Map Diffusion - Text Promptable Map Generation Diffusion Model
OpenStreetMap
geospatial
diffusion
AI
map generation
Map Diffusion is a novel text promptable map generation model, leveraging recent advancements in generative models. Promptable map generation has broad applications, democratizing access to geographic data, enhancing decision-making, improving communication, and enabling customization. Map Diffusion generates maps based on textual descriptions, allowing users to describe a region, and the model generates a corresponding map. We conduct a comprehensive review of related work, highlighting the unique contributions of our model. We also provide insights into dataset creation, model architecture, training procedures, and experimental results. This research marks a significant step in harnessing generative models for map generation, opening doors for future exploration in this field.
Authors
Marcin Przymus
Piotr Szymański
Published
November 13, 2023
We’ve made the dataset, model and code freely available. Enjoy!