Neural Photo Editing Andrew Brock Introduction Background: VAEs - PowerPoint PPT Presentation

Mar 25, 2024 •177 likes •355 views

Neural Photo Editing Andrew Brock Introduction Background: VAEs Background: VAEs Background: GANs Background: GANs The IAN Model Multiscale Dilated Conv Blocks Image credit: http://liangchiehchen.com/fg/deeplab_aspp.jpg Multiscale Dilated

Neural Photo Editing Andrew Brock
Introduction
Background: VAEs
Background: VAEs
Background: GANs
Background: GANs
The IAN Model
Multiscale Dilated Conv Blocks Image credit: http://liangchiehchen.com/fg/deeplab_aspp.jpg
Multiscale Dilated Conv Blocks Expressivity = range of functions a block can represent / number of parameters
Faster Dilation through Reshapes Image credit: Real-Time Single Image and Video Super- Resolution Using an Efcient Sub-Pixel Convolutional Neural Network, Twitter Cortex
Orthogonality Initializing weights with orthogonal matrices works well…so why not keep them orthogonal?
Orthogonal Regularization Initializing weights with orthognal matrices works well…so why not keep them orthogonal?
Adding Modifcations
Photo Editing
Photo Editing
Thanks!

Download Presentation

Download Policy: The content available on the website is offered to you 'AS IS' for your personal information and use only. It cannot be commercialized, licensed, or distributed on other websites without prior consent from the author. To download a presentation, simply click this link. If you encounter any difficulties during the download process, it's possible that the publisher has removed the file from their server.

Recommend

SNAPSEED, a Photo Editing App for Mobile Devices Nancy Matheson Snapseed is a photo-editing

SNAPSEED, a Photo Editing App for Mobile Devices Nancy Matheson Snapseed is a photo-editing application produced by Nik Software, a subsidiary of Google, for iOS and Android that enables users to enhance photos and apply digital filters. Snapseed

441 views • 3 slides

Photo-editing and presentation: a guide to image editing and presentation for photographers and

Photo-editing and presentation: a guide to image editing and presentation for photographers and visual artists, 2009, 140 pages, Douglas Holleley, 0970713851, 9780970713858, Clarellen, 2009 DOWNLOAD http://bit.ly/1FfdLGT http://goo.gl/RS7EL

625 views • 18 slides

Photoshopping and Video Editing By Mitchell Schirmers History of photo and video editing

Photoshopping and Video Editing By Mitchell Schirmers History of photo and video editing 1800s-Photos were clipped and pasted to other photos 1900s-film would be cut and reattached 1990-Adobe releases Photoshop version 1

443 views • 13 slides

Photo Editing With Generative Adversarial Networks (GANs) GTC, May 2017. Greg Heinrich.

Photo Editing With Generative Adversarial Networks (GANs) GTC, May 2017. Greg Heinrich. PANDARUS: Alas, I think he shall be come approached and the day When little srain would be attain'd into being never fed, And who is but a chain and subjects

602 views • 25 slides

I n t e r n s L i g h t n i n g T a l k s Proxy editing PiTiVi Proxy editing

I n t e r n s L i g h t n i n g T a l k s Proxy editing PiTiVi Proxy editing Anton Belka, antonbelka@gmail.com GUADEC 2013 The TM Conference GUADEC Proxy editing What is proxy editing? Proxy editing is the ability to

1.75k views • 143 slides

GeoJot+ GeoSpatial Experts, Inc. Founded in 2001 World leader in photo mapping software

GeoJot+ GeoSpatial Experts, Inc. Founded in 2001 World leader in photo mapping software for business. GPS-Photo Link, introduced in 2001, has provided the most advanced photo mapping, attribute mapping, and photo-based data editing

571 views • 18 slides

Non Linear Editing Programmable Solutions for the Broadcast Industry Non Linear Editing

Non Linear Editing Programmable Solutions for the Broadcast Industry Non Linear Editing Media editing used to mean physically splicing magnetic tape together in the production suite This progressed to digital splicing but access to

1.1k views • 37 slides

Photo manipulation (also called photoshopping or before the rise of Photoshop

Photo manipulation (also called photoshopping or before the rise of Photoshop softwareairbrushing) is the application of image editing techniques to photographs in order to create an illusion or deception (in contrast to mere enhancement

1.01k views • 33 slides

Textual Editing with the TEI Or, Documentary Editing with the TEI Or, TEI for Text Bearing

Textual Editing with the TEI Or, Documentary Editing with the TEI Or, TEI for Text Bearing Objects Lou Burnard Consulting July 2014 1/78 What is this thing? . 1 Its a text ! . 2 It's a document ! . 3 It's a moment in a developing

1.17k views • 85 slides

Fact-based Text Editing H ayat e Iso, Ch a o Qi a o, H a ng Li The status quo of Text Editing

Fact-based Text Editing H ayat e Iso, Ch a o Qi a o, H a ng Li The status quo of Text Editing Model, p (y | x), learns how to edit the input, x into the desired output, y . Style Transfer x = This is the worst game! y = This is the

483 views • 22 slides

Editing Language Xin Chen (xc2409) Kejia Chen (kc3136) Tongfei Guo (tg2616) Weiman Sun (ws2517)

Facelab: A Portrait Photos Editing Language Xin Chen (xc2409) Kejia Chen (kc3136) Tongfei Guo (tg2616) Weiman Sun (ws2517) Introduction 01 face detection, filter, photo sticker 02 hybrid of C and Matlab syntax 03 have OpenCV linked

297 views • 19 slides

Before you start Editing the Editors Editing the Editors Remember the common goal What

9/26/2016 Before you start Editing the Editors Editing the Editors Remember the common goal What is the draft for? Who is the audience? What is my role? Who has the last word? Mary Pfotenhauer Remember the outside

155 views • 3 slides

Forth Projectional Editing EuroForth 2019 Hamburg Ulrich Ho ff mann

Forth Projectional Editing EuroForth 2019 Hamburg Ulrich Ho ff mann <uho@xlerb.de> Overview Classical and Projectional Editing Forth Projectional Editing hex-edit, stack-edit other editors, other screen

521 views • 12 slides

1 Photo: SOS program in Elenos, Greece Photo: SOS Sanothimi, Nepal 2 3 4 5 6 6 7 7

1 Photo: SOS program in Elenos, Greece Photo: SOS Sanothimi, Nepal 2 3 4 5 6 6 7 7 (US Department of Health and Human Services) 8 Photo: SOS Macedonia 9 10 10 11 Photo: SOS Guatemala 11 Photo: SOS

657 views • 30 slides

Yo: A video editing language Mengqing Wang, Munan Cheng, Tiezheng Li, Yufei Ou Introduction -

Yo: A video editing language Mengqing Wang, Munan Cheng, Tiezheng Li, Yufei Ou Introduction - Video editing & analytics using yo script: - Yo is a user-friendly programming language for movie non-linear editing. Basic - Function and

311 views • 8 slides

Why is word2vec so fast? Efficiency tricks for neural nets Taylor Berg-Kirkpatrick Site

CS11-747 Neural Networks for NLP Why is word2vec so fast? Efficiency tricks for neural nets Taylor Berg-Kirkpatrick Site https://phontron.com/class/nn4nlp2017/ Glamorous Life of an AI Scientist Perception Reality Waiting. Photo Credit:

641 views • 34 slides

Families of Orthogonal Polynomials, Operators and Properties John Musonda Department of

Families of Orthogonal Polynomials, Operators and Properties John Musonda Department of Mathematics, University of Zambia Division of Applied Mathematics, M alardalen University First Network Meeting for Sida- and ISP-funded PhD Students in

339 views • 16 slides

Classical discrete d -orthogonal polynomials Naoures AYADI nawres.essths@gmail.com Under the

AIMS-VOLKSWAGEN STIFTUNG WORKSHOP, DOUALA, 2018. Classical discrete d -orthogonal polynomials Naoures AYADI nawres.essths@gmail.com Under the direction of Hamza CHAGGARA Lab. Mathematics-Physics, Special Functions and Applications ESSTHS,

801 views • 53 slides

Parametrization of stochastic effects in an advectioncondensation model Yue-Kin Tsang Centre

Parametrization of stochastic effects in an advectioncondensation model Yue-Kin Tsang Centre for Geophysical and Astrophysical Fluid Dynamics, Mathematics, University of Exeter Jacques Vanneste (Edinburgh), Geoff Vallis (Exeter) Funded by

369 views • 18 slides

Providing the Com m unity w ith Care 1 Our History January 25, 1996, Minister of Health and

Providing the Com m unity w ith Care 1 Our History January 25, 1996, Minister of Health and Long- Term Care announced creation of CCACs The Champlain CCAC comprises the former Community Care Access Centres of the Eastern Counties, Lanark,

199 views • 18 slides

Presentation on Multichannel Nonlinear Scattering for Nonintegrable equations by A. Soffer and M.

Presentation on Multichannel Nonlinear Scattering for Nonintegrable equations by A. Soffer and M. I. Weinstein Presenter : Chulkwang Kwak Facultad de Matem aticas Pontificia Universidad Cat olica de Chile 2017 Participating School, KAIST

476 views • 19 slides

ARTEMIS ARTEMIS Industry Association (since 2007) ARTEMIS-IA www.artemis-ia.eu Jan Lohstroh,

Advanced Research & Technology EMbedded Intelligent Systems ARTEMIS ARTEMIS Industry Association (since 2007) ARTEMIS-IA www.artemis-ia.eu Jan Lohstroh, Secretary General 2019 April 17 Overlaps, non-orthogonality and European

744 views • 17 slides

SMI 2012 As-Conformal-As-Possible Discrete Volumetric Mapping Gilles-Philippe Paill Pierre

SMI 2012 As-Conformal-As-Possible Discrete Volumetric Mapping Gilles-Philippe Paill Pierre Poulin University of Montreal, Canada May 23, 2012 Context Parameterization 2D 3D 2 Context Parameterization Some popular codomains Cube

488 views • 30 slides

Gauged SDFT and stable de Sitter in d = 7 Jose J. Fern andez-Melgarejo Harvard University

Gauged SDFT and stable de Sitter in d = 7 Jose J. Fern andez-Melgarejo Harvard University Based on 1505.01301: W. Cho, J.J. FM, I. Jeon, J.-H. Park (JHEP 2015) 1506.01294: G. Dibitetto, J.J. FM, D. Marqu es (sub. JHEP 2015) Duality

516 views • 28 slides