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Matthias Kümmerer

15 papers hereh-index 1635.7k citations51 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author6
  • middle author6
  • last author3

Across the 15 of 15 papers where every author was matched, so the position is known.

fields
  • cs.CV11
  • cs.LG3
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20142026
most citedDeepGaze II: Reading fixations from deep features trained on object recognition

262 citations · 611 across the 12 of their papers we have counts for

collaborators
Showing 2021Show all

3 papers · 1 filter

cs.LG2021★ 1 cited

Disentanglement and Generalization Under Correlation Shifts

Christina M. Funke, Paul Vicol, Kuan-Chieh Wang +3

Correlations between factors of variation are prevalent in real-world data. Exploiting such correlations may increase predictive performance on noisy data; however, often correlati…

cs.LG2021

DeepGaze IIE: Calibrated prediction in and out-of-domain for state-of-the-art saliency modeling

Akis Linardos, Matthias Kümmerer, Ori Press +1

Since 2014 transfer learning has become the key driver for the improvement of spatial saliency prediction; however, with stagnant progress in the last 3-5 years. We conduct a large…

cs.CV2021★ 24 cited

State-of-the-Art in Human Scanpath Prediction

Matthias Kümmerer, Matthias Bethge

The last years have seen a surge in models predicting the scanpaths of fixations made by humans when viewing images. However, the field is lacking a principled comparison of those…

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