AN INVESTIGATION OF THE INFLUENCES OF TRAINING DATA PROPERTIES ON AERIAL IMAGE SEGMENTATION

While numerous studies are being conducted to improve neural network performance for image segmentation, studies on the impact of training data in terms of data quality, bias and labeling noise are comparatively scarce. When opening state of the art algorithms to a large and varying dataset, they do...

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Bibliographic Details
Main Author: G. T. Dinga
Format: Article
Language:English
Published: Copernicus Publications 2022-05-01
Series:ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/V-2-2022/245/2022/isprs-annals-V-2-2022-245-2022.pdf