SlideShare a Scribd company logo
1 of 9
Instance-level Facial Attributes
Transfer with Geometry-Aware
Flow
What:
How:
Pipline:
G:
F:
How:
G:
Flow Sub-Network :
Bilinear sampler
Blead
Refinement Sub-Network :
F:
How:
Loss:
Adversarial Loss:
Domain Classification Loss:
Reconstruction Loss:
Geometry-Aware Flow Loss:
Results:
1. FID Score(measure the quality of generated images)
2. Faithfulness Score(To evaluate the faithfulness)
3. Attribute Class Accuracy(To evaluate the ability of a method in manipulating a desired attribute)
Comparisons to Prior Works
Results:
Comparisons to Prior Works
Results:
Ablation Study
Effectiveness of Geometry-aware Flow Effectiveness of Appearance Residual
Results:
Results on High-Resolution Images Results on More Attributes

More Related Content

More from 哲东 郑

Video object detection
Video object detectionVideo object detection
Video object detection哲东 郑
 
C2 ae open set recognition
C2 ae open set recognitionC2 ae open set recognition
C2 ae open set recognition哲东 郑
 
Sota semantic segmentation
Sota semantic segmentationSota semantic segmentation
Sota semantic segmentation哲东 郑
 
Deep randomized embedding
Deep randomized embeddingDeep randomized embedding
Deep randomized embedding哲东 郑
 
Semantic Image Synthesis with Spatially-Adaptive Normalization
Semantic Image Synthesis with Spatially-Adaptive NormalizationSemantic Image Synthesis with Spatially-Adaptive Normalization
Semantic Image Synthesis with Spatially-Adaptive Normalization哲东 郑
 
Learning to adapt structured output space for semantic
Learning to adapt structured output space for semanticLearning to adapt structured output space for semantic
Learning to adapt structured output space for semantic哲东 郑
 
Unsupervised Learning of Object Landmarks through Conditional Image Generation
Unsupervised Learning of Object Landmarks through Conditional Image GenerationUnsupervised Learning of Object Landmarks through Conditional Image Generation
Unsupervised Learning of Object Landmarks through Conditional Image Generation哲东 郑
 
Graph based global reasoning networks
Graph based global reasoning networks Graph based global reasoning networks
Graph based global reasoning networks 哲东 郑
 
Variational Discriminator Bottleneck
Variational Discriminator BottleneckVariational Discriminator Bottleneck
Variational Discriminator Bottleneck哲东 郑
 
GNorm and Rethinking pre training-ruijie
GNorm and Rethinking pre training-ruijieGNorm and Rethinking pre training-ruijie
GNorm and Rethinking pre training-ruijie哲东 郑
 
Smoothed manifold
Smoothed manifoldSmoothed manifold
Smoothed manifold哲东 郑
 
Controllable image to-video translation
Controllable image to-video translationControllable image to-video translation
Controllable image to-video translation哲东 郑
 
Comparator networks
Comparator networksComparator networks
Comparator networks哲东 郑
 
Pancreas Segmentation
Pancreas SegmentationPancreas Segmentation
Pancreas Segmentation哲东 郑
 

More from 哲东 郑 (20)

Video object detection
Video object detectionVideo object detection
Video object detection
 
Center nets
Center netsCenter nets
Center nets
 
C2 ae open set recognition
C2 ae open set recognitionC2 ae open set recognition
C2 ae open set recognition
 
Sota semantic segmentation
Sota semantic segmentationSota semantic segmentation
Sota semantic segmentation
 
Deep randomized embedding
Deep randomized embeddingDeep randomized embedding
Deep randomized embedding
 
Semantic Image Synthesis with Spatially-Adaptive Normalization
Semantic Image Synthesis with Spatially-Adaptive NormalizationSemantic Image Synthesis with Spatially-Adaptive Normalization
Semantic Image Synthesis with Spatially-Adaptive Normalization
 
Learning to adapt structured output space for semantic
Learning to adapt structured output space for semanticLearning to adapt structured output space for semantic
Learning to adapt structured output space for semantic
 
Unsupervised Learning of Object Landmarks through Conditional Image Generation
Unsupervised Learning of Object Landmarks through Conditional Image GenerationUnsupervised Learning of Object Landmarks through Conditional Image Generation
Unsupervised Learning of Object Landmarks through Conditional Image Generation
 
Graph based global reasoning networks
Graph based global reasoning networks Graph based global reasoning networks
Graph based global reasoning networks
 
Style gan
Style ganStyle gan
Style gan
 
Vi2vi
Vi2viVi2vi
Vi2vi
 
Variational Discriminator Bottleneck
Variational Discriminator BottleneckVariational Discriminator Bottleneck
Variational Discriminator Bottleneck
 
GNorm and Rethinking pre training-ruijie
GNorm and Rethinking pre training-ruijieGNorm and Rethinking pre training-ruijie
GNorm and Rethinking pre training-ruijie
 
Smoothed manifold
Smoothed manifoldSmoothed manifold
Smoothed manifold
 
Controllable image to-video translation
Controllable image to-video translationControllable image to-video translation
Controllable image to-video translation
 
Comparator networks
Comparator networksComparator networks
Comparator networks
 
Swwae ruijie
Swwae ruijieSwwae ruijie
Swwae ruijie
 
UNIT -Deng
UNIT -DengUNIT -Deng
UNIT -Deng
 
Pancreas Segmentation
Pancreas SegmentationPancreas Segmentation
Pancreas Segmentation
 
Dense pose
Dense poseDense pose
Dense pose
 

Recently uploaded

Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machinePadma Pradeep
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraDeakin University
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 

Recently uploaded (20)

Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptxVulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machine
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning era
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 

Instance level facial attributes transfer with geometry-aware flow