Search Results for author: Leon A. Gatys

Found 12 papers, 6 papers with code

Model-based metrics: Sample-efficient estimates of predictive model subpopulation performance

no code implementations25 Apr 2021 Andrew C. Miller, Leon A. Gatys, Joseph Futoma, Emily B. Fox

We propose using an evaluation model $-$ a model that describes the conditional distribution of the predictive model score $-$ to form model-based metric (MBM) estimates.

Readmission Prediction

Modeling patterns of smartphone usage and their relationship to cognitive health

no code implementations13 Nov 2019 Jonas Rauber, Emily B. Fox, Leon A. Gatys

The ubiquity of smartphone usage in many people's lives make it a rich source of information about a person's mental and cognitive state.

Guiding human gaze with convolutional neural networks

no code implementations18 Dec 2017 Leon A. Gatys, Matthias Kümmerer, Thomas S. A. Wallis, Matthias Bethge

Thus, manipulating fixation patterns to guide human attention is an exciting challenge in digital image processing.

Understanding Low- and High-Level Contributions to Fixation Prediction

no code implementations ICCV 2017 Matthias Kummerer, Thomas S. A. Wallis, Leon A. Gatys, Matthias Bethge

This model achieves better performance than all models not using features pre-trained on object recognition, making it a strong baseline to assess the utility of high-level features.

Object Recognition Saliency Prediction +1

Preserving Color in Neural Artistic Style Transfer

7 code implementations19 Jun 2016 Leon A. Gatys, Matthias Bethge, Aaron Hertzmann, Eli Shechtman

This note presents an extension to the neural artistic style transfer algorithm (Gatys et al.).

Style Transfer

Texture Synthesis Using Shallow Convolutional Networks with Random Filters

no code implementations31 May 2016 Ivan Ustyuzhaninov, Wieland Brendel, Leon A. Gatys, Matthias Bethge

The current state of the art in parametric texture synthesis relies on the multi-layer feature space of deep CNNs that were trained on natural images.

Texture Synthesis

A Neural Algorithm of Artistic Style

285 code implementations26 Aug 2015 Leon A. Gatys, Alexander S. Ecker, Matthias Bethge

In fine art, especially painting, humans have mastered the skill to create unique visual experiences through composing a complex interplay between the content and style of an image.

Style Transfer

Texture Synthesis Using Convolutional Neural Networks

15 code implementations NeurIPS 2015 Leon A. Gatys, Alexander S. Ecker, Matthias Bethge

Here we introduce a new model of natural textures based on the feature spaces of convolutional neural networks optimised for object recognition.

Object Object Recognition +1

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