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cs.LG2022★ 4 cited
Inference and Learning for Generative Capsule Models
Alfredo Nazabal, Nikolaos Tsagkas, Christopher K. I. Williams
Capsule networks (see e.g. Hinton et al., 2018) aim to encode knowledge of and reason about the relationship between an object and its parts. In this paper we specify a generative…
cs.CV2022
Align-Deform-Subtract: An Interventional Framework for Explaining Object Differences
Cian Eastwood, Li Nanbo, Christopher K. I. Williams
Given two object images, how can we explain their differences in terms of the underlying object properties? To address this question, we propose Align-Deform-Subtract (ADS) -- an i…