AI based computer vision use cases for researcher

AI based computer vision use cases for researcher

1. AI & Vision use cases
2023.9
Ph.DTaewookKang
[email protected]
daddynkidsmakers.blogspot.com

2. History
beamlab, 2017, DEEP LEARNING 101 -PART 1: HISTORY AND BACKGROUND
Link
Yann LeCun. LeNet5 usingCNN
2006, Deep Belief
Network. ReLU,
Dropout

3. History
Deep Belief Networks (DBN) Hinton, G. E, Osindero, S., and Teh, Y. W. (2006). A fast learning
algorithm for deep belief nets. Neural Computation, 18:1527-1554.
Convolutional neural networks running on GPUs (2012) Alex Krizhevsky, Ilya Sutskever,
Geoffrey Hinton, Advances in Neural Information Processing Systems 2012
Deep CNN, GPU, ReLU, Dropout, Deep Belief Network
2013. Google acquired DNN
Link
Yann LeCun.
Chief AI Scientist for Facebook AI Research (FAIR)

4. AI –introduction & cases
Jason Brownlee, 2019, 9 Applications of Deep Learning for Computer Vision,
machine learning mastery

5. AI –introduction & cases
Jason Brownlee, 2019, 9 Applications of Deep Learning for Computer Vision,
machine learning mastery
Link
ImageColorizationwithU-Net and GAN

6. AI –introduction & cases
Jason Brownlee, 2019, 9 Applications of Deep Learning for Computer Vision,
machine learning mastery
Image inpainting

7. AI –introduction & cases
Alberto Rizzoli, 2022, 27+ Most Popular Computer Vision Applications and Use
Cases in 2022, V7

8. AI –introduction & cases
Alberto Rizzoli, 2022, 27+ Most Popular Computer Vision Applications and Use
Cases in 2022, V7

9. AI –introduction & cases
Alberto Rizzoli, 2022, 27+ Most Popular Computer Vision Applications and Use
Cases in 2022, V7
Tesseract-OCR
UseGoogle CloudVisionAPI toprocess
invoicesand receipts

10. AI –introduction & cases
Alberto Rizzoli, 2022, 27+ Most Popular Computer Vision Applications and Use
Cases in 2022, V7

11. AI –introduction & cases
Alberto Rizzoli, 2022, 27+ Most Popular Computer Vision Applications and Use
Cases in 2022, V7
CRF-RNN forSemanticImageSegmentation
ConditionalRandomFieldsasRecurrentNeuralNetworks.
Detectron2CoLab

12. AI –introduction & cases
Alberto Rizzoli, 2022, 27+ Most Popular Computer Vision Applications and Use
Cases in 2022, V7
YOLACT(You Only Look At CoefficienTs)
Detectron

13. AI –introduction & cases
Alberto Rizzoli, 2022, 27+ Most Popular Computer Vision Applications and Use
Cases in 2022, V7

14. AI –introduction & cases
Alberto Rizzoli, 2022, 27+ Most Popular Computer Vision Applications and Use
Cases in 2022, V7

15. AI –introduction & cases
Alberto Rizzoli, 2022, 27+ Most Popular Computer Vision Applications and Use
Cases in 2022, V7
Vision Transformer (ViT)
Link

16. AI –introduction & cases
Alberto Rizzoli, 2022, 27+ Most Popular Computer Vision Applications and Use
Cases in 2022, V7
OpenPose

17. 3D semantic segmentation (Random sampling and an effective local feature aggregator). link
AI –introduction & cases

18. AI –introduction & cases
Benjamin Sanchez, 2021, A Gentle Introduction to Graph Neural Networks,
https://distill.pub/2021/gnn-intro/
GCN(Graph Convolutional Network) CoLab link

19. AI –introduction & cases
Benjamin Sanchez, 2021, A Gentle Introduction to Graph Neural Networks,
https://distill.pub/2021/gnn-intro/
DeforumStable Diffusion CoLab link(Youtube)

20. AI –introduction & cases
Alberto Rizzoli, 2022, 27+ Most Popular Computer Vision Applications and Use
Cases in 2022, V7
DL papers in Scholar
Example
Example
DeepStream

21. AI –deep learning family
Saravanan Thirumuruganathan, N. Tang, M. Ouzzani, 2018, Data Curation with Deep Learning [Vision]:
Towards Self Driving Data Curation, ArXiv

22. AI Vision Limitation and Future

23. AI Vision Limitation and Future
Visionreasoning
Visionwith robotics
Learningwithoutsupervision
More AI applications.
https://www.aitech.vision/
Human-CenteredAI (HCAI)
https://research.ibm.com/blog/what-is-human-centered-ai
Artificial general intelligence (AGI)
abstractthinking
backgroundknowledge
commonsense
causeand effect
transferlearning
Next AI
GCN (GraphConvolutionalNetwork)

24. Thanks
Daddy Makers
(daddynkidsmakers.blogspot.com)
Computer graphics digest on Apple Podcasts
ApplePodcasts －《BIM digest》
Software engineering digest on Apple
Podcasts
[email protected]