Evidence map›Paper›PMID 42100583›Full record

ArticleJournal of mathematical imaging and vision2026

Diffusion-Shock PDEs for Deep Learning on Position-Orientation Space.

Finn M Sherry, Kristina Schaefer, Remco Duits

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of mathematical imaging and vision, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Finn M SherryCASA and EAISI, Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands.
Kristina SchaeferMathematical Image Analysis Group, Department of Mathematics and Computer Science, Saarland University, Saarbrücken, Germany.
Remco DuitsCASA and EAISI, Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We extend regularised diffusion-shock (RDS) filtering from Euclidean space

Indexed as

Crossing preservingDiffusion–shock filterEquivariant neural networksGeometric deep learningRegularisation

Identifiers

PMID42100583
PMCPMC13144200

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.