Insights
We treat every job as an Insights projects, we call our AI “Augmented Intelligence” that powers knowledge creation.
Our approach is to understand the ‘real world’ AI model outcomes you are trying to achieve and provide a recommended approach across the key workstreams to achieve these outcomes. Our AI toolbox is scalable, reliable, and actionable when applied to large spatial datasets. Enriching the ‘location’ dimensions can help unlock hidden patterns. Outline Insights is an open-architecture promoting transparency in AI model development. We focus on data preparation and refining training data by taking into account the importance of geospatial accuracy, pixel clarity and essential spatial ontology/topology parameters.
4Band RGBi Vegetation Classifier
Canopy Detection Grid
Canopy Coverage Modelling
Mine Site Contour Mapping
Coastline Spatial Vectorisation
Industry-leading knowledge in the planning, capture, preparation, and delivery of training data for spatially-based AI models. By integrating geographic information with Artificial Intelligence (AI) algorithms, organisations can analyse and visualise data in a spatial context, enabling deeper insights and understanding.
Semi-automatic mapping of vegetation and environmental activities during mining exploration.
There are many ways to utilise Machine Learning & Artificial Intelligence (ML/AI), but there are also problems that are inefficient to apply AI when there is a large uncertainty and a small sampled knowledge. Using traditional geospatial techniques with ML-guided segmentation algorithms can promote a visual understanding and allow for human-in-the-loop enforcement learnings.
Developed AI segmentation algorithms remove above-ground features such as trees, mining infrastructure and buildings from derived stereoscopic digital elevation models whilst retaining the underlying bare earth.
Speak to the team
Contact UsSpecifications
| Model | Classification, bounding box, segmentation |
|---|---|
| Image resolution | To specification, from 1cm to 1m image pixels |
| Image classification | Binary and multi-class |
| Image labelling | Manual and assisted labelling |
| Image augmentation | Spatial, colour and texture |
| Delivery | Offline, edge or cloud |
Downloads
- Outline - AI Insights (PDF 373 KB)
- Outline - Portal (PDF 477 KB)
Key Benefits
Large Scale Modelling
Fusing geospatial content with computer-vision algorithm at scale.
Industry Recognised
Award-winning ML/AI design and implementation solving complex problems.
Insightful
Discover hidden patterns and the undiscovered. Imagery-based AI supports location insights beyond the visible range.
Industries we work with
Environmental
Forestry
Mining
