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Reasoning cartographic knowledge in deep learning|based map ...


Reasoning cartographic knowledge in deep learning-based map ...

We argue that integrating explainable AI (XAI) into a DL-based map generalization process can give more insights to develop and refine the DNNs.

Reasoning cartographic knowledge in deep learning-based map ...

Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI. Int J Geogr Inf Sci. 2024 Jun 20;38(10):2061-2082. doi: ...

Reasoning cartographic knowledge in deep learning-based map ...

This work investigates the cartographic knowledge used in deep learning-based map generalization with explainable AI (XAI). Specifically, it employs a ...

Reasoning cartographic knowledge in deep learning-based map ...

PDF | Cartographic map generalization involves complex rules, and a full automation has still not been achieved, despite many efforts over ...

Reasoning cartographic knowledge in deep learning-based map ...

Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI · Cheng Fu, Zhiyong Zhou, +1 author. Robert Weibel · Published in ...

Reasoning cartographic knowledge in deep learning-based map ...

Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI · Full Article · Figures & data · References · Citations ...

Reasoning cartographic knowledge in deep learning-based map ...

Article on Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI, published in International Journal of ...

Reasoning cartographic knowledge in deep learning-based map ...

Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI. https://doi.org/10.1080/13658816.2024.2369535 ·. Journal ...

Reasoning cartographic knowledge in deep learning-based map ...

Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI. Int. J. Geograph. Inform. Sci. Pub Date ...

Reasoning cartographic knowledge in deep learning-based map ...

Reasoning cartographic knowledge in deep learning-based map generalization with explainable Ai. Fu, C.; Zhou, Z.; Xin, Y.; Weibel, R. International Journal ...

DeepGeneralization - Zhiyong Zhou

Go to Project Site · AI IC. Related. GeoText · Reasoning cartographic knowledge in deep learning-based map generalization with explainable ...

Towards Cartographic Knowledge Encoding with Deep Learning

For decades, cartographers have explored various approaches for map generalization, such as vector-based algorithms (e.g., Douglas-. Peucker algorithm), raster- ...

Machine learning in cartography | Semantic Scholar

Reasoning cartographic knowledge in deep learning-based map generalization with explainable AI · Computer Science, Geography. International Journal of ...

Exploring the potential of deep learning for map generalization

Figure C.20 illustrates some naive solutions for learning cartography tasks based ... Cartographic Knowledge Encoding with Deep Learning .

(PDF) Some thoughts on deep learning empowering cartography

PDF | Cartography includes two major tasks: map making and map application, which is inextricably linked to artificial intelligence technology. The.

is geometric deep learning for real or is it a small group of people ...

You may not have rotation invariance off the bat for CNNs, but with data augmentation you can learn a rotation invariant mapping from the data ...

Research on the application of knowledge mapping and knowledge ...

This project has developed a geometry learning software that integrates multiple computer technologies to address the challenges of deep analysis of knowledge ...

Some thoughts on deep learning empowering cartography | Ai

Journal of Wuhan Technical University of Surveying and Mapping 1992; 17(3): 1–8. 12. Sester M. Knowledge acquisition for the automatic interpretation of spatial ...

Knowledge Map Reasoning Technology Based on Complex Network

In recent years, with the rapid development of artificial intelligence technology, knowledge mapping research based on data mining, machine learning and ...

Learning Cartographic Building Generalization with Deep ... - MDPI

Many deep learning approaches are based on supervised learning, i.e., they require example data with given input–output pairs. Fortunately, in map ...