Visual-Imagery-Based Analogical Construction in Geometric Matrix Reasoning Task
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Abstract (arXiv)
Raven's Progressive Matrices is a family of classical intelligence tests that have been widely used in both research and clinical settings. There have been many exciting efforts in AI communities to computationally model various aspects of problem solving such figural analogical reasoning problems. In this paper, we present a series of computational models for solving Raven's Progressive Matrices using analogies and image transformations. We run our models following three different strategies usually adopted by human testees. These models are tested on the standard version of Raven's Progressive Matrices, in which we can solve 57 out 60 problems in it. Therefore, analogy and image transformation are proved to be effective in solving RPM problems.
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References · 5
- 2019RAVEN: A Dataset for Relational and Analogical Visual rEasoNingcited by 226
- 2018Measuring abstract reasoning in neural networkscited by 166
- 2020Scale-Localized Abstract Reasoningcited by 45
- 2022Automatic Item Generation of Figural Analogy Problems: A Review and Outlookcited by 2
- 2019Learning Spatially Structured Image Transformations Using Planar Neural Networkscited by 1
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- 2022Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices
- 2024Towards Generative Abstract Reasoning: Completing Raven's Progressive Matrix via Rule Abstraction and Selection
- 2024ViTCN: Vision Transformer Contrastive Network For Reasoning
- 2025Can Large Reasoning Models do Analogical Reasoning under Perceptual Uncertainty?
- 2022SAViR-T: Spatially Attentive Visual Reasoning with Transformers