54 citations · 56 across the 4 of their papers we have counts for
3 papers · 1 filter
Position: Do Not Explain Vision Models Without Context
Paulina Tomaszewska, Przemysław Biecek
Does the stethoscope in the picture make the adjacent person a doctor or a patient? This, of course, depends on the contextual relationship of the two objects. If it's obvious, why…
Does context matter in digital pathology?
Paulina Tomaszewska, Mateusz Sperkowski, Przemysław Biecek
The development of Artificial Intelligence for healthcare is of great importance. Models can sometimes achieve even superior performance to human experts, however, they can reason…
Deep spatial context: when attention-based models meet spatial regression
Paulina Tomaszewska, Elżbieta Sienkiewicz, Mai P. Hoang +1
We propose 'Deep spatial context' (DSCon) method, which serves for investigation of the attention-based vision models using the concept of spatial context. It was inspired by histo…