BSc thesis handed in on impact of spectral and spatial resolution on classifications

BSc thesis handed in on impact of spectral and spatial resolution on classifications

October 26, 2017

Marius Philipp handed in his B.Sc. thesis on “Spectral and spatial resolution of remote sensing data and its impact on classification processes – A case study of the Bavarian Steigerwald”. From the abstract: Remote sensing data enables a highly potent and cost efficient way for extracting thematic information such as land cover types and their distribution. A common area of application is therefore the creation of land cover and land use maps. But since this is a complex decision-making process, a successful execution of this task can prove to be rather difficult. Choosing suitable imagery in terms of its spatial and spectral resolution can highly affect the accuracy results of the finished product and should therefore be carefully considered beforehand. In order to assist ecologists by giving them a reference point for choosing the best suited data, this study contains comparisons of several remotely sensed data sets with different spatial and spectral features. Four individual classification algorithms are applied in a multi-level classification approach on numerous scales, which is designed to be increasingly complex with each classification scheme. Results of this study reveal, that higher spatial and spectral resolutions do not always generate more accurate classification results. It is shown, that satellite imagery with a medium spatial resolution tend to create better land cover maps compared to high resolution images. Furthermore,  the individual classification algorithms tend to strongly affect the quality of the classification products as well, which creates another import decision point that will be discussed in this study.

 

supervisor: Dr. Martin Wegmann in collaboration with the Steigerwald research station.

you may also like:

PhD position: Earth Observation of drought and fire impacts

PhD position: Earth Observation of drought and fire impacts

Job Announcement: PhD Position on EO research of Drought, Fire and Vegetation in Kruger National Park, South Africa Position: PhD ResearcherStudy Area: Kruger National Park, South AfricaApplication Deadline: until position is filledStart Date: as soon as possible...

Presentation at Wiener Planungswerkstatt

Presentation at Wiener Planungswerkstatt

On 16 January 2025, an evening event on the topic of urban development took place at the "Wiener Planungswerkstatt" in Vienna – see here: https://www.linkedin.com/events/wieundwowirwohnen-wollen-soziol7271805797850861569/about/. The event was organized and...

Visit to Seestadt Aspern in Vienna

Visit to Seestadt Aspern in Vienna

Vienna's Seestadt Aspern is one of the current largest urban development areas in Europe. By the 2030s, a brand new city will be fully completed in the east of Vienna. Living space for more than 25,000 people and over 20,000 jobs, education, and formation...

Exchange with colleagues from AIT Austrian Institute of Technology

Exchange with colleagues from AIT Austrian Institute of Technology

On 16 January 2025, Ariane Droin, Henri Debray and Hannes Taubenböck from EORC and the EOC of DLR were invited to the AIT Austrian Institute of Technology GmbH in Vienna as part of the UrbanSky project. The Urban Sky research project is carrying out a needs and...

Empowering Students with SAGA GIS for Environmental Applications

Empowering Students with SAGA GIS for Environmental Applications

At EAGLE Earth Observation, we are committed to equipping our students with the tools and knowledge needed to excel in the field of environmental science. As part of this effort, our students are exploring the power of various scientific open-source software packages...

EUSI meets GZS

EUSI meets GZS

Following the European Space Imaging Conference (EUSI) in December 2024 (DLR and EORC contributed to the conference. We reported on this – please see here: https://remote-sensing.org/keynote-presentation-at-eusi-conference-2024/), the long-standing partners met...