4 papers
Exploring Polarimetric Properties Preservation during Reconstruction of PolSAR images using Complex-valued Convolutional Neural Networks
Quentin Gabot, Joana Frontera-Pons, Jérémy Fix +2
The inherently complex-valued nature of Polarimetric SAR data necessitates using specialized algorithms capable of directly processing complex-valued representations. However, this…
Shift-Equivariant Complex-Valued Convolutional Neural Networks
Quentin Gabot, Teck-Yian Lim, Jérémy Fix +3
Convolutional neural networks have shown remarkable performance in recent years on various computer vision problems. However, the traditional convolutional neural network architect…
PolygoNet: Leveraging Simplified Polygonal Representation for Effective Image Classification
Salim Khazem, Jeremy Fix, Cédric Pradalier
Deep learning models have achieved significant success in various image related tasks. However, they often encounter challenges related to computational complexity and overfitting.…
Improving Knot Prediction in Wood Logs with Longitudinal Feature Propagation
Salim Khazem, Jeremy Fix, Cédric Pradalier
The quality of a wood log in the wood industry depends heavily on the presence of both outer and inner defects, including inner knots that are a result of the growth of tree branch…