Structured generative models for scene understanding

CKI Williams - International Journal of Computer Vision, 2024 - Springer
This position paper argues for the use of structured generative models (SGMs) for the
understanding of static scenes. This requires the reconstruction of a 3D scene from an input …

Inference and learning for generative capsule models

A Nazabal, N Tsagkas, CKI Williams - Neural Computation, 2023 - direct.mit.edu
Capsule networks (see Hinton et al.,) aim to encode knowledge of and reason about the
relationship between an object and its parts. In this letter, we specify a generative model for …