262 citations · 370 across the 7 of their papers we have counts for
7 papers
How Well do Feature Visualizations Support Causal Understanding of CNN Activations?
Roland S. Zimmermann, Judy Borowski, Robert Geirhos +3
A precise understanding of why units in an artificial network respond to certain stimuli would constitute a big step towards explainable artificial intelligence. One widely used ap…
Exemplary Natural Images Explain CNN Activations Better than State-of-the-Art Feature Visualization
Judy Borowski, Roland S. Zimmermann, Judith Schepers +4
Feature visualizations such as synthetic maximally activating images are a widely used explanation method to better understand the information processing of convolutional neural ne…
Five Points to Check when Comparing Visual Perception in Humans and Machines
Christina M. Funke, Judy Borowski, Karolina Stosio +3
With the rise of machines to human-level performance in complex recognition tasks, a growing amount of work is directed towards comparing information processing in humans and machi…
Guiding human gaze with convolutional neural networks
Leon A. Gatys, Matthias Kümmerer, Thomas S. A. Wallis +1
The eye fixation patterns of human observers are a fundamental indicator of the aspects of an image to which humans attend. Thus, manipulating fixation patterns to guide human atte…
Saliency Benchmarking Made Easy: Separating Models, Maps and Metrics
Matthias Kümmerer, Thomas S. A. Wallis, Matthias Bethge
Dozens of new models on fixation prediction are published every year and compared on open benchmarks such as MIT300 and LSUN. However, progress in the field can be difficult to jud…
DeepGaze II: Reading fixations from deep features trained on object recognition
Matthias Kümmerer, Thomas S. A. Wallis, Matthias Bethge
Here we present DeepGaze II, a model that predicts where people look in images. The model uses the features from the VGG-19 deep neural network trained to identify objects in image…
How close are we to understanding image-based saliency?
Matthias Kümmerer, Thomas Wallis, Matthias Bethge
Within the set of the many complex factors driving gaze placement, the properities of an image that are associated with fixations under free viewing conditions have been studied ex…