Search Results for author: Jonathan Roberts

Found 6 papers, 1 papers with code

Charting New Territories: Exploring the Geographic and Geospatial Capabilities of Multimodal LLMs

1 code implementation24 Nov 2023 Jonathan Roberts, Timo Lüddecke, Rehan Sheikh, Kai Han, Samuel Albanie

Multimodal large language models (MLLMs) have shown remarkable capabilities across a broad range of tasks but their knowledge and abilities in the geographic and geospatial domains are yet to be explored, despite potential wide-ranging benefits to navigation, environmental research, urban development, and disaster response.

Disaster Response

GPT4GEO: How a Language Model Sees the World's Geography

no code implementations30 May 2023 Jonathan Roberts, Timo Lüddecke, Sowmen Das, Kai Han, Samuel Albanie

Large language models (LLMs) have shown remarkable capabilities across a broad range of tasks involving question answering and the generation of coherent text and code.

Disaster Response Language Modelling +2

SATIN: A Multi-Task Metadataset for Classifying Satellite Imagery using Vision-Language Models

no code implementations23 Apr 2023 Jonathan Roberts, Kai Han, Samuel Albanie

In this work, we introduce SATellite ImageNet (SATIN), a metadataset curated from 27 existing remotely sensed datasets, and comprehensively evaluate the zero-shot transfer classification capabilities of a broad range of vision-language (VL) models on SATIN.

Classification Image Classification

Learning-Based Procedural Content Generation

no code implementations29 Aug 2013 Jonathan Roberts, Ke Chen

Procedural content generation (PCG) has recently become one of the hottest topics in computational intelligence and AI game researches.

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