SlideShare a Scribd company logo
1 of 10
Matching Networks for One
Shot Learning
Fengda Zhu
what is one shot learning ?
Siamese Neural Networks
The αj are additional parameters that are learned by the model
during training,
Matching Networks for One Shot Learning
Model
sample label set from training set T, sample support set S and a batch B
Fully conditional Embedding f
Fully conditional Embedding g
Experiments
Experiments
Full Contextual Embeddings (FCE)
Experiments
oracle as upper bound

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
 
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
 
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
 
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
 

Recently uploaded

Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)dollysharma2066
 
lifi-technology with integration of IOT.pptx
lifi-technology with integration of IOT.pptxlifi-technology with integration of IOT.pptx
lifi-technology with integration of IOT.pptxsomshekarkn64
 
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...asadnawaz62
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleAlluxio, Inc.
 
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfg
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfgUnit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfg
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfgsaravananr517913
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvLewisJB
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfAsst.prof M.Gokilavani
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort servicejennyeacort
 
Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...121011101441
 
An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...Chandu841456
 
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionDr.Costas Sachpazis
 
Transport layer issues and challenges - Guide
Transport layer issues and challenges - GuideTransport layer issues and challenges - Guide
Transport layer issues and challenges - GuideGOPINATHS437943
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024hassan khalil
 
Solving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.pptSolving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.pptJasonTagapanGulla
 
computer application and construction management
computer application and construction managementcomputer application and construction management
computer application and construction managementMariconPadriquez1
 

Recently uploaded (20)

Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
 
young call girls in Green Park🔝 9953056974 🔝 escort Service
young call girls in Green Park🔝 9953056974 🔝 escort Serviceyoung call girls in Green Park🔝 9953056974 🔝 escort Service
young call girls in Green Park🔝 9953056974 🔝 escort Service
 
lifi-technology with integration of IOT.pptx
lifi-technology with integration of IOT.pptxlifi-technology with integration of IOT.pptx
lifi-technology with integration of IOT.pptx
 
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at Scale
 
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfg
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfgUnit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfg
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfg
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvv
 
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Serviceyoung call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
 
Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...
 
POWER SYSTEMS-1 Complete notes examples
POWER SYSTEMS-1 Complete notes  examplesPOWER SYSTEMS-1 Complete notes  examples
POWER SYSTEMS-1 Complete notes examples
 
An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...
 
Design and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdfDesign and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdf
 
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
 
Transport layer issues and challenges - Guide
Transport layer issues and challenges - GuideTransport layer issues and challenges - Guide
Transport layer issues and challenges - Guide
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
 
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
 
Solving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.pptSolving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.ppt
 
computer application and construction management
computer application and construction managementcomputer application and construction management
computer application and construction management
 

Matching Networks for One Shot Learning Using Fully Conditional Embeddings