Data · dataset · 2026
Data and Python code for angular collision diversity in three-dimensional point clouds
Listed in Teesside University Research Data Repository
Python code and numerical results for finite-cloud angular collision diversity at a stated resolution.
Description
The deposit includes six-family simulations, bandwidth sensitivity, exact-target calibration, sufficient stability-bound checks, comparisons with binned angular collision and a scalar distance kernel, and public illustrations using Stanford Bunny, Armadillo and Drill. The angular kernel has smaller median perturbation changes in the specified comparison, while the distance kernel has higher held-out classification accuracy.
Public-object analyses distinguish full-vertex sampling, uniform subsets, noisy subsets and density-biased subsets. Original Stanford models are not redistributed; verified downloaders and source checksums identify the inputs. Repeated numerical runs are not independent physical objects.
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Conditional Monte Carlo uncertainty does not establish population-sampling coverage.
Links
Where it is published
- DOI doi.org/10.17632/pdhnmvt46r.1 ↗
DOI / persistent id · from researchdata tees ac uk
Catalogue records · 1
- OAI-PMH record data.mendeley.com/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Adata… ↗
metadata API · from researchdata tees ac uk
Topics
- From keywords
- Earth & Environmental Science
Provenance · 1 source records, 6 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/pdhnmvt46r.1 | 16 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| description | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| title | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/title |