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ArchiTective: Architectural Style Image Classification Model

Classification
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ArchiTective: Architectural Style Image Classification Model Computer Vision Project

Test 1 ArchiTective MVP

Updated 2 years ago

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Classification Model
Classes (9)
Art Nouveau
Baroque
Beaux-Arts
Byzantine
Deconstructivism
Gothic
Palladian
Postmodern
Romanesque

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Description

Model Overview

Model Type: Single Label Classification Model Sample Size per category: 200 images Data Split: 70% training, 20% validation, 10% testing

Purpose: Help identify the architectural styles of buildings. This model focuses on urban environments from Western/Eurocentric locations.

Scope: The goal is to be utilized as a regional tool but there is potential for global application. Should the model properly learn the properties of each architectural style it would be expected to be functional on a global scale regardless of regional aesthetics.

Audience: Intended for a general audience. More specifically could be utilized by either students, tourists, or even developers.

Ideas: Utilized in a guided tour, marketed as a way to better understand the history/culture of a city. Students that study abroad can utilize it for assignments. Developers could utilize it when scouting potential sites of interest.

All in all the goal is to help people better understand the urban landscape. The model predicts the architectural style of a building. Currently is only trained on 4 aesthetics: Art Nouveau; Gothic; Deconstructivism; and Palladian. In later iterations the goal is to have a total of 10 categories.

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LICENSE
CC BY 4.0

If you use this dataset in a research paper, please cite it using the following BibTeX:

                        @misc{
                            architective-architectural-style-image-classification-model_dataset,
                            title = { ArchiTective: Architectural Style Image Classification Model Dataset },
                            type = { Open Source Dataset },
                            author = { Test 1 ArchiTective MVP },
                            howpublished = { \url{ https://universe.roboflow.com/test-1-architective-mvp/architective-architectural-style-image-classification-model } },
                            url = { https://universe.roboflow.com/test-1-architective-mvp/architective-architectural-style-image-classification-model },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { apr },
                            note = { visited on 2024-12-22 },
                            }

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