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Deep Image Prior

Deep Image Prior

A system for image enhancement and restoration

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Jessica Karpinski
Jessica Karpinski edited on 14 Apr 2019 8:46 pm
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Edits on 7 Aug 2018
Golden AI"Linkify text links in standard tables"
Golden AI edited on 7 Aug 2018 11:18 pm
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Documentaries, videos and podcasts (+43/-43 characters)

Further reading

Author
Title
Link
Type

Dmitry Ulyanov, Andrea Vedaldi and Victor Lempitsky

Deep Image Prior

Academic paper

Dmitry Ulyanov, Andrea Vedaldi and Victor Lempitsky

Deep Image Prior Supplementary Material

Academic paper

Documentaries, videos and podcasts

Title
Date
Link

Deep Image Prior | Two Minute Papers #219

10 January 2018

Edits on 5 Jun 2018
Tianchang He
Tianchang He edited on 5 Jun 2018 8:50 pm
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Further reading (+10/-10 characters)

Further reading

Author
Title
Link
Type

Dmitry Ulyanov, Andrea Vedaldi and Victor Lempitsky

Deep Image Prior

Academic Paperpaper

Dmitry Ulyanov, Andrea Vedaldi and Victor Lempitsky

Deep Image Prior Supplementary Material

Academic Paperpaper

Edits on 1 Jun 2018
Golden AI"Merging standard tables"
Golden AI edited on 1 Jun 2018 3:35 am
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Academic papers (-6 cells) (-298 characters)
Further reading (+8 cells) (+326 characters)

Academic papers

Author
Title
Link

Dmitry Ulyanov, Andrea Vedaldi and Victor Lempitsky

Deep Image Prior

Dmitry Ulyanov, Andrea Vedaldi and Victor Lempitsky

Deep Image Prior Supplementary Material

Further reading

Author
Title
Link
Type

Dmitry Ulyanov, Andrea Vedaldi and Victor Lempitsky

Deep Image Prior

Academic Paper

Dmitry Ulyanov, Andrea Vedaldi and Victor Lempitsky

Deep Image Prior Supplementary Material

Academic Paper

Edits on 31 Jan 2018
Melanie Manipula
Melanie Manipula edited on 31 Jan 2018 9:02 pm
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Article (+16/-16 characters)

Article

Deep Image Prior is an image enhancement and restoration system without neural network training. It uses a neural network as a prior for image processingimage processing task.

Edits on 21 Jan 2018
Melanie Manipula
Melanie Manipula edited on 21 Jan 2018 8:15 pm
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Article

Melanie Manipula"added thumbnail"
Melanie Manipula edited on 21 Jan 2018 8:12 pm
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Deep Image Prior

A system for image enhancement and restoration

Edits on 20 Jan 2018
Melanie Manipula
Melanie Manipula edited on 20 Jan 2018 8:36 pm
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Description (+46 characters)
Article (+835 characters)
Academic papers (+3 cells) (+151 characters)
Documentaries, videos and podcasts
Topic thumbnail

Deep Image Prior

A system for image enhancement and restoration

Article

Deep Image Prior is an image enhancement and restoration system without neural network training. It uses a neural network as a prior for image processing task.



The structure of the network is sufficient to capture low-level image statistics prior to any learning contrary to the common practice of training a deep neural network with a dataset. It uses randomly initialized neural network handcrafted priors to address images issues such as denoising, superresolution, inpainting and restore images based on flash-no flash input pairs.

...

It also highlights the inductive bias captured by standard generator network architectures and bridges the gap between two very popular families of image restoration methods: learning-based methods using deep convolutional neural networks and learning-free methods based on handcrafted image priors.

Academic papers

Author
Title
Link

Dmitry Ulyanov, Andrea Vedaldi and Victor Lempitsky

Deep Image Prior

Dmitry Ulyanov, Andrea Vedaldi and Victor Lempitsky

Deep Image Prior Supplementary Material

Documentaries, videos and podcasts

Title
Date
Link

Deep Image Prior | Two Minute Papers #219

10 January 2018

Melanie Manipula"Initial topic creation"
Melanie Manipula created this topic on 20 Jan 2018 7:16 pm
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Topic thumbnail

 Deep Image Prior

A system for image enhancement and restoration

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