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gptkbp:instance_of
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gptkb:Model
|
|
gptkbp:bfsLayer
|
4
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|
gptkbp:bfsParent
|
gptkb:Generative_Adversarial_Networks
|
|
gptkbp:application
|
semantic segmentation
style transfer
photo enhancement
image colorization
|
|
gptkbp:architectural_style
|
gptkb:Alumni_Association
|
|
gptkbp:based_on
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conditional Generative Adversarial Networks (c GA Ns)
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|
gptkbp:community_support
|
active forums
open-source contributions
tutorials available
|
|
gptkbp:developed_by
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gptkb:Phillip_Isola
|
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gptkbp:field_of_study
|
gptkb:Artificial_Intelligence
gptkb:software_framework
Image Processing
|
|
https://www.w3.org/2000/01/rdf-schema#label
|
Pix2 Pix
|
|
gptkbp:impact
|
advancement in AI-generated art
enhancement of creative workflows
improvement in image editing tools
influence on subsequent models
|
|
gptkbp:influenced_by
|
GA Ns
|
|
gptkbp:input_output
|
paired images
translated images
|
|
gptkbp:is_a_framework_for
|
gptkb:Graphics_Processing_Unit
gptkb:Py_Torch
|
|
gptkbp:is_evaluated_by
|
Inception Score
Fréchet Inception Distance (FID)
|
|
gptkbp:is_used_for
|
image synthesis
|
|
gptkbp:losses
|
L1 loss
adversarial loss
|
|
gptkbp:notable_feature
|
versatile applications
realistic image generation
conditional generation
preserves structure
|
|
gptkbp:project
|
gptkb:pix2pix-tensorflow
gptkb:pix2pix_HD
gptkb:pytorch-pix2pix
image-to-image translation research
|
|
gptkbp:related_to
|
gptkb:viewpoint
gptkb:Deep_Learning
gptkb:Cycle_GAN
|
|
gptkbp:resolution
|
variable
|
|
gptkbp:training
|
large datasets of paired images
|
|
gptkbp:user_base
|
gptkb:physicist
gptkb:Artist
gptkb:software
|
|
gptkbp:video_output
|
high quality
|
|
gptkbp:year_created
|
gptkb:2016
|