Robustness Study of Edge Segmentation and Completion by CNN Based Method for Tessellation Images. - Valentin Penaud-Polge; Yann Gavet (ISIVC, 2021)

Fully Trainable Gaussian Derivative Convolutional Layer. - Valentin Penaud-Polge; Santiago Velasco-Forero; Jesús Angulo (ICIP, 2022)

GenHarris-ResNet: A Rotation Invariant Neural Network Based on Elementary Symmetric Polynomials. - Valentin Penaud-Polge; Santiago Velasco-Forero; Jesús Angulo (SSVM, 2023)

Group Equivariant Networks Using Morphological Operators. - Valentin Penaud-Polge; Santiago Velasco-Forero; Jesús Angulo-Lopez (DGMM, 2024)

Contributions to Roto-Translation Equivariance for Deep Learning in Image Processing. (Contributions à l'Equivariance aux Roto-Translations pour l'Apprentissage Profond en Traitement d'Images). - Valentin Penaud-Polge (2024)