SlideShare uma empresa Scribd logo
1 de 10
SOTA
Semantic Segmentation
Yawei Luo
SOTA mIoU
Decoders Matter for Semantic Segmentation:
Data-Dependent Decoding Enables Flexible Feature Aggregation
Context Encoding for Semantic
Segmentation
Encoder Matters
Classical Encoder
Bag of Features
Global Average Pooling
VLAD
Semantic Encoder
Decoder Matters
Classical Decoder
DUpsampling
DUpsampling
Other Tricks
• Adaptivetemperature Softmax
• Flexible Aggregation of Convolutional Features

Mais conteúdo relacionado

Mais de 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
 
Instance level facial attributes transfer with geometry-aware flow
Instance level facial attributes transfer with geometry-aware flowInstance level facial attributes transfer with geometry-aware flow
Instance level facial attributes transfer with geometry-aware flow
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
 
Controllable image to-video translation
Controllable image to-video translationControllable image to-video translation
Controllable image to-video translation
哲东 郑
 

Mais de 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
 
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
 
Instance level facial attributes transfer with geometry-aware flow
Instance level facial attributes transfer with geometry-aware flowInstance level facial attributes transfer with geometry-aware flow
Instance level facial attributes transfer with geometry-aware flow
 
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
 

Último

Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
WSO2
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Safe Software
 

Último (20)

Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
A Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusA Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source Milvus
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 

Sota semantic segmentation