Table · dataset · 2026
<b>Dataset and Source Code for Diagnosing Cultural Bias in AVA Trained Aesthetic Scoring</b>
Listed in figshare
Description
<p dir="ltr">This repository contains the dataset, source code, and supporting materials used in the study “Diagnosing Cultural Bias in AVA Trained Aesthetic Scoring: A Ground Truth Free Framework.”</p><p dir="ltr">The repository provides the materials required to reproduce the data analysis and experimental procedures described in the associated research study. It includes the evaluation datasets, source code, analysis scripts, model related files, and supporting documentation.</p><p dir="ltr">The repository is intended to provide transparent access to the computational materials used in the study and to facilitate reproducibility and further research on cultural distribution shift in aesthetic assessment models.</p><p dir="ltr">The evaluation images were sourced from Wikimedia Commons and are subject to their respective original licenses.
The <code>provenance.csv</code> file provides the Wikimedia source URL, original license, and artist information for each image included in the released dataset. Users are responsible for complying with the applicable license and attribution requirements for each individual image.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33832042.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Computer Science & AI · Computer vision · Deep learning · Earth & Environmental Science · Economics & Finance · Engineering · Humanities · Image processing · Life Sciences · Machine learning · Medicine & Health · Ocean & Atmospheric Science · Social Science
- Inferred from text
- Image 75%
Provenance · 1 source records, 21 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33832042 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:460304 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Computer vision'] |
| concepts[field].anzsrc:field:460306 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Image processing'] |
| concepts[field].anzsrc:field:461103 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['deep learning'] |
| concepts[field].anzsrc:group:4611 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['machine learning'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[modality].local:modality:image | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |