Digital Library of Zielona Góra contains 9 272 digital objects
Object
Title: Learning abstract visual reasoning via task decomposition: A case study in Raven progressive matrices
Contributor:
Korbicz, Józef (1951- ) - red. ; Uciński, Dariusz - red.
Group publication title:
Abstract:
Learning to perform abstract reasoning often requires decomposing the task in question into intermediate subgoals that are not specified upfront, but need to be autonomously devised by the learner. In Raven progressive matrices (RPMs), the task is to choose one of the available answers given a context, where both the context and answers are composite images featuring multiple objects in various spatial arrangements. As this high-level goal is the only guidance available, learning to solve RPMs is challenging. ; In this study, we propose a deep learning architecture based on the transformer blueprint which, rather than directly making the above choice, addresses the subgoal of predicting the visual properties of individual objects and their arrangements. The multidimensional predictions obtained in this way are then directly juxtaposed to choose the answer. We consider a few ways in which the model parses the visual input into tokens and several regimes of masking parts of the input in self-supervised training. In experimental assessment, the models not only outperform state-of-the-art methods but also provide interesting insights and partial explanations about the inference. The design of the method also makes it immune to biases that are known to be present in some RPM benchmarks.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, volume 34, number 2 (2024) ; click here to follow the link
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Repository > Types of work > Articles
- Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2024)
Last modified:
29 lip 2025
In our library since:
29 lip 2025
Number of object content hits:
19
All available object's versions:
https://zbc.uz.zgora.pl/repozytorium/publication/101674
Show description in RDF format:
Show description in OAI-PMH format:
-
-
-
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 34, number 1 (2024)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 34, number 2 (2024)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 34, number 3 (2024)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 34, number 4 (2024)
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
| Edition name | Date |
|---|---|
| Learning abstract visual reasoning via task decomposition: A case study in Raven progressive matrices | 29 lip 2025 |
Objects Similar
Tenne, Yoel Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Koziarski, Michał Woźniak, Michał Stefanowski, Jerzy - ed. Krawiec, Krzysztof - ed. Wrembel, Robert - ed.
Blachnik, Marcin Gamper, Johann - ed. Wrembel, Robert - ed.
Żelasko, Dariusz Pławiak, Paweł Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Chmielnicki, Wiesław Stąpor, Katarzyna Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Papież, Anna Badie, Christophe Polanska, Joanna Gamper, Johann - ed. Wrembel, Robert - ed.
Czarnowski, Ireneusz Jędrzejowicz, Piotr Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Troć, Maciej Unold, Olgierd Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
