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researcher

Ian Walker

3 papers here

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.CG1
  • cs.LG1
  • eess.IV1

identity via Semantic Scholar / OpenAlex

most citedGraph Convolutional Gaussian Processes

9 citations · 9 across the 2 of their papers we have counts for

collaborators

3 papers

eess.IV2019

Causality matters in medical imaging

Daniel C. Castro, Ian Walker, Ben Glocker

This article discusses how the language of causality can shed new light on the major challenges in machine learning for medical imaging: 1) data scarcity, which is the limited avai…

cs.LG2019★ 9 cited

Graph Convolutional Gaussian Processes

Ian Walker, Ben Glocker

We propose a novel Bayesian nonparametric method to learn translation-invariant relationships on non-Euclidean domains. The resulting graph convolutional Gaussian processes can be…

cs.CG2019

Controlling Meshes via Curvature: Spin Transformations for Pose-Invariant Shape Processing

Loic Le Folgoc, Daniel C. Castro, Jeremy Tan +5

We investigate discrete spin transformations, a geometric framework to manipulate surface meshes by controlling mean curvature. Applications include surface fairing -- flowing a me…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.