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CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoders

Neural Information Processing Systems, 2023
A vital and rapidly growing application, remote sensing offers vast yet sparsely labeled, spatially aligned multimodal data; this makes self-supervised learning algorithms invaluable.
A. Fuller, K. Millard, James R. Green
semanticscholar   +1 more source

Enhancing Multiscale Representations With Transformer for Remote Sensing Image Semantic Segmentation

IEEE Transactions on Geoscience and Remote Sensing, 2023
Semantic segmentation is an extremely challenging task in high-resolution remote sensing (HRRS) images as objects have complex spatial layouts and enormous variations in appearance.
Tao Xiao   +4 more
semanticscholar   +1 more source

Geometric deep learning on molecular representations

Nature Machine Intelligence, 2021
Geometric deep learning (GDL) is based on neural network architectures that incorporate and process symmetry information. GDL bears promise for molecular modelling applications that rely on molecular representations with different symmetry properties and
Kenneth Atz, F. Grisoni, G. Schneider
semanticscholar   +1 more source

Spatial Representation of Maps

The American Journal of Psychology, 1983
Two experiments tested the hypothesis that the cognitive representation of spatial relations on a map is primarily a visually keyed process. In Experiment 1, undergraduates studied a labeled map where features were presented either as words alone, as mimetic drawings of the referent, or as geometric symbols.
R W, Kulhavy, N H, Schwartz, S H, Shaha
openaire   +2 more sources

Continuous PDE Dynamics Forecasting with Implicit Neural Representations

International Conference on Learning Representations, 2022
Effective data-driven PDE forecasting methods often rely on fixed spatial and / or temporal discretizations. This raises limitations in real-world applications like weather prediction where flexible extrapolation at arbitrary spatiotemporal locations is ...
Yuan Yin   +4 more
semanticscholar   +1 more source

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