Evaluating explainable artificial intelligence methods for multi-label deep learning classification tasks in remote sensing

Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications

(2021) Wojciech Samek et al.   PROCEEDINGS OF THE IEEE

Estimating and understanding crop yields with explainable deep learning in the Indian Wheat Belt

(2020) Aleksandra Wolanin et al.   Environmental Research Letters

A multi-level context-guided classification method with object-based convolutional neural network for land cover classification using very high resolution remote sensing images

(2020) Chenxiao Zhang et al.   International Journal of Applied Earth Observation and Geoinformation

Evaluating techniques for mapping island vegetation from unmanned aerial vehicle (UAV) images: Pixel classification, visual interpretation and machine learning approaches

(2020) S.M. Hamylton et al.   International Journal of Applied Earth Observation and Geoinformation

Understanding deep learning in land use classification based on Sentinel-2 time series

(2020) Manuel Campos-Taberner et al.   Scientific Reports

The content and accuracy of the CORINE Land Cover dataset for Norway

(2020) Linda Aune-Lundberg et al.   International Journal of Applied Earth Observation and Geoinformation

Unmasking Clever Hans predictors and assessing what machines really learn

(2019) Sebastian Lapuschkin et al.   Nature Communications

Deep learning in remote sensing applications: A meta-analysis and review

(2019) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

When Deep Learning Meets Metric Learning: Remote Sensing Image Scene Classification via Learning Discriminative CNNs

(2018) Gong Cheng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Evaluating the Visualization of What a Deep Neural Network Has Learned

(2017) Wojciech Samek et al.   IEEE Transactions on Neural Networks and Learning Systems

On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

(2015) Sebastian Bach et al.   PLoS One

SLIC Superpixels Compared to State-of-the-Art Superpixel Methods

(2012) R. Achanta et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE