Powered by OpenAIRE graph
Found an issue? Give us feedback
ZENODOarrow_drop_down
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
addClaim

Krasny Treugolnik — AI–MCDA benchmark of generative text-to-image models for industrial-heritage visualization (code and data)

Authors: Isaev, S. M.;

Krasny Treugolnik — AI–MCDA benchmark of generative text-to-image models for industrial-heritage visualization (code and data)

Abstract

Reproducibility code and data for the manuscript "Selecting Generative Text-to-Image Models for Industrial-Heritage Visualization: a Design-Code-Constrained AHP-TOPSIS Benchmark with Computational Cross-Validation (Krasny Treugolnik, Saint Petersburg)." Ten generative text-to-image systems are compared on five standardized architectural scenes under an explicit heritage design code, ranked with AHP-TOPSIS (consistency ratio 0.012) and cross-validated with a computational image-analysis pipeline (criterion collinearity, rater-noise bootstrap, weighting stress test, and a leave-one-out stylistic-fingerprint classifier). Includes the expert decision matrix, computational image features, weights, ranking, all Python analysis scripts, the design code and standardized prompts. Source repository: https://github.com/i-SAVE/krasny-treugolnik-mcda

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average