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Removing Pixel Noises and Spatial Artifacts with Generative Diversity Denoising Methods

Apr 03, 2021
Mangal Prakash, Mauricio Delbracio, Peyman Milanfar, Florian Jug

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DivNoising: Diversity Denoising with Fully Convolutional Variational Autoencoders

Jun 10, 2020
Mangal Prakash, Alexander Krull, Florian Jug

* 11 pages, 13 pages supplement, 4 figures, 19 supplementary figures 

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DenoiSeg: Joint Denoising and Segmentation

May 06, 2020
Tim-Oliver Buchholz, Mangal Prakash, Alexander Krull, Florian Jug

* 10 pages, 4 figures, 2 pages supplement (4 figures) 

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A Primal-Dual Solver for Large-Scale Tracking-by-Assignment

Apr 14, 2020
Stefan Haller, Mangal Prakash, Lisa Hutschenreiter, Tobias Pietzsch, Carsten Rother, Florian Jug, Paul Swoboda, Bogdan Savchynskyy

* 23rd International Conference on Artificial Intelligence and Statistics (AISTATS), 2020 

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Leveraging Self-supervised Denoising for Image Segmentation

Dec 13, 2019
Mangal Prakash, Tim-Oliver Buchholz, Manan Lalit, Pavel Tomancak, Florian Jug, Alexander Krull

* submitted to ISBI 2020 

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Fully Unsupervised Probabilistic Noise2Void

Nov 27, 2019
Mangal Prakash, Manan Lalit, Pavel Tomancak, Alexander Krull, Florian Jug

* submitted to ISBI 2020 

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