Lars Mescheder
9 papers · 2017–2020 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(18)
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Hot Topic Early Bird
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The Questioner
Venues
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Research topics
Deep Learning
(8)
Models
(7)
Machine Learning
(5)
Computer Vision
(4)
Analysis
(4)
Architectures
(3)
Generation
(3)
Optimization & Theory · Machine Learning
(3)
Learning Types · Deep Learning
(2)
Learning Types · Machine Learning
(2)
Optimization & Theory · Deep Learning
(2)
Mathematics & Optimization
(1)
Core Methods
(1)
Optimization
(1)
Processing
(1)
Keywords
generative adversarial network
(4)
3d reconstruction
(3)
implicit representation
(3)
neural network
(2)
convergence analysis
(2)
maximum likelihood
(1)
deep learning
(1)
video generation
(1)
neural rendering
(1)
temporal dynamics
(1)
image synthesis
(1)
function space
(1)
generative model
(1)
shape reconstruction
(1)
eigenvalue analysis
(1)
3d vision
(1)
latent variable
(1)
disentangled representation
(1)
variational autoencoder
(1)
variational inference
(1)
Papers
Convolutional Occupancy Networks
ECCV 2020
Differentiable Volumetric Rendering: Learning Implicit 3D Representations Without 3D Supervision
CVPR 2020
Towards Unsupervised Learning of Generative Models for 3D Controllable Image Synthesis
CVPR 2020
Occupancy Flow: 4D Reconstruction by Learning Particle Dynamics
ICCV 2019
Occupancy Networks: Learning 3D Reconstruction in Function Space
CVPR 2019
Texture Fields: Learning Texture Representations in Function Space
ICCV 2019
Which Training Methods for GANs do actually Converge?
ICML 2018
Adversarial Variational Bayes: Unifying Variational Autoencoders and Generative Adversarial Networks
ICML 2017
The Numerics of GANs
NeurIPS 2017