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Multimodal Geospatial Visual Reasoning

Available on Request · Sample Available

Multimodal Geospatial Visual Reasoning

Satellite, aerial, and nautical-chart imagery paired with expert geospatial questions.

Volume

0

Volume

Scalable Volume

Coverage

Remote Sensing, GIS, Surveying, Maritime Navigation, Geospatial

0.0 %

Frontier Models

Targets

Modality & Delivery

ImageText→Text

Formats

Excel (.xlsx)Images

What You Receive

Multimodal geospatial reasoning tasks pairing satellite, aerial, terrain, and nautical-chart imagery with expert-authored questions and answers.

Coverage

Covers remote sensing, GIS, surveying, geology, agriculture, maritime navigation, and geospatial intelligence, requiring interpretation, measurement, change detection, object counting, and spatial reasoning.

Package Structure

Differentiators

  • Pairs domain questions with task-relevant visual evidence.
  • Pairs satellite, aerial, terrain, and nautical-chart imagery with expert-authored questions and answers.

Record Schema

FieldDescription
answerThe concise final answer associated with the question.
image_refPath to the associated image file referenced by the record.
questionThe question or task presented in the dataset record.
solutionThe worked solution or supporting reasoning for the question.

Results

ModelMetricResult
Frontier ModelsPass rate48%

Methodology & Quality

Methodology

Questions are expert-authored, then split across an SME pool for complexity validation before benchmarking.

SME involvement

Domain-expert curated with up to L2 review

Stressors

Combined visual interpretation and domain reasoning.; Remote-sensing and navigation imagery across varied spatial scales.

Design criteria

  1. Require visual extraction together with domain-specific reasoning.
  2. Cover interpretation, measurement, change detection, object counting, and spatial reasoning.

Build assumptions

Quality approach

Known limitations

Customization & Scalability

Custom sets available. Additional volume in progress