List of works - Sebastian Nowozin

A novel liver perfusion analysis method

scientific article published on 01 January 2005

Bayesian Time-of-Flight for Realtime Shape, Illumination and Albedo

scientific article published on 12 May 2016

Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift ⬇️

article by Jasper Snoek et al published 2019 in Advances in Neural Information Processing Systems 32

Cascades of Regression Tree Fields for Image Restoration ⬇️

scientific article published on April 2016

DISCO Nets : DISsimilarity COefficients Networks ⬇️

scientific article published in January 2016

Decision Jungles: Compact and Rich Models for Classification ⬇️

scientific article published in January 2013

DeepCoder: Learning to Write Programs ⬇️

scientific article published on 8 March 2017

Fast and Flexible Multi-Task Classification using Conditional Neural Adaptive Processes ⬇️

Higher-Order Correlation Clustering for Image Segmentation ⬇️

scientific article published in January 2011

Icebreaker: Element-wise Efficient Information Acquisition with a Bayesian Deep Latent Gaussian Model ⬇️

scientific article published in January 2019

Image Segmentation Using Higher-Order Correlation Clustering

scientific article published on September 2014

Joint demosaicing and denoising via learned nonparametric random fields.

scientific article published on 22 September 2014

Learning from past treatments and their outcome improves prediction of in vivo response to anti-HIV therapy

scientific article published on 14 January 2011

PixelDefend: Leveraging Generative Models to Understand and Defend against Adversarial Examples ⬇️

scientific article published on 14 February 2018

Stabilizing Training of Generative Adversarial Networks through Regularization ⬇️

scientific article published in January 2017

Structured Learning and Prediction in Computer Vision

scholarly article by Sebastian Nowozin published 2010 in Foundations and Trends in Computer Graphics and Vision

Task-Specific Image Partitioning ⬇️

scientific article published on September 19, 2012

The Numerics of GANs ⬇️

academic journal article

f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization ⬇️