Data · dataset · 2026
Code, split files, out-of-fold predictions and latency measurements for "Coil leakage, training variance and FLOP proxies in the evaluation of real-time steel surface defect detectors"
Listed in NCL Data
Description
<p dir="ltr">Supplementary material for the article "Coil leakage, training variance and FLOP proxies in the evaluation of real-time steel surface defect detectors" (submitted to the Journal of Real-Time Image Processing).</p><p dir="ltr">The study re-evaluates real-time steel surface defect detectors on NEU-DET and GC10-DET with five-fold cross-validation, coil-disjoint folds for GC10-DET, repeated training, paired comparisons and end-to-end latency measured with four inference runtimes on three platforms (NVIDIA RTX 5090, AMD Ryzen 7 9850X3D CPU, Apple M3 Pro).</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.34070919.v1 ↗
DOI / persistent id · from data ncl ac uk
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from data ncl ac uk
Topics
- From keywords
- Computer Science & AI · Computer vision · Deep learning · Earth & Environmental Science · Image processing
- Inferred from text
- Image 75%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NCL Data | oai:figshare.com:article/34070919 | 22 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[field].anzsrc:field:460304 | mapping · data ncl ac uk | vocabulary-mapper@1.0.0 | keywords['Computer vision'] |
| concepts[field].anzsrc:field:460306 | mapping · data ncl ac uk | vocabulary-mapper@1.0.0 | keywords['Image processing'] |
| concepts[field].anzsrc:field:461103 | mapping · data ncl ac uk | vocabulary-mapper@1.0.0 | keywords['Deep learning'] |
| concepts[field].local:field:computer-science-ai | mapping · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| concepts[modality].local:modality:image | enrichment · data ncl ac uk | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | |
| title | source · data ncl ac uk | connector:data_ncl_ac_uk@1.0.0 | /metadata/dc/title |