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During this period, different persons uploaded about 13, photos of the region on the online platform. The evaluation of the photos reflects in high detail how tourists and the local population use the area of the Mulde basin for leisure activities or for enjoying nature.

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On this basis, they can limit access to endangered areas or create offers and facilities to support their activities. Image Evaluation with the Help of Machine Learning and Artificial Intelligence To obtain reliable and relevant statements with respect to the socio-cultural use of landscapes, Lee and her team developed a new method that also considers the contents of the photo: This was the only way to identify cultural hotspots in the region studied. The researchers obtained information on the photos from the tags given by the users at the time of publication.


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They show where a photo was taken and what can be seen on it. However, the researchers had to cope with two challenges: Although Flickr suggests tags for photos and videos, they are not used by all users. As of these photos studied had no tags at all and had only one single tag, the team of researchers decided to use automatic tags from an image recognition algorithm based on deep convolutional neural networks through a cloud computing platform, Clarifai.

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This algorithm allocated 20 tags to each photo. In total, different tags were applied to about 13, photos.

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With the help of social network analyses, the researchers divided the tags into nine thematic clusters and assigned the photos to one or several of these clusters. Lee and her team then checked the accuracy of the method by means of a manual evaluation: The researchers, however, expect that reliability of assignment will be improved significantly by the further development of artificial intelligence. In addition, Lee and her team compared the results with empirical studies of the cultural use of agricultural areas with similar results.


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    • The method developed also accelerates evaluation. Allocation of the tags to the nearly 13, photos took about three hours. The method can also be transferred to other regions of which photos have been published on the Internet.

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