19 citations · 28 across the 10 of their papers we have counts for
11 papers
ProtoSeg: Interpretable Semantic Segmentation with Prototypical Parts
Mikołaj Sacha, Dawid Rymarczyk, Łukasz Struski +2
We introduce ProtoSeg, a novel model for interpretable semantic image segmentation, which constructs its predictions using similar patches from the training set. To achieve accurac…
ProPaLL: Probabilistic Partial Label Learning
Łukasz Struski, Jacek Tabor, Bartosz Zieliński
Partial label learning is a type of weakly supervised learning, where each training instance corresponds to a set of candidate labels, among which only one is true. In this paper,…
Interpretable Image Classification with Differentiable Prototypes Assignment
Dawid Rymarczyk, Łukasz Struski, Michał Górszczak +3
We introduce ProtoPool, an interpretable image classification model with a pool of prototypes shared by the classes. The training is more straightforward than in the existing metho…
ProtoMIL: Multiple Instance Learning with Prototypical Parts for Whole-Slide Image Classification
Dawid Rymarczyk, Adam Pardyl, Jarosław Kraus +3
Multiple Instance Learning (MIL) gains popularity in many real-life machine learning applications due to its weakly supervised nature. However, the corresponding effort on explaini…
SONG: Self-Organizing Neural Graphs
Łukasz Struski, Tomasz Danel, Marek Śmieja +2
Recent years have seen a surge in research on deep interpretable neural networks with decision trees as one of the most commonly incorporated tools. There are at least three advant…
Visual Probing: Cognitive Framework for Explaining Self-Supervised Image Representations
Witold Oleszkiewicz, Dominika Basaj, Igor Sieradzki +5
Recently introduced self-supervised methods for image representation learning provide on par or superior results to their fully supervised competitors, yet the corresponding effort…
Kernel Self-Attention in Deep Multiple Instance Learning
Dawid Rymarczyk, Adriana Borowa, Jacek Tabor +1
Not all supervised learning problems are described by a pair of a fixed-size input tensor and a label. In some cases, especially in medical image analysis, a label corresponds to a…
The K-theory of twisted multipullback quantum odd spheres and complex projective spaces
Piotr M. Hajac, Ryszard Nest, David Pask +2
We find multipullback quantum odd-dimensional spheres equipped with natural -actions that yield the multipullback quantum complex projective spaces constructed from Toeplitz…
Piecewise Principal Coactions of Co-Commutative Hopf Algebras
Bartosz Zieliński
Principal comodule algebras can be thought of as objects representing principal bundles in non-commutative geometry. A crucial component of a principal comodule algebra is a strong…
Nontrivial Deformation of a Trivial Bundle
Piotr M. Hajac, Bartosz Zieliński
The -prolongation of the Hopf fibration is a trivializable principal -bundle. We present a noncommutative deformation of this bundle to a qua…
Quantum principal bundles over quantum real projective spaces
Tomasz Brzeziński, Bartosz Zieliński
Two hierarchies of quantum principal bundles over quantum real projective spaces are constructed. One hierarchy contains bundles with U(1) as a structure group, the other has the q…