Remote Sensing and Image Integration
Our aspiration is to fundamentally change reporting of the earth’s land cover, particularly native vegetation, land degradation, and built environments.
Global demand for environmental reporting and auditing is spawning massive-scale mapping and monitoring projects producing derived information from multiple large datasets. As accuracy increases and sources of error are quantified, the information has increasing value for natural resource management, environmental monitoring and modelling, and public communication. Increasingly, changes in the terrestrial environment resulting from, or contributing to, climate change are of scientific interest.
We consider that crucial contributions are to be made by advancing the quality of information derived from remotely sensed data by using advancements in computational and statistical methods for information extraction from multiple resolution remotely sensed and other data. These advances, combined with well-established relationships with bodies involved with environmental measurement and monitoring, provide a strong basis for growth, scientific development and impact in this area.
The problems we are trying to solve
This team have been previously (2004, 2008) recognised through awards and partnerships as a world leader in developing and applying tools for extracting information from long-term sequences of remotely sensed data to enable the assessment and management of national and regional environmental issues. In the last two decades, the team has made significant contributions to Australia’s ability to monitor and report on environmental problems and to plan and implement solutions. Motivated by a vision of remote sensing as a key technology in addressing national environmental problems, the team has developed technologies for transforming large archives of data to environmentally-relevant information; developed technology applications to address specific environmental issues; created operational production systems which allow the methods to be “routinely” applied; and secured adoption of the use of the technologies.
Australia has a large land mass, sparse population and a number of environmental challenges of which the outcomes are dependent on management decisions and policy frameworks. Identifying and quantifying these challenges is key to effective policy and management responses. The team have developed a rigorous scientific approach to the analysis of aerial and satellite data, and their integration with other spatial data, that render them applicable to a range of policy questions, such as where is landscape change occurring; what is the rate of change, and what are the potential impacts of change.
Australians gain enormous amenity from our urban coastlines with recreational (swimming, fishing, boating etc.) and commercial activities drawing huge numbers of visitors annually. These activities co-exist with development activities. Management strategies are vital to ensure the sustained usability of these assets, so the team has devoted resources to examining the technical challenges of terrestrial and also coastal marine remote sensing technology, such as bathymetric LiDAR, multibeam echosounders and deep-sea AUV cameras.
Some key words include:
- Multi-angular measurements and models
- Statistical pattern recognition (unmixing, discrimination and classification)
- Large data issues (algorithms on large datasets)
- Data Integration (eg. joint models for classification)
- Earth surface processes and landforms (e.g. extraction of information from digital elevation data)
- Land Monitor: Perennial Vegetation Change Images 1988 to 2015 (South West Agricultural Region of Western Australia)
- Australia’s National Greenhouse Accounts: Land Use, Land Use Change and Forestry – CSIRO Contributions to Woody Cover Monitoring in Australia
- Implementing Indonesia’s National Forest Carbon Accounting System 2009 – 2016 – CSIRO Contributions to Forest Monitoring in Indonesia
- Kenya Land Cover and Change
- Urban Monitor – Fine-scale Monitoring of Complex Environments
- Mosaicking Deepwater AUV Photography
- SAR for Land Cover Observation – Activities for Agriculture, Environmental Applications
- Peter Caccetta (Team Leader)
- Joanne Chia
- Simon Collings
- Drew Devereux
- Foivos Diakogiannis
- Suzanne Furby
- Eric Lehmann
- Tony Traylen
- Xiaoliang Wu
- Zheng-shu Zhou
- Adrian Baddeley (Adjunct Science Fellow)
- Mark Berman (Visiting Scientist)
- Norm Campbell (Honorary Fellow)
- Kass Hingee (PhD Student)
Dr Peter Caccetta
Team Leader, Remote Sensing and Image Integration
Leeuwin Centre, 65 Brockway Road, Floreat, WA, Australia
Phone: +61 8 9333 6188