SlideShare a Scribd company logo
Use AI to make
our own anime
girl face
Chia-Che​ (Mike) ​Chang
https://www.sli.do/SITCON18-S02
Hubert​ ​Lin
功德做盡力竭身亡
Yu-Chun (Howard) LoChia-Che​ (Mike) ​Chang
天下妹子皆我朋友
Outline
• Machine learning in the real life
• Generative adversarial networks (GAN)
• Use AI to make our own anime girl face
• Reference
Machine learning in the
movies
[Source: Machine Learning Lec1,Da-Cheng Juan]
Machine learning in real life
• Siri
• Amazon Echo
• Self-Driving Car
• Face Recognition
• etc.
[Source: DeepFace: Closing the Gap to
Human-Level Performance in Face Verification]
AlphaGo
[Source: https://deepmind.com/blog/alphago-zero-learning-scratch/]
What can we do with AI?
What can we do with AI?
What can we do with AI?
What can we do with AI?
What can we do with AI?
[Source: http://violet-evergarden.jp/]
GAN
GAN
[Source: https://www.slideshare.net/ckmarkohchang/generative-adversarial-networks]
GAN
[Source: https://www.slideshare.net/ckmarkohchang/generative-adversarial-networks]
GAN
[Source: https://www.slideshare.net/ckmarkohchang/generative-adversarial-networks]
GAN
[Source: https://www.slideshare.net/ckmarkohchang/generative-adversarial-networks]
Use AI to make our own anime
girl face
• CelebA [Real human image]
• 202599 images
• Resolution: 170x170
• [Anime girl image]
• 3589 images
• Resolution: 250x300
• Collected by ourselves
Dataset
1. Recognize face
2. Center crop
3. Resize to 256x256
1. Directly center crop
2. Resize to 256x256
Dataset
3
eyes
Failed
cropping
Weird accessories Multiple people
Dataset
CycleGAN
CycleGAN
CycleGAN
CycleGAN
• The results are bad and noisy.
CycleGAN
• The results are bad and noisy.
Inconsistence weird eyes Inconsistence
+ Cropped Images
• Better quality, but outputs are still unstable and
noisy.
+ Spectral Normalization
• Better quality
+ Noisy Label
+ Noisy Label
+ FisherGAN
+ FisherGAN
+ FisherGAN
Interesting cases
Reference
• Paper
• Generative Adversarial Networks
• Image-to-Image Translation with Conditional
Adversarial Nets
• Unpaired Image-to-Image Translation using Cycle-
Consistent Adversarial Networks
• Least Squares Generative Adversarial Networks
• Spectral Normalization for Generative Adversarial
Networks
• Fisher GAN
• Dataset
• CelebA:
http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html
• Anime girl: http://www.getchu.com/
Thanks for your listening!
These are our team members :)

More Related Content

Similar to Use AI to make our own anime girl face

Beyond Screens: Design Careers of the Future
Beyond Screens: Design Careers of the FutureBeyond Screens: Design Careers of the Future
Beyond Screens: Design Careers of the Future
FITC
 
Brighten Your Future With IT : Why I Need to Start Learn Programming
Brighten Your Future With IT : Why I Need to Start Learn ProgrammingBrighten Your Future With IT : Why I Need to Start Learn Programming
Brighten Your Future With IT : Why I Need to Start Learn Programming
Muhammad Singgih Z.A
 
Unleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapUnleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leap
RishantSharmaFr
 
Anime Generation with AI
Anime Generation with AIAnime Generation with AI
Anime Generation with AI
Koichi Hamada
 
Introduction to Robots
Introduction to RobotsIntroduction to Robots
Introduction to Robots
Chad Mairn
 
Introduction to Robots
Introduction to RobotsIntroduction to Robots
Introduction to Robots
St. Petersburg College
 
How Deep Learning Changes the Design Process #NEXT17
How Deep Learning Changes the Design Process #NEXT17How Deep Learning Changes the Design Process #NEXT17
How Deep Learning Changes the Design Process #NEXT17
Alexander Meinhardt
 
Gamification: Engaging and Motivating Your Users
Gamification: Engaging and Motivating Your UsersGamification: Engaging and Motivating Your Users
Gamification: Engaging and Motivating Your Users
Vorkspace
 
[DevRelCon Tokyo 2017] Creative Technical Content for Better Developer Experi...
[DevRelCon Tokyo 2017] Creative Technical Content for Better Developer Experi...[DevRelCon Tokyo 2017] Creative Technical Content for Better Developer Experi...
[DevRelCon Tokyo 2017] Creative Technical Content for Better Developer Experi...
Tomomi Imura
 

Similar to Use AI to make our own anime girl face (9)

Beyond Screens: Design Careers of the Future
Beyond Screens: Design Careers of the FutureBeyond Screens: Design Careers of the Future
Beyond Screens: Design Careers of the Future
 
Brighten Your Future With IT : Why I Need to Start Learn Programming
Brighten Your Future With IT : Why I Need to Start Learn ProgrammingBrighten Your Future With IT : Why I Need to Start Learn Programming
Brighten Your Future With IT : Why I Need to Start Learn Programming
 
Unleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapUnleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leap
 
Anime Generation with AI
Anime Generation with AIAnime Generation with AI
Anime Generation with AI
 
Introduction to Robots
Introduction to RobotsIntroduction to Robots
Introduction to Robots
 
Introduction to Robots
Introduction to RobotsIntroduction to Robots
Introduction to Robots
 
How Deep Learning Changes the Design Process #NEXT17
How Deep Learning Changes the Design Process #NEXT17How Deep Learning Changes the Design Process #NEXT17
How Deep Learning Changes the Design Process #NEXT17
 
Gamification: Engaging and Motivating Your Users
Gamification: Engaging and Motivating Your UsersGamification: Engaging and Motivating Your Users
Gamification: Engaging and Motivating Your Users
 
[DevRelCon Tokyo 2017] Creative Technical Content for Better Developer Experi...
[DevRelCon Tokyo 2017] Creative Technical Content for Better Developer Experi...[DevRelCon Tokyo 2017] Creative Technical Content for Better Developer Experi...
[DevRelCon Tokyo 2017] Creative Technical Content for Better Developer Experi...
 

Recently uploaded

Skybuffer SAM4U tool for SAP license adoption
Skybuffer SAM4U tool for SAP license adoptionSkybuffer SAM4U tool for SAP license adoption
Skybuffer SAM4U tool for SAP license adoption
Tatiana Kojar
 
Monitoring and Managing Anomaly Detection on OpenShift.pdf
Monitoring and Managing Anomaly Detection on OpenShift.pdfMonitoring and Managing Anomaly Detection on OpenShift.pdf
Monitoring and Managing Anomaly Detection on OpenShift.pdf
Tosin Akinosho
 
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUHCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
panagenda
 
Public CyberSecurity Awareness Presentation 2024.pptx
Public CyberSecurity Awareness Presentation 2024.pptxPublic CyberSecurity Awareness Presentation 2024.pptx
Public CyberSecurity Awareness Presentation 2024.pptx
marufrahmanstratejm
 
Fueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte WebinarFueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte Webinar
Zilliz
 
Digital Marketing Trends in 2024 | Guide for Staying Ahead
Digital Marketing Trends in 2024 | Guide for Staying AheadDigital Marketing Trends in 2024 | Guide for Staying Ahead
Digital Marketing Trends in 2024 | Guide for Staying Ahead
Wask
 
Columbus Data & Analytics Wednesdays - June 2024
Columbus Data & Analytics Wednesdays - June 2024Columbus Data & Analytics Wednesdays - June 2024
Columbus Data & Analytics Wednesdays - June 2024
Jason Packer
 
Serial Arm Control in Real Time Presentation
Serial Arm Control in Real Time PresentationSerial Arm Control in Real Time Presentation
Serial Arm Control in Real Time Presentation
tolgahangng
 
The Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptxThe Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptx
operationspcvita
 
Deep Dive: AI-Powered Marketing to Get More Leads and Customers with HyperGro...
Deep Dive: AI-Powered Marketing to Get More Leads and Customers with HyperGro...Deep Dive: AI-Powered Marketing to Get More Leads and Customers with HyperGro...
Deep Dive: AI-Powered Marketing to Get More Leads and Customers with HyperGro...
saastr
 
GraphRAG for Life Science to increase LLM accuracy
GraphRAG for Life Science to increase LLM accuracyGraphRAG for Life Science to increase LLM accuracy
GraphRAG for Life Science to increase LLM accuracy
Tomaz Bratanic
 
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing InstancesEnergy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
Alpen-Adria-Universität
 
Presentation of the OECD Artificial Intelligence Review of Germany
Presentation of the OECD Artificial Intelligence Review of GermanyPresentation of the OECD Artificial Intelligence Review of Germany
Presentation of the OECD Artificial Intelligence Review of Germany
innovationoecd
 
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
Edge AI and Vision Alliance
 
Digital Banking in the Cloud: How Citizens Bank Unlocked Their Mainframe
Digital Banking in the Cloud: How Citizens Bank Unlocked Their MainframeDigital Banking in the Cloud: How Citizens Bank Unlocked Their Mainframe
Digital Banking in the Cloud: How Citizens Bank Unlocked Their Mainframe
Precisely
 
Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
Biomedical Knowledge Graphs for Data Scientists and BioinformaticiansBiomedical Knowledge Graphs for Data Scientists and Bioinformaticians
Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
Neo4j
 
FREE A4 Cyber Security Awareness Posters-Social Engineering part 3
FREE A4 Cyber Security Awareness  Posters-Social Engineering part 3FREE A4 Cyber Security Awareness  Posters-Social Engineering part 3
FREE A4 Cyber Security Awareness Posters-Social Engineering part 3
Data Hops
 
Driving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success StoryDriving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success Story
Safe Software
 
GNSS spoofing via SDR (Criptored Talks 2024)
GNSS spoofing via SDR (Criptored Talks 2024)GNSS spoofing via SDR (Criptored Talks 2024)
GNSS spoofing via SDR (Criptored Talks 2024)
Javier Junquera
 
JavaLand 2024: Application Development Green Masterplan
JavaLand 2024: Application Development Green MasterplanJavaLand 2024: Application Development Green Masterplan
JavaLand 2024: Application Development Green Masterplan
Miro Wengner
 

Recently uploaded (20)

Skybuffer SAM4U tool for SAP license adoption
Skybuffer SAM4U tool for SAP license adoptionSkybuffer SAM4U tool for SAP license adoption
Skybuffer SAM4U tool for SAP license adoption
 
Monitoring and Managing Anomaly Detection on OpenShift.pdf
Monitoring and Managing Anomaly Detection on OpenShift.pdfMonitoring and Managing Anomaly Detection on OpenShift.pdf
Monitoring and Managing Anomaly Detection on OpenShift.pdf
 
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUHCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
 
Public CyberSecurity Awareness Presentation 2024.pptx
Public CyberSecurity Awareness Presentation 2024.pptxPublic CyberSecurity Awareness Presentation 2024.pptx
Public CyberSecurity Awareness Presentation 2024.pptx
 
Fueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte WebinarFueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte Webinar
 
Digital Marketing Trends in 2024 | Guide for Staying Ahead
Digital Marketing Trends in 2024 | Guide for Staying AheadDigital Marketing Trends in 2024 | Guide for Staying Ahead
Digital Marketing Trends in 2024 | Guide for Staying Ahead
 
Columbus Data & Analytics Wednesdays - June 2024
Columbus Data & Analytics Wednesdays - June 2024Columbus Data & Analytics Wednesdays - June 2024
Columbus Data & Analytics Wednesdays - June 2024
 
Serial Arm Control in Real Time Presentation
Serial Arm Control in Real Time PresentationSerial Arm Control in Real Time Presentation
Serial Arm Control in Real Time Presentation
 
The Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptxThe Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptx
 
Deep Dive: AI-Powered Marketing to Get More Leads and Customers with HyperGro...
Deep Dive: AI-Powered Marketing to Get More Leads and Customers with HyperGro...Deep Dive: AI-Powered Marketing to Get More Leads and Customers with HyperGro...
Deep Dive: AI-Powered Marketing to Get More Leads and Customers with HyperGro...
 
GraphRAG for Life Science to increase LLM accuracy
GraphRAG for Life Science to increase LLM accuracyGraphRAG for Life Science to increase LLM accuracy
GraphRAG for Life Science to increase LLM accuracy
 
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing InstancesEnergy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
 
Presentation of the OECD Artificial Intelligence Review of Germany
Presentation of the OECD Artificial Intelligence Review of GermanyPresentation of the OECD Artificial Intelligence Review of Germany
Presentation of the OECD Artificial Intelligence Review of Germany
 
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
 
Digital Banking in the Cloud: How Citizens Bank Unlocked Their Mainframe
Digital Banking in the Cloud: How Citizens Bank Unlocked Their MainframeDigital Banking in the Cloud: How Citizens Bank Unlocked Their Mainframe
Digital Banking in the Cloud: How Citizens Bank Unlocked Their Mainframe
 
Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
Biomedical Knowledge Graphs for Data Scientists and BioinformaticiansBiomedical Knowledge Graphs for Data Scientists and Bioinformaticians
Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
 
FREE A4 Cyber Security Awareness Posters-Social Engineering part 3
FREE A4 Cyber Security Awareness  Posters-Social Engineering part 3FREE A4 Cyber Security Awareness  Posters-Social Engineering part 3
FREE A4 Cyber Security Awareness Posters-Social Engineering part 3
 
Driving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success StoryDriving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success Story
 
GNSS spoofing via SDR (Criptored Talks 2024)
GNSS spoofing via SDR (Criptored Talks 2024)GNSS spoofing via SDR (Criptored Talks 2024)
GNSS spoofing via SDR (Criptored Talks 2024)
 
JavaLand 2024: Application Development Green Masterplan
JavaLand 2024: Application Development Green MasterplanJavaLand 2024: Application Development Green Masterplan
JavaLand 2024: Application Development Green Masterplan
 

Use AI to make our own anime girl face