Architecture-Design-DataSources

In this repository i've gathered multiple data sources for experiments on architecture and design using image processing such as GANs or CNNs and many other techniques Feel Free to send more DataSources (Makesure it's open sourced and link is not broken)

Data is like ingredients to machine learning models, algorithms are like the pan you're preparing it, and GPUs would be the fire! Pick up the right ones and make your own recipe

Architecture & Style

Architectural styles

10113 images from 25 architectural styles (Multiple Sizes)

https://www.kaggle.com/dumitrux/architectural-styles-dataset/version/1

Architectural Styles Periods Dataset

This dataset contains 12.3k+ images of architecture organized into 9 different categories based on time periods.

https://www.kaggle.com/gustavoachavez/architectural-styles-periods-dataset

Two Sigma Connect: Rental Listing Inquiries (Competition)

78.5GB Total size of images from renthop.com NYC - Apartament pictures (Sample + Torrent Download - Multiple Sizes)

https://www.kaggle.com/c/two-sigma-connect-rental-listing-inquiries/data

Facade & Floorplans

Facade_Dataset

506 Building Facades & corresponding Segmentations (256x256) PS: From the famous Pix2Pix Article

https://www.kaggle.com/balraj98/facades-dataset

CubiCasa5k

5000 Images annotated into over 80 floorplan object categories

https://github.com/CubiCasa/CubiCasa5k

https://zenodo.org/record/2613548#.YAwn0-hKjIV

ROBIN

510 Images of Black & White Floorplans (Multiple Sizes)

https://github.com/gesstalt/ROBIN

CVC-FP: Database for structural floor plan analysis

122 Images of scanned floor plan documents divided in 4 different subsets regarding their origin and style

http://dag.cvc.uab.es/resources/floorplans/

Floorplans Symbols

1000 Images Total --> 10 Different floorplans with 100 different layouts each (Multiple Sizes)

http://mathieu.delalandre.free.fr/projects/sesyd/symbols/floorplans.html

Pix2Pix Floorplan Dataset (Nathan Peters)

103 Original Paired Images, and about 300 Paired Augmented Images (256x256) From: Enabling alternative architectures - Harvard GSD

https://www.nathanpeters.us/enabling-alternative-architectures

https://github.com/nonoesp/pix2pix-floorplans-dataset

RPLAN dataset (Application via google form required)

80787 - Building boundry (black box) (256x256) From: Data-driven Interior Plan Generation for Residential Buildings (ACM Transactions on Graphics (SIGGRAPH Asia))

http://staff.ustc.edu.cn/~fuxm/projects/DeepLayout/index.html

LIFULL HOME'S Dataset (Application via e-mail required)

1.6 GB --> Rental data (5.33 million all over Japan) 210 GB --> Image data (83 million files): floor plan image, room view, etc. 4.5 GB --> Property data of rentals and sales (5.33 million all over Japan)

https://www.nii.ac.jp/dsc/idr/en/lifull/

https://github.com/Littel-Laboratory/homes-dataset-tools

HouseExpo is a large-scale dataset of indoor layout built on SUNCG dataset

There are 35,126 2D floor plans with 252,550 rooms, with mean of 7.14 and median of 7.0 rooms per house. Together with the category label of each room

https://github.com/teaganli/houseexpo/

Interior & Design

InteriorNet: Mega-scale Multi-sensor Photo-realistic Indoor Scenes Dataset

An end-to-end pipeline to render an RGB-D-inertial benchmark for large scale interior scene understanding and mapping. Contains 20M images

https://interiornet.org/

3D-FRONT: 3D Furnished Rooms with layOuts and semaNTics

3D-FRONT contains 18,797 rooms diversely furnished by 3D objects 7,302 furniture objects all come with high-quality textures

https://tianchi.aliyun.com/specials/promotion/alibaba-3d-scene-dataset

Chairstool

948 Images of Chairs (Multiple Sizes)

https://www.kaggle.com/rik8088/chairstool

Interior_Design

4147 images (256x256)

https://www.kaggle.com/aishahsofea/interior-design

Furniture_Detector

4447 Images of Furniture - 900 Images each Class (Bed, Chair, Sofa, Swivelchair, Table) - (Multiple Sizes)

https://www.kaggle.com/akkithetechie/furniture-detector

Aerial Images and GoogleStreet View Paired Datasets

Cityscapes_Data

3475 Images of city street view separated image data set (Paired Dataset 512x256)

https://www.kaggle.com/zhangyunsheng/cityscapes-data

Satellite buildings semantic segmentation data

12076 Images of a paired dataset (256x256)

https://www.kaggle.com/hyyyrwang/buildings-dataset

Massachusetts Buildings Dataset

151 Aerial Images of Boston City to aid Machine Learning for Aerial Image Labeling (1500x1500)

https://www.kaggle.com/balraj98/massachusetts-buildings-dataset

Structure Related Datasets

Structured3D

Is a large-scale photo-realistic dataset containing 3.5K house designs (a) created by professional designers with a variety of ground truth 3D structure annotations

https://github.com/bertjiazheng/Structured3D

3D Datasets

SUNCG

SUNCG is a large-scale dataset of synthetic 3D scenes with dense volumetric annotations.

https://sscnet.cs.princeton.edu/

ShapeNet

The repository contains over 300M models with 220,000 classified into 3,135 classes arranged using WordNet hypernym-hyponym relationships. ShapeNet Parts subset contains 31,693 meshes categorised into 16 common object classes (i.e. table, chair, plane etc.). Each shapes ground truth contains 2-5 parts (with a total of 50 part classes).

https://shapenet.org/

Others (Unusual)

Minecraft House

There are 2586 houses in total, x-y-z dimensions

https://github.com/facebookresearch/droidlet

Door dataset for MRCNN

https://www.kaggle.com/raypratik/door-dataset-for-mrcnn

Architectural Heritage

9565 images of Church elements

https://www.kaggle.com/adeshg/architectural-heritage

City problems dataset

8 classe of: there is no event, fallen tree, fire, flooding, bad road, traffic jam, garbage, traffic accident

https://www.kaggle.com/tunhunhminh/demodata

DIVERSE DATA SOURCES

Papers With Code

https://paperswithcode.com/datasets

Kaggle

https://www.kaggle.com/datasets

Google Datasets Search Engine

https://datasetsearch.research.google.com/

Google Know Your Data

https://knowyourdata-tfds.withgoogle.com/

OTHERS

https://www.interviewqs.com/blog/free-online-data-sets