Related Experiment Video
Updated: Feb 19, 2026

Automated 3D Optical Coherence Tomography to Elucidate Biofilm Morphogenesis Over Large Spatial Scales
Published on: August 21, 2019
OpenStreetMap-derived multimodal dataset across 23 cities: Paired urban morphology tiles with bioclimatic variables
1School of Civil Engineering, Liaoning Technical University, Fuxin, Liaoning Province, China.
Abstract:
We present an OpenStreetMap-derived multimodal dataset spanning 23 cities and 11,711 tile-level samples. For each 768 × 768 m tile, we provide an aligned image pair: (i) a stylized ecological baseline that generalizes green and water features together with major roads and railways, and (ii) a target urban morphology map color-coded by functional building classes, transport infrastructure, green space, and water. Each sample includes latitude/longitude; the eight WorldClim v2.1 bioclimatic variables can be reconstructed locally with the provided script. The dataset is organized by city and indexed with JSONL records linking image paths and attributes, enabling direct integration into machine learning pipelines. Cross-city and cross-climate coverage supports training and evaluation of generative models for urban design, comparative analyses of morphology across climate regimes, and imputation of functional footprints in data-scarce regions. The ecological baseline represents a constructed pre-urban template rather than a historical map.
More Related Videos
09:44Use of Principal Components for Scaling Up Topographic Models to Map Soil Redistribution and Soil Organic Carbon
Published on: October 16, 2018
12:26Integrating Remote Sensing with Species Distribution Models; Mapping Tamarisk Invasions Using the Software for Assisted Habitat Modeling SAHM
Published on: October 11, 2016
Related Concept Videos
Selected Data About Geographic Locations
Levels of Use of a GIS
Thematic Layering in GIS
GIS Software, Hardware, and Sources of GIS Data
Methods of Obtaining Topography
Introduction to GIS