free Tier: http://abhishek376.wordpress.com/2011/11/09/opencv-on-amazon-cloud-free-tier/</ref><ref>'''A Doorbell With Facial Recognition: https://dzone.com/articles/doorbell-with-facial-recognition'''</ref>
 
* OpenCV-for-PHP -- An OpenCV binding for PHP: https://github.com/mgdm/OpenCV-for-PHP<ref>PHP face detect extension: http://www.xarg.org/project/php-facedetect/</ref><ref>Running OpenCV 2.2 using PHP on Amazon Cloud Free Tier: http://abhishek376.wordpress.com/2011/11/09/opencv-on-amazon-cloud-free-tier/</ref><ref>'''A Doorbell With Facial Recognition: https://dzone.com/articles/doorbell-with-facial-recognition'''</ref>
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* NodeJS -- opencv4nodejs: https://github.com/justadudewhohacks/opencv4nodejs (OpenCV bindings in JavaScript)
 
* Packt -- Mastering OpenCV 4 with Python (BOOK): https://www.packtpub.com/application-development/mastering-opencv-4-python | [https://github.com/PacktPublishing/Mastering-OpenCV-4-with-Python SRC]
 
* Packt -- Mastering OpenCV 4 with Python (BOOK): https://www.packtpub.com/application-development/mastering-opencv-4-python | [https://github.com/PacktPublishing/Mastering-OpenCV-4-with-Python SRC]
 
<ref>Computer Vision Using OpenCV intro using Python (basic overview of how the algorithms work, with nice visual examples): https://dzone.com/articles/opencv-python-tutorial-computer-vision-using-openc</ref>
 
<ref>Computer Vision Using OpenCV intro using Python (basic overview of how the algorithms work, with nice visual examples): https://dzone.com/articles/opencv-python-tutorial-computer-vision-using-openc</ref>
 
<ref>'''Introduction to (detailed Object Detection & Facial Recognition) Computer Vision with OpenCV and Python: https://dzone.com/articles/introduction-to-computer-vision-with-opencv-and-py'''</ref>
 
<ref>'''Introduction to (detailed Object Detection & Facial Recognition) Computer Vision with OpenCV and Python: https://dzone.com/articles/introduction-to-computer-vision-with-opencv-and-py'''</ref>
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== Resources ==
 
== Resources ==
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* '''FaceDetector (HTML5+CSS3+JS2): http://liuliu.me/detect/detect.html'''
 
* '''FaceDetector (HTML5+CSS3+JS2): http://liuliu.me/detect/detect.html'''
 
* Face Detection in HTML5/JS: https://github.com/neave/face-detection
 
* Face Detection in HTML5/JS: https://github.com/neave/face-detection
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* IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2019 -- '''Speech2Face''' - Learning the "Face Behind a Voice": https://speech2face.github.io
  
 
* SearchLores - Image Recognition, a stab in PHP (pt.1): http://www.searchlores.org/finn_cbir_1.htm
 
* SearchLores - Image Recognition, a stab in PHP (pt.1): http://www.searchlores.org/finn_cbir_1.htm
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== Tutorials ==
 
== Tutorials ==
  
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* How Does Facial Recognition Work?: https://www.howtogeek.com/427897/how-does-facial-recognition-work/
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* OpenCV in Java: https://www.baeldung.com/java-opencv | [https://github.com/eugenp/tutorials/tree/master/image-processing SRC]
 
* '''Face Detection in Javascript via HTML5 Canvas: http://badassjs.com/post/1461943420/face-detection-in-javascript-via-html5-canvas'''
 
* '''Face Detection in Javascript via HTML5 Canvas: http://badassjs.com/post/1461943420/face-detection-in-javascript-via-html5-canvas'''
 
* Face detection using HTML5, javascript, webrtc, websockets, Jetty and OpenCV: http://www.smartjava.org/content/face-detection-using-html5-javascript-webrtc-websockets-jetty-and-javacvopencv
 
* Face detection using HTML5, javascript, webrtc, websockets, Jetty and OpenCV: http://www.smartjava.org/content/face-detection-using-html5-javascript-webrtc-websockets-jetty-and-javacvopencv
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* Building a Reverse Image Search System Based on Milvus and VGG: https://dzone.com/articles/building-a-reverse-image-search-system-based-on-mi
 
* Building a Reverse Image Search System Based on Milvus and VGG: https://dzone.com/articles/building-a-reverse-image-search-system-based-on-mi
 
* A Beginner’s Guide to Setting up OpenCV Android Library on Android Studio: https://android.jlelse.eu/a-beginners-guide-to-setting-up-opencv-android-library-on-android-studio-19794e220f3c
 
* A Beginner’s Guide to Setting up OpenCV Android Library on Android Studio: https://android.jlelse.eu/a-beginners-guide-to-setting-up-opencv-android-library-on-android-studio-19794e220f3c
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<ref>Appium Image Comparison features: https://github.com/appium/appium/blob/master/docs/en/writing-running-appium/image-comparison.md</ref>
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<ref>No ''cmake vs compiler'' found for msversion 4 (Windows7-10): https://stackoverflow.com/questions/57091480/no-cmake-vs-compiler-found-for-msversion-4-windows7</ref>
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<ref>YouTube Aims To Crack Down On Facial Recognition: https://www.mediapost.com/publications/article/357972/youtube-aims-to-crack-down-on-facial-recognition.html</ref>
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== External Links ==
 
== External Links ==
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* Easy way to detect Faces in an image in Java (using cloud-based service "[https://www.cloudmersive.com/ Cloudmersive]"): https://dzone.com/articles/how-to-detect-faces-in-an-image-in-java
 
* Easy way to detect Faces in an image in Java (using cloud-based service "[https://www.cloudmersive.com/ Cloudmersive]"): https://dzone.com/articles/how-to-detect-faces-in-an-image-in-java
 
* Apple Will Reportedly Scan Your iPhone (only "iCloud synced" photos for now) for "Child Abuse" Imagery: https://www.howtogeek.com/746383/apple-will-reportedly-scan-your-iphone-for-child-abuse-imagery/
 
* Apple Will Reportedly Scan Your iPhone (only "iCloud synced" photos for now) for "Child Abuse" Imagery: https://www.howtogeek.com/746383/apple-will-reportedly-scan-your-iphone-for-child-abuse-imagery/
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* Microsoft and National Australia Bank brings Windows Hello to ATMs: https://mspoweruser.com/microsoft-and-national-australia-bank-brings-windows-hello-to-atms/
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* Thankfully, IRS Ditches Facial Recognition For Taxes: https://www.howtogeek.com/784539/thankfully-irs-ditches-facial-recognition-for-taxes/
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* FACIAL RECOGNITION SECURITY TECH USED AT THE BRITS: https://www.iq-mag.net/2019/03/facial-recognition-security-tech-brits/
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* Artificial intelligence at EU borders: https://www.europarl.europa.eu/RegData/etudes/IDAN/2021/690706/EPRS_IDA(2021)690706_EN.pdf
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* ImaGen: https://gweb-research-imagen.appspot.com/ | [https://imagen.research.google/ DOCS]
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* "OpenAI, Look at our awesome image generator!" says Google: https://techcrunch.com/2022/05/23/openai-look-at-our-awesome-image-generator-google-hold-my-shiba-inu/
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* Microsoft will phase out facial recognition AI that could detect emotions: https://www.engadget.com/microsoft-retires-facial-recognition-ai-emotion-detection-183010078.html
  
  
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== See Also ==
 
== See Also ==
  
[[OCR]] | [[Semantic Web]] | [[Machine Learning]] | [[AI]] | [[AR]] | [[Video]] | [[Image]] | [[Search Engine]] ] | [[NLP]] | [[Speech Recognition]] | [[Voice Recognition]]
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[[OCR]] | [[Semantic Web]] | [[Machine Learning]] | [[AI]] | [[AR]] | [[Video]] | [[Image]] | [[Search Engine]] ] | [[NLP]] | [[Speech Recognition]] | [[Voice Recognition]] | [[MR]] | [[LBS]] | [[3D]] | [[Image]] | [[Metadata]]

Revision as of 21:49, 2 August 2022

Image Recognition is a technique, process and/or (set of) computer algorithm(s) that may have one of two main types. The first type of Image Recognition algorithm is the act of programmatically determining the degree of similarity between two (or more) images, and determining the

The other is understanding or calculating within a given degree of precision, the existence of or position of a set of objects.


Facial Recognition

A subset of Image Recognition, Facial Recognition aims to train a system to recognize individual people based on their physical traits (appearance and related artifacts, i.e. nose bridge, nostrils, smile, teeth, hair color, hair style, ears, facial symmetry, eyes, eye color, eye spacing, eyebrows, common accessories worn, etc).

[2] [3] [4]

[5] [6] [7] [8] [9] [10] [11] [12] [13] [14] [15] [16] [17] [18] [19] [20]


Object Detection


Motion Detection


LiDAR

[21]




Tools


OpenCV

Open-source Computer Vision (OpenCV) is the leading open source library of programming functions mainly aimed at real time computer vision. Example applications of the OpenCV library are Human-Computer Interaction (HCI); Object Identification, Segmentation and Recognition; Face Recognition; Gesture Recognition; Motion Tracking, Ego Motion, Motion Understanding; Structure From Motion (SFM); Stereo and Multi-Camera Calibration and Depth Computation; Mobile Robotics.

[34] [35]


Resources


Tutorials


[44] [45] [46]


External Links


References

  1. Face Substitution DEMO (formerly at): http://auduno.github.io/clmtrackr/examples/facesubstitution.html
  2. Realtime Face Recognition in the Browser: https://medium.com/@gjovanov/realtime-face-recognition-de1ee3076878
  3. Researchers figure out how to trick facial recognition systems: http://www.zdnet.com/article/researchers-figure-out-how-to-trick-facial-recognition-systems
  4. Baidu and KFC’s new smart restaurant suggests what to order based on your face: http://techcrunch.com/2016/12/23/baidu-and-kfcs-new-smart-restaurant-suggests-what-to-order-based-on-your-face/
  5. Face Recognition with Azure, ASP.NET & Docker — Part I: https://medium.com/@bjov97/face-recognition-with-azure-asp-net-docker-part-i-1803bad91228
  6. Watching Ads Verified By Facial Recognition Earns Moviegoers Free Ticket: https://www.mediapost.com/publications/article/334864/watching-ads-verified-by-facial-recognition-earns.html
  7. FaceApp: https://www.faceapp.com/
  8. Using FaceApp to age your photos may be fun, but you could be giving up your privacy: https://www.usatoday.com/story/tech/news/2019/07/17/faceapp-privacy-concerns-raised-aged-photos-go-viral/1753898001/
  9. FaceApp responds to privacy concerns: https://techcrunch.com/2019/07/17/faceapp-responds-to-privacy-concerns/
  10. FaceApp is back and so are privacy concerns: https://www.theverge.com/2019/7/17/20697771/faceapp-privacy-concerns-ios-android-old-age-filter-russia
  11. Zao: https://apps.apple.com/cn/app/id1465199127 (deep-fakes app)
  12. Chinese Deepfake App ZAO Goes Viral, Privacy Of Millions 'At Risk: https://www.forbes.com/sites/zakdoffman/2019/09/02/chinese-best-ever-deepfake-app-zao-sparks-huge-faceapp-like-privacy-storm/#297ebb848470
  13. Vimeo Hit With Biometric Privacy Lawsuit: https://www.mediapost.com/publications/article/341321/vimeo-hit-with-biometric-privacy-lawsuit.html
  14. Home-Made Java Face Recognition Application using deeplearning4j: https://dzone.com/articles/java-home-made-face-recognition-application
  15. I Got My File From Clearview AI, and It Freaked Me Out: https://onezero.medium.com/i-got-my-file-from-clearview-ai-and-it-freaked-me-out-33ca28b5d6d4
  16. IBM didn’t inform people when it used their Flickr photos for facial recognition training: https://www.theverge.com/2019/3/12/18262646/ibm-didnt-inform-people-when-it-used-their-flickr-photos-for-facial-recognition-training
  17. Reverse engineering generative models from a single deepfake image (to detect real/authentic .vs. fake/doctored): https://ai.facebook.com/blog/reverse-engineering-generative-model-from-a-single-deepfake-image/
  18. Japanese firms to jointly develop "facial recognition payments" system: https://japantoday.com/category/tech/japan-firms-to-jointly-develop-facial-recognition-payment-system
  19. Consumers Have Questions About Apple's Facial Recognition Software: https://www.youtube.com/watch?v=2owPsEONw7Y
  20. Trudeau wants to use facial recognition digital ID for travel: https://thecountersignal.com/trudeau-proposes-facial-recognition-digital-id-for-travel/
  21. Your iPhone Pro Has LiDAR - 7 cool things you can do with it: https://www.howtogeek.com/759121/your-iphone-pro-has-lidar-7-cool-things-you-can-do-with-it/
  22. This Simple Facial Recognition Search Engine Can Track You Down Across the Internet: https://onezero.medium.com/this-simple-facial-recognition-search-engine-can-track-you-down-across-the-internet-518c7129e454
  23. Face.com opens its face recognition tech to devs: http://news.cnet.com/8301-27076_3-20003936-248.html
  24. That was quick. Facebook shuts down Face.com APIs, kills Klik app, enrages developers: http://thenextweb.com/facebook/2012/07/07/that-was-quick-facebook-shuts-down-face-com-apis-kills-klik-app-enrages-developers/
  25. FaceAPI Download: http://www.seeingmachines.com/product/faceapi/downloads/
  26. FaceAPI with Flight Simulator 10 (FSX): http://vimeo.com/2880313
  27. HL2 + Johnny Lee head tracking effect + faceAPI = OMG: http://www.neogaf.com/forum/showthread.php?t=365917
  28. Unity 3D + faceAPI = LOVE: http://www.andysaia.com/radicalpropositions/?p=197
  29. Faceapi -- 3d Head Tracking With Any Webcam: http://technabob.com/blog/2008/03/19/faceapi-3d-head-tracking-with-any-webcam/
  30. FlashSURF – moving further: http://blog.inspirit.ru/?p=386
  31. PHP face detect extension: http://www.xarg.org/project/php-facedetect/
  32. Running OpenCV 2.2 using PHP on Amazon Cloud Free Tier: http://abhishek376.wordpress.com/2011/11/09/opencv-on-amazon-cloud-free-tier/
  33. A Doorbell With Facial Recognition: https://dzone.com/articles/doorbell-with-facial-recognition
  34. Computer Vision Using OpenCV intro using Python (basic overview of how the algorithms work, with nice visual examples): https://dzone.com/articles/opencv-python-tutorial-computer-vision-using-openc
  35. Introduction to (detailed Object Detection & Facial Recognition) Computer Vision with OpenCV and Python: https://dzone.com/articles/introduction-to-computer-vision-with-opencv-and-py
  36. wikipedia: MNIST database
  37. Looks Like It - Checking for image similarity using Hash values in PHP: http://www.hackerfactor.com/blog/index.php?/archives/432-Looks-Like-It.html
  38. Face Recognition in Java @ JavaOne 2012: http://netbeans.dzone.com/articles/nb-machine-learning-neuroph
  39. HTML5 Webcam Photobooth Web App: https://vamapaull.com/html5-webcam-photobooth-web-app/
  40. Photobooth with PHP, jQuery & CSS3 (Flash fallback): http://tutorialzine.com/2011/04/jquery-webcam-photobooth/
  41. Stippling #2: https://bl.ocks.org/veltman/017a2093623e1bf3ae041dd3380578cb
  42. Weighted Voronoi Stippling: https://www.cs.ubc.ca/labs/imager/tr/2002/secord2002b/secord.2002b.pdf
  43. Weighted Lloyd's Method for Voronoi Tesselation: https://elrnv.com/blog/weighted-lloyds-method-for-voronoi-tesselation/
  44. Appium Image Comparison features: https://github.com/appium/appium/blob/master/docs/en/writing-running-appium/image-comparison.md
  45. No cmake vs compiler found for msversion 4 (Windows7-10): https://stackoverflow.com/questions/57091480/no-cmake-vs-compiler-found-for-msversion-4-windows7
  46. YouTube Aims To Crack Down On Facial Recognition: https://www.mediapost.com/publications/article/357972/youtube-aims-to-crack-down-on-facial-recognition.html

See Also

OCR | Semantic Web | Machine Learning | AI | AR | Video | Image | Search Engine ] | NLP | Speech Recognition | Voice Recognition | MR | LBS | 3D | Image | Metadata