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02/21/2023
Unpaired Translation from Semantic Label Maps to Images by Leveraging Domain-Specific Simulations
Photorealistic image generation from simulated label maps are necessitat...
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06/09/2021
Match What Matters: Generative Implicit Feature Replay for Continual Learning
Neural networks are prone to catastrophic forgetting when trained increm...
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03/09/2021
Content-Preserving Unpaired Translation from Simulated to Realistic Ultrasound Images
Interactive simulation of ultrasound imaging greatly facilitates sonogra...
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02/23/2021
Probabilistic Spatial Analysis in Quantitative Microscopy with Uncertainty-Aware Cell Detection using Deep Bayesian Regression of Density Maps
3D microscopy is key in the investigation of diverse biological systems,...
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01/27/2021
Utilizing Uncertainty Estimation in Deep Learning Segmentation of Fluorescence Microscopy Images with Missing Markers
Fluorescence microscopy images contain several channels, each indicating...
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01/20/2021
Learning Ultrasound Rendering from Cross-Sectional Model Slices for Simulated Training
Purpose. Given the high level of expertise required for navigation and i...
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08/27/2020
Modality Attention and Sampling Enables Deep Learning with Heterogeneous Marker Combinations in Fluorescence Microscopy
Fluorescence microscopy allows for a detailed inspection of cells, cellu...
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06/29/2020
GramGAN: Deep 3D Texture Synthesis From 2D Exemplars
We present a novel texture synthesis framework, enabling the generation ...
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06/18/2020
Deep Image Translation for Enhancing Simulated Ultrasound Images
Ultrasound simulation based on ray tracing enables the synthesis of high...
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01/08/2020
Learning Generative Models using Denoising Density Estimators
Learning generative probabilistic models that can estimate the continuou...
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03/15/2019
Smart, Deep Copy-Paste
In this work, we propose a novel system for smart copy-paste, enabling t...
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12/05/2018
Video Synthesis from a Single Image and Motion Stroke
In this paper, we propose a new method to automatically generate a video...
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07/14/2018
Specular-to-Diffuse Translation for Multi-View Reconstruction
Most multi-view 3D reconstruction algorithms, especially when shape-from...
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04/24/2018
FaceShop: Deep Sketch-based Face Image Editing
We present a novel system for sketch-based face image editing, enabling ...
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11/20/2017
Disentangling Factors of Variation by Mixing Them
We propose an unsupervised approach to learn image representations that ...
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11/07/2017